id sid tid token lemma pos cord-277648-9kxwkcbl 1 1 key key NN cord-277648-9kxwkcbl 1 2 : : : cord-277648-9kxwkcbl 2 1 cord-277648 cord-277648 JJ cord-277648-9kxwkcbl 2 2 - - HYPH cord-277648-9kxwkcbl 2 3 9kxwkcbl 9kxwkcbl CD cord-277648-9kxwkcbl 2 4 authors author NNS cord-277648-9kxwkcbl 2 5 : : : cord-277648-9kxwkcbl 2 6 Overholt Overholt NNP cord-277648-9kxwkcbl 2 7 , , , cord-277648-9kxwkcbl 2 8 Kalon Kalon NNP cord-277648-9kxwkcbl 2 9 J. J. NNP cord-277648-9kxwkcbl 2 10 ; ; : cord-277648-9kxwkcbl 2 11 Krog Krog NNP cord-277648-9kxwkcbl 2 12 , , , cord-277648-9kxwkcbl 2 13 Jonathan Jonathan NNP cord-277648-9kxwkcbl 2 14 R. R. NNP cord-277648-9kxwkcbl 2 15 ; ; : cord-277648-9kxwkcbl 2 16 Bryson Bryson NNP cord-277648-9kxwkcbl 2 17 , , , cord-277648-9kxwkcbl 2 18 Bryan Bryan NNP cord-277648-9kxwkcbl 2 19 D. D. NNP cord-277648-9kxwkcbl 2 20 title title NN cord-277648-9kxwkcbl 2 21 : : : cord-277648-9kxwkcbl 2 22 Dissecting dissect VBG cord-277648-9kxwkcbl 2 23 the the DT cord-277648-9kxwkcbl 2 24 common common JJ cord-277648-9kxwkcbl 2 25 and and CC cord-277648-9kxwkcbl 2 26 compartment compartment NN cord-277648-9kxwkcbl 2 27 - - HYPH cord-277648-9kxwkcbl 2 28 specific specific JJ cord-277648-9kxwkcbl 2 29 features feature NNS cord-277648-9kxwkcbl 2 30 of of IN cord-277648-9kxwkcbl 2 31 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 2 32 severity severity NN cord-277648-9kxwkcbl 2 33 in in IN cord-277648-9kxwkcbl 2 34 the the DT cord-277648-9kxwkcbl 2 35 lung lung NN cord-277648-9kxwkcbl 2 36 and and CC cord-277648-9kxwkcbl 2 37 periphery periphery NN cord-277648-9kxwkcbl 2 38 with with IN cord-277648-9kxwkcbl 2 39 single single JJ cord-277648-9kxwkcbl 2 40 - - HYPH cord-277648-9kxwkcbl 2 41 cell cell NN cord-277648-9kxwkcbl 2 42 resolution resolution NN cord-277648-9kxwkcbl 2 43 date date NN cord-277648-9kxwkcbl 2 44 : : : cord-277648-9kxwkcbl 2 45 2020 2020 CD cord-277648-9kxwkcbl 2 46 - - HYPH cord-277648-9kxwkcbl 2 47 06 06 CD cord-277648-9kxwkcbl 2 48 - - SYM cord-277648-9kxwkcbl 2 49 19 19 CD cord-277648-9kxwkcbl 2 50 journal journal NN cord-277648-9kxwkcbl 2 51 : : : cord-277648-9kxwkcbl 3 1 bioRxiv biorxiv IN cord-277648-9kxwkcbl 3 2 DOI DOI NNP cord-277648-9kxwkcbl 3 3 : : : cord-277648-9kxwkcbl 4 1 10.1101/2020.06.15.147470 10.1101/2020.06.15.147470 LS cord-277648-9kxwkcbl 5 1 sha sha NNP cord-277648-9kxwkcbl 5 2 : : : cord-277648-9kxwkcbl 6 1 6457c104a7b0b025f7536a24db9a40f663e5f469 6457c104a7b0b025f7536a24db9a40f663e5f469 CD cord-277648-9kxwkcbl 7 1 doc_id doc_id CD cord-277648-9kxwkcbl 7 2 : : : cord-277648-9kxwkcbl 7 3 277648 277648 CD cord-277648-9kxwkcbl 7 4 cord_uid cord_uid NNS cord-277648-9kxwkcbl 7 5 : : : cord-277648-9kxwkcbl 8 1 9kxwkcbl 9kxwkcbl CD cord-277648-9kxwkcbl 8 2 As as IN cord-277648-9kxwkcbl 8 3 the the DT cord-277648-9kxwkcbl 8 4 global global JJ cord-277648-9kxwkcbl 8 5 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 8 6 pandemic pandemic NN cord-277648-9kxwkcbl 8 7 continues continue VBZ cord-277648-9kxwkcbl 8 8 to to TO cord-277648-9kxwkcbl 8 9 escalate escalate VB cord-277648-9kxwkcbl 8 10 , , , cord-277648-9kxwkcbl 8 11 no no DT cord-277648-9kxwkcbl 8 12 effective effective JJ cord-277648-9kxwkcbl 8 13 treatment treatment NN cord-277648-9kxwkcbl 8 14 has have VBZ cord-277648-9kxwkcbl 8 15 yet yet RB cord-277648-9kxwkcbl 8 16 been be VBN cord-277648-9kxwkcbl 8 17 developed develop VBN cord-277648-9kxwkcbl 8 18 for for IN cord-277648-9kxwkcbl 8 19 the the DT cord-277648-9kxwkcbl 8 20 severe severe JJ cord-277648-9kxwkcbl 8 21 respiratory respiratory JJ cord-277648-9kxwkcbl 8 22 complications complication NNS cord-277648-9kxwkcbl 8 23 of of IN cord-277648-9kxwkcbl 8 24 this this DT cord-277648-9kxwkcbl 8 25 disease disease NN cord-277648-9kxwkcbl 8 26 . . . cord-277648-9kxwkcbl 9 1 This this DT cord-277648-9kxwkcbl 9 2 may may MD cord-277648-9kxwkcbl 9 3 be be VB cord-277648-9kxwkcbl 9 4 due due JJ cord-277648-9kxwkcbl 9 5 in in IN cord-277648-9kxwkcbl 9 6 large large JJ cord-277648-9kxwkcbl 9 7 part part NN cord-277648-9kxwkcbl 9 8 to to IN cord-277648-9kxwkcbl 9 9 the the DT cord-277648-9kxwkcbl 9 10 unclear unclear JJ cord-277648-9kxwkcbl 9 11 immunopathological immunopathological JJ cord-277648-9kxwkcbl 9 12 basis basis NN cord-277648-9kxwkcbl 9 13 for for IN cord-277648-9kxwkcbl 9 14 the the DT cord-277648-9kxwkcbl 9 15 development development NN cord-277648-9kxwkcbl 9 16 of of IN cord-277648-9kxwkcbl 9 17 immune immune JJ cord-277648-9kxwkcbl 9 18 dysregulation dysregulation NN cord-277648-9kxwkcbl 9 19 and and CC cord-277648-9kxwkcbl 9 20 acute acute JJ cord-277648-9kxwkcbl 9 21 respiratory respiratory JJ cord-277648-9kxwkcbl 9 22 distress distress NN cord-277648-9kxwkcbl 9 23 syndrome syndrome NN cord-277648-9kxwkcbl 9 24 ( ( -LRB- cord-277648-9kxwkcbl 9 25 ARDS ARDS NNP cord-277648-9kxwkcbl 9 26 ) ) -RRB- cord-277648-9kxwkcbl 9 27 in in IN cord-277648-9kxwkcbl 9 28 severe severe JJ cord-277648-9kxwkcbl 9 29 and and CC cord-277648-9kxwkcbl 9 30 critical critical JJ cord-277648-9kxwkcbl 9 31 patients patient NNS cord-277648-9kxwkcbl 9 32 . . . cord-277648-9kxwkcbl 10 1 Specifically specifically RB cord-277648-9kxwkcbl 10 2 , , , cord-277648-9kxwkcbl 10 3 it -PRON- PRP cord-277648-9kxwkcbl 10 4 remains remain VBZ cord-277648-9kxwkcbl 10 5 unknown unknown JJ cord-277648-9kxwkcbl 10 6 whether whether IN cord-277648-9kxwkcbl 10 7 the the DT cord-277648-9kxwkcbl 10 8 immunological immunological JJ cord-277648-9kxwkcbl 10 9 features feature NNS cord-277648-9kxwkcbl 10 10 of of IN cord-277648-9kxwkcbl 10 11 the the DT cord-277648-9kxwkcbl 10 12 disease disease NN cord-277648-9kxwkcbl 10 13 that that WDT cord-277648-9kxwkcbl 10 14 have have VBP cord-277648-9kxwkcbl 10 15 been be VBN cord-277648-9kxwkcbl 10 16 identified identify VBN cord-277648-9kxwkcbl 10 17 so so RB cord-277648-9kxwkcbl 10 18 far far RB cord-277648-9kxwkcbl 10 19 are be VBP cord-277648-9kxwkcbl 10 20 compartment compartment NN cord-277648-9kxwkcbl 10 21 - - HYPH cord-277648-9kxwkcbl 10 22 specific specific JJ cord-277648-9kxwkcbl 10 23 responses response NNS cord-277648-9kxwkcbl 10 24 or or CC cord-277648-9kxwkcbl 10 25 general general JJ cord-277648-9kxwkcbl 10 26 features feature NNS cord-277648-9kxwkcbl 10 27 of of IN cord-277648-9kxwkcbl 10 28 COVID-19 covid-19 NN cord-277648-9kxwkcbl 10 29 . . . cord-277648-9kxwkcbl 11 1 Additionally additionally RB cord-277648-9kxwkcbl 11 2 , , , cord-277648-9kxwkcbl 11 3 readily readily RB cord-277648-9kxwkcbl 11 4 detectable detectable JJ cord-277648-9kxwkcbl 11 5 biological biological JJ cord-277648-9kxwkcbl 11 6 markers marker NNS cord-277648-9kxwkcbl 11 7 correlated correlate VBN cord-277648-9kxwkcbl 11 8 with with IN cord-277648-9kxwkcbl 11 9 strata stratum NNS cord-277648-9kxwkcbl 11 10 of of IN cord-277648-9kxwkcbl 11 11 disease disease NN cord-277648-9kxwkcbl 11 12 severity severity NN cord-277648-9kxwkcbl 11 13 that that WDT cord-277648-9kxwkcbl 11 14 could could MD cord-277648-9kxwkcbl 11 15 be be VB cord-277648-9kxwkcbl 11 16 used use VBN cord-277648-9kxwkcbl 11 17 to to TO cord-277648-9kxwkcbl 11 18 triage triage VB cord-277648-9kxwkcbl 11 19 patients patient NNS cord-277648-9kxwkcbl 11 20 and and CC cord-277648-9kxwkcbl 11 21 inform inform VB cord-277648-9kxwkcbl 11 22 treatment treatment NN cord-277648-9kxwkcbl 11 23 options option NNS cord-277648-9kxwkcbl 11 24 have have VBP cord-277648-9kxwkcbl 11 25 not not RB cord-277648-9kxwkcbl 11 26 yet yet RB cord-277648-9kxwkcbl 11 27 been be VBN cord-277648-9kxwkcbl 11 28 identified identify VBN cord-277648-9kxwkcbl 11 29 . . . cord-277648-9kxwkcbl 12 1 Here here RB cord-277648-9kxwkcbl 12 2 , , , cord-277648-9kxwkcbl 12 3 we -PRON- PRP cord-277648-9kxwkcbl 12 4 leveraged leverage VBD cord-277648-9kxwkcbl 12 5 publicly publicly RB cord-277648-9kxwkcbl 12 6 available available JJ cord-277648-9kxwkcbl 12 7 single single JJ cord-277648-9kxwkcbl 12 8 - - HYPH cord-277648-9kxwkcbl 12 9 cell cell NN cord-277648-9kxwkcbl 12 10 RNA rna NN cord-277648-9kxwkcbl 12 11 sequencing sequencing NN cord-277648-9kxwkcbl 12 12 data datum NNS cord-277648-9kxwkcbl 12 13 to to TO cord-277648-9kxwkcbl 12 14 elucidate elucidate VB cord-277648-9kxwkcbl 12 15 the the DT cord-277648-9kxwkcbl 12 16 common common JJ cord-277648-9kxwkcbl 12 17 and and CC cord-277648-9kxwkcbl 12 18 compartment compartment NN cord-277648-9kxwkcbl 12 19 - - HYPH cord-277648-9kxwkcbl 12 20 specific specific JJ cord-277648-9kxwkcbl 12 21 immunological immunological JJ cord-277648-9kxwkcbl 12 22 features feature NNS cord-277648-9kxwkcbl 12 23 of of IN cord-277648-9kxwkcbl 12 24 clinically clinically RB cord-277648-9kxwkcbl 12 25 severe severe JJ cord-277648-9kxwkcbl 12 26 COVID-19 covid-19 NN cord-277648-9kxwkcbl 12 27 . . . cord-277648-9kxwkcbl 13 1 We -PRON- PRP cord-277648-9kxwkcbl 13 2 identified identify VBD cord-277648-9kxwkcbl 13 3 a a DT cord-277648-9kxwkcbl 13 4 number number NN cord-277648-9kxwkcbl 13 5 of of IN cord-277648-9kxwkcbl 13 6 transcriptional transcriptional JJ cord-277648-9kxwkcbl 13 7 programs program NNS cord-277648-9kxwkcbl 13 8 that that WDT cord-277648-9kxwkcbl 13 9 are be VBP cord-277648-9kxwkcbl 13 10 altered alter VBN cord-277648-9kxwkcbl 13 11 across across IN cord-277648-9kxwkcbl 13 12 the the DT cord-277648-9kxwkcbl 13 13 spectrum spectrum NN cord-277648-9kxwkcbl 13 14 of of IN cord-277648-9kxwkcbl 13 15 disease disease NN cord-277648-9kxwkcbl 13 16 severity severity NN cord-277648-9kxwkcbl 13 17 , , , cord-277648-9kxwkcbl 13 18 few few JJ cord-277648-9kxwkcbl 13 19 of of IN cord-277648-9kxwkcbl 13 20 which which WDT cord-277648-9kxwkcbl 13 21 are be VBP cord-277648-9kxwkcbl 13 22 common common JJ cord-277648-9kxwkcbl 13 23 between between IN cord-277648-9kxwkcbl 13 24 the the DT cord-277648-9kxwkcbl 13 25 lung lung NN cord-277648-9kxwkcbl 13 26 and and CC cord-277648-9kxwkcbl 13 27 peripheral peripheral JJ cord-277648-9kxwkcbl 13 28 immune immune JJ cord-277648-9kxwkcbl 13 29 environments environment NNS cord-277648-9kxwkcbl 13 30 . . . cord-277648-9kxwkcbl 14 1 In in IN cord-277648-9kxwkcbl 14 2 the the DT cord-277648-9kxwkcbl 14 3 lung lung NN cord-277648-9kxwkcbl 14 4 , , , cord-277648-9kxwkcbl 14 5 comparing compare VBG cord-277648-9kxwkcbl 14 6 severe severe JJ cord-277648-9kxwkcbl 14 7 and and CC cord-277648-9kxwkcbl 14 8 moderate moderate JJ cord-277648-9kxwkcbl 14 9 patients patient NNS cord-277648-9kxwkcbl 14 10 revealed reveal VBD cord-277648-9kxwkcbl 14 11 severity severity NN cord-277648-9kxwkcbl 14 12 - - HYPH cord-277648-9kxwkcbl 14 13 specific specific JJ cord-277648-9kxwkcbl 14 14 responses response NNS cord-277648-9kxwkcbl 14 15 of of IN cord-277648-9kxwkcbl 14 16 enhanced enhanced JJ cord-277648-9kxwkcbl 14 17 interferon interferon NN cord-277648-9kxwkcbl 14 18 , , , cord-277648-9kxwkcbl 14 19 A20 A20 NNP cord-277648-9kxwkcbl 14 20 / / SYM cord-277648-9kxwkcbl 14 21 IκB iκb NN cord-277648-9kxwkcbl 14 22 , , , cord-277648-9kxwkcbl 14 23 IL-2 IL-2 NNP cord-277648-9kxwkcbl 14 24 , , , cord-277648-9kxwkcbl 14 25 and and CC cord-277648-9kxwkcbl 14 26 IL-6 IL-6 NNP cord-277648-9kxwkcbl 14 27 pathway pathway NN cord-277648-9kxwkcbl 14 28 signatures signature NNS cord-277648-9kxwkcbl 14 29 along along IN cord-277648-9kxwkcbl 14 30 with with IN cord-277648-9kxwkcbl 14 31 broad broad JJ cord-277648-9kxwkcbl 14 32 signaling signal VBG cord-277648-9kxwkcbl 14 33 activity activity NN cord-277648-9kxwkcbl 14 34 of of IN cord-277648-9kxwkcbl 14 35 IFNG IFNG NNP cord-277648-9kxwkcbl 14 36 , , , cord-277648-9kxwkcbl 14 37 SPP1 SPP1 NNPS cord-277648-9kxwkcbl 14 38 , , , cord-277648-9kxwkcbl 14 39 CCL3 CCL3 NNP cord-277648-9kxwkcbl 14 40 , , , cord-277648-9kxwkcbl 14 41 CCL8 CCL8 NNP cord-277648-9kxwkcbl 14 42 , , , cord-277648-9kxwkcbl 14 43 and and CC cord-277648-9kxwkcbl 14 44 IL18 IL18 NNP cord-277648-9kxwkcbl 14 45 across across IN cord-277648-9kxwkcbl 14 46 cell cell NN cord-277648-9kxwkcbl 14 47 types type NNS cord-277648-9kxwkcbl 14 48 . . . cord-277648-9kxwkcbl 15 1 These these DT cord-277648-9kxwkcbl 15 2 signatures signature NNS cord-277648-9kxwkcbl 15 3 contrasted contrast VBN cord-277648-9kxwkcbl 15 4 with with IN cord-277648-9kxwkcbl 15 5 features feature NNS cord-277648-9kxwkcbl 15 6 unique unique JJ cord-277648-9kxwkcbl 15 7 to to IN cord-277648-9kxwkcbl 15 8 ARDS ARDS NNP cord-277648-9kxwkcbl 15 9 observed observe VBD cord-277648-9kxwkcbl 15 10 in in IN cord-277648-9kxwkcbl 15 11 the the DT cord-277648-9kxwkcbl 15 12 blood blood NN cord-277648-9kxwkcbl 15 13 compartment compartment NN cord-277648-9kxwkcbl 15 14 , , , cord-277648-9kxwkcbl 15 15 which which WDT cord-277648-9kxwkcbl 15 16 included include VBD cord-277648-9kxwkcbl 15 17 depletion depletion NN cord-277648-9kxwkcbl 15 18 of of IN cord-277648-9kxwkcbl 15 19 interferon interferon NN cord-277648-9kxwkcbl 15 20 and and CC cord-277648-9kxwkcbl 15 21 A20 A20 NNP cord-277648-9kxwkcbl 15 22 / / SYM cord-277648-9kxwkcbl 15 23 IκB iκb NN cord-277648-9kxwkcbl 15 24 signatures signature NNS cord-277648-9kxwkcbl 15 25 and and CC cord-277648-9kxwkcbl 15 26 a a DT cord-277648-9kxwkcbl 15 27 lack lack NN cord-277648-9kxwkcbl 15 28 of of IN cord-277648-9kxwkcbl 15 29 IL-6 IL-6 NNP cord-277648-9kxwkcbl 15 30 response response NN cord-277648-9kxwkcbl 15 31 . . . cord-277648-9kxwkcbl 16 1 The the DT cord-277648-9kxwkcbl 16 2 cell cell NN cord-277648-9kxwkcbl 16 3 surface surface NN cord-277648-9kxwkcbl 16 4 marker marker NN cord-277648-9kxwkcbl 17 1 S1PR1 S1PR1 NNP cord-277648-9kxwkcbl 17 2 was be VBD cord-277648-9kxwkcbl 17 3 strongly strongly RB cord-277648-9kxwkcbl 17 4 upregulated upregulate VBN cord-277648-9kxwkcbl 17 5 in in IN cord-277648-9kxwkcbl 17 6 patients patient NNS cord-277648-9kxwkcbl 17 7 diagnosed diagnose VBN cord-277648-9kxwkcbl 17 8 with with IN cord-277648-9kxwkcbl 17 9 ARDS ARDS NNP cord-277648-9kxwkcbl 17 10 compared compare VBN cord-277648-9kxwkcbl 17 11 to to IN cord-277648-9kxwkcbl 17 12 non non JJ cord-277648-9kxwkcbl 17 13 - - JJ cord-277648-9kxwkcbl 17 14 ARDS ARDS NNP cord-277648-9kxwkcbl 17 15 patients patient NNS cord-277648-9kxwkcbl 17 16 in in RP cord-277648-9kxwkcbl 17 17 γδ γδ NNP cord-277648-9kxwkcbl 17 18 T T NNP cord-277648-9kxwkcbl 17 19 cells cell NNS cord-277648-9kxwkcbl 17 20 of of IN cord-277648-9kxwkcbl 17 21 the the DT cord-277648-9kxwkcbl 17 22 blood blood NN cord-277648-9kxwkcbl 17 23 compartment compartment NN cord-277648-9kxwkcbl 17 24 , , , cord-277648-9kxwkcbl 17 25 and and CC cord-277648-9kxwkcbl 17 26 we -PRON- PRP cord-277648-9kxwkcbl 17 27 nominate nominate VBP cord-277648-9kxwkcbl 17 28 S1PR1 S1PR1 NNP cord-277648-9kxwkcbl 17 29 as as IN cord-277648-9kxwkcbl 17 30 a a DT cord-277648-9kxwkcbl 17 31 potential potential JJ cord-277648-9kxwkcbl 17 32 marker marker NN cord-277648-9kxwkcbl 17 33 for for IN cord-277648-9kxwkcbl 17 34 immunophenotyping immunophenotype VBG cord-277648-9kxwkcbl 17 35 ARDS ARDS NNP cord-277648-9kxwkcbl 17 36 in in IN cord-277648-9kxwkcbl 17 37 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 17 38 patients patient NNS cord-277648-9kxwkcbl 17 39 using use VBG cord-277648-9kxwkcbl 17 40 flow flow NN cord-277648-9kxwkcbl 17 41 cytometry cytometry NN cord-277648-9kxwkcbl 17 42 . . . cord-277648-9kxwkcbl 18 1 HIGHLIGHTS HIGHLIGHTS NNP cord-277648-9kxwkcbl 19 1 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 19 2 disease disease NN cord-277648-9kxwkcbl 19 3 severity severity NN cord-277648-9kxwkcbl 19 4 is be VBZ cord-277648-9kxwkcbl 19 5 associated associate VBN cord-277648-9kxwkcbl 19 6 with with IN cord-277648-9kxwkcbl 19 7 a a DT cord-277648-9kxwkcbl 19 8 number number NN cord-277648-9kxwkcbl 19 9 of of IN cord-277648-9kxwkcbl 19 10 compositional compositional JJ cord-277648-9kxwkcbl 19 11 shifts shift NNS cord-277648-9kxwkcbl 19 12 in in IN cord-277648-9kxwkcbl 19 13 the the DT cord-277648-9kxwkcbl 19 14 cellular cellular JJ cord-277648-9kxwkcbl 19 15 makeup makeup NN cord-277648-9kxwkcbl 19 16 of of IN cord-277648-9kxwkcbl 19 17 the the DT cord-277648-9kxwkcbl 19 18 blood blood NN cord-277648-9kxwkcbl 19 19 and and CC cord-277648-9kxwkcbl 19 20 lung lung NN cord-277648-9kxwkcbl 19 21 environments environment NNS cord-277648-9kxwkcbl 19 22 . . . cord-277648-9kxwkcbl 20 1 Transcriptional Transcriptional NNP cord-277648-9kxwkcbl 20 2 data datum NNS cord-277648-9kxwkcbl 20 3 suggest suggest VBP cord-277648-9kxwkcbl 20 4 differentially differentially RB cord-277648-9kxwkcbl 20 5 expressed express VBN cord-277648-9kxwkcbl 20 6 cell cell NN cord-277648-9kxwkcbl 20 7 surface surface NN cord-277648-9kxwkcbl 20 8 proteins protein NNS cord-277648-9kxwkcbl 20 9 as as IN cord-277648-9kxwkcbl 20 10 markers marker NNS cord-277648-9kxwkcbl 20 11 for for IN cord-277648-9kxwkcbl 20 12 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 20 13 immunophenotyping immunophenotyping NN cord-277648-9kxwkcbl 20 14 from from IN cord-277648-9kxwkcbl 20 15 BALF BALF NNP cord-277648-9kxwkcbl 20 16 and and CC cord-277648-9kxwkcbl 20 17 PBMC PBMC NNP cord-277648-9kxwkcbl 20 18 samples sample NNS cord-277648-9kxwkcbl 20 19 . . . cord-277648-9kxwkcbl 21 1 Severity severity NN cord-277648-9kxwkcbl 21 2 - - HYPH cord-277648-9kxwkcbl 21 3 specific specific JJ cord-277648-9kxwkcbl 21 4 features feature NNS cord-277648-9kxwkcbl 22 1 COVID-19 covid-19 VB cord-277648-9kxwkcbl 22 2 manifest manifest NN cord-277648-9kxwkcbl 22 3 at at IN cord-277648-9kxwkcbl 22 4 the the DT cord-277648-9kxwkcbl 22 5 pathway pathway NN cord-277648-9kxwkcbl 22 6 level level NN cord-277648-9kxwkcbl 22 7 , , , cord-277648-9kxwkcbl 22 8 suggesting suggest VBG cord-277648-9kxwkcbl 22 9 distinct distinct JJ cord-277648-9kxwkcbl 22 10 changes change NNS cord-277648-9kxwkcbl 22 11 to to IN cord-277648-9kxwkcbl 22 12 epithelia epithelium NNS cord-277648-9kxwkcbl 22 13 and and CC cord-277648-9kxwkcbl 22 14 differences difference NNS cord-277648-9kxwkcbl 22 15 between between IN cord-277648-9kxwkcbl 22 16 local local JJ cord-277648-9kxwkcbl 22 17 and and CC cord-277648-9kxwkcbl 22 18 systemic systemic JJ cord-277648-9kxwkcbl 22 19 immune immune JJ cord-277648-9kxwkcbl 22 20 dynamics dynamic NNS cord-277648-9kxwkcbl 22 21 . . . cord-277648-9kxwkcbl 23 1 Immune immune JJ cord-277648-9kxwkcbl 23 2 - - HYPH cord-277648-9kxwkcbl 23 3 epithelial epithelial JJ cord-277648-9kxwkcbl 23 4 cellular cellular JJ cord-277648-9kxwkcbl 23 5 communication communication NN cord-277648-9kxwkcbl 23 6 analysis analysis NN cord-277648-9kxwkcbl 23 7 identifies identify VBZ cord-277648-9kxwkcbl 23 8 ligands ligand NNS cord-277648-9kxwkcbl 23 9 implicated implicate VBN cord-277648-9kxwkcbl 23 10 in in IN cord-277648-9kxwkcbl 23 11 transcriptional transcriptional JJ cord-277648-9kxwkcbl 23 12 regulation regulation NN cord-277648-9kxwkcbl 23 13 of of IN cord-277648-9kxwkcbl 23 14 proto proto JJ cord-277648-9kxwkcbl 23 15 - - HYPH cord-277648-9kxwkcbl 23 16 oncogenes oncogene NNS cord-277648-9kxwkcbl 23 17 in in IN cord-277648-9kxwkcbl 23 18 the the DT cord-277648-9kxwkcbl 23 19 lung lung NN cord-277648-9kxwkcbl 23 20 epithelia epithelium NNS cord-277648-9kxwkcbl 23 21 of of IN cord-277648-9kxwkcbl 23 22 severe severe JJ cord-277648-9kxwkcbl 23 23 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 23 24 patients patient NNS cord-277648-9kxwkcbl 23 25 . . . cord-277648-9kxwkcbl 24 1 Network network NN cord-277648-9kxwkcbl 24 2 analysis analysis NN cord-277648-9kxwkcbl 24 3 suggests suggest VBZ cord-277648-9kxwkcbl 24 4 broadly broadly RB cord-277648-9kxwkcbl 24 5 - - HYPH cord-277648-9kxwkcbl 24 6 acting act VBG cord-277648-9kxwkcbl 24 7 dysregulatory dysregulatory JJ cord-277648-9kxwkcbl 24 8 ligands ligand NNS cord-277648-9kxwkcbl 24 9 in in IN cord-277648-9kxwkcbl 24 10 the the DT cord-277648-9kxwkcbl 24 11 pulmonary pulmonary JJ cord-277648-9kxwkcbl 24 12 microenvironment microenvironment NN cord-277648-9kxwkcbl 24 13 as as IN cord-277648-9kxwkcbl 24 14 candidate candidate NN cord-277648-9kxwkcbl 24 15 therapeutic therapeutic JJ cord-277648-9kxwkcbl 24 16 targets target NNS cord-277648-9kxwkcbl 24 17 for for IN cord-277648-9kxwkcbl 24 18 the the DT cord-277648-9kxwkcbl 24 19 treatment treatment NN cord-277648-9kxwkcbl 24 20 of of IN cord-277648-9kxwkcbl 24 21 severe severe JJ cord-277648-9kxwkcbl 24 22 COVID-19 covid-19 NN cord-277648-9kxwkcbl 24 23 . . . cord-277648-9kxwkcbl 25 1 December December NNP cord-277648-9kxwkcbl 25 2 2019 2019 CD cord-277648-9kxwkcbl 25 3 , , , cord-277648-9kxwkcbl 25 4 the the DT cord-277648-9kxwkcbl 25 5 virus virus NN cord-277648-9kxwkcbl 25 6 had have VBD cord-277648-9kxwkcbl 25 7 spread spread VBN cord-277648-9kxwkcbl 25 8 to to IN cord-277648-9kxwkcbl 25 9 every every DT cord-277648-9kxwkcbl 25 10 major major JJ cord-277648-9kxwkcbl 25 11 country country NN cord-277648-9kxwkcbl 25 12 on on IN cord-277648-9kxwkcbl 25 13 Earth Earth NNP cord-277648-9kxwkcbl 25 14 [ [ -LRB- cord-277648-9kxwkcbl 25 15 1 1 CD cord-277648-9kxwkcbl 25 16 , , , cord-277648-9kxwkcbl 25 17 2 2 CD cord-277648-9kxwkcbl 25 18 , , , cord-277648-9kxwkcbl 25 19 3 3 CD cord-277648-9kxwkcbl 25 20 , , , cord-277648-9kxwkcbl 25 21 4 4 CD cord-277648-9kxwkcbl 25 22 ] ] -RRB- cord-277648-9kxwkcbl 25 23 . . . cord-277648-9kxwkcbl 26 1 The the DT cord-277648-9kxwkcbl 26 2 pandemic pandemic NN cord-277648-9kxwkcbl 26 3 disease disease NN cord-277648-9kxwkcbl 26 4 caused cause VBN cord-277648-9kxwkcbl 26 5 by by IN cord-277648-9kxwkcbl 26 6 SARS SARS NNP cord-277648-9kxwkcbl 26 7 - - HYPH cord-277648-9kxwkcbl 26 8 CoV-2 CoV-2 NNP cord-277648-9kxwkcbl 26 9 , , , cord-277648-9kxwkcbl 26 10 termed term VBD cord-277648-9kxwkcbl 26 11 coronavirus coronavirus NN cord-277648-9kxwkcbl 26 12 disease disease NN cord-277648-9kxwkcbl 26 13 2019 2019 CD cord-277648-9kxwkcbl 27 1 ( ( -LRB- cord-277648-9kxwkcbl 27 2 COVID- COVID- NNP cord-277648-9kxwkcbl 27 3 19 19 CD cord-277648-9kxwkcbl 27 4 ) ) -RRB- cord-277648-9kxwkcbl 27 5 , , , cord-277648-9kxwkcbl 27 6 has have VBZ cord-277648-9kxwkcbl 27 7 diverse diverse JJ cord-277648-9kxwkcbl 27 8 clinical clinical JJ cord-277648-9kxwkcbl 27 9 presentations presentation NNS cord-277648-9kxwkcbl 27 10 ranging range VBG cord-277648-9kxwkcbl 27 11 from from IN cord-277648-9kxwkcbl 27 12 asymptomatic asymptomatic JJ cord-277648-9kxwkcbl 27 13 infection infection NN cord-277648-9kxwkcbl 27 14 , , , cord-277648-9kxwkcbl 27 15 to to TO cord-277648-9kxwkcbl 27 16 moderate moderate VB cord-277648-9kxwkcbl 27 17 symptomatic symptomatic JJ cord-277648-9kxwkcbl 27 18 infection infection NN cord-277648-9kxwkcbl 27 19 with with IN cord-277648-9kxwkcbl 27 20 possible possible JJ cord-277648-9kxwkcbl 27 21 pneumonia pneumonia NN cord-277648-9kxwkcbl 27 22 , , , cord-277648-9kxwkcbl 27 23 to to IN cord-277648-9kxwkcbl 27 24 severe severe JJ cord-277648-9kxwkcbl 27 25 respiratory respiratory JJ cord-277648-9kxwkcbl 27 26 distress distress NN cord-277648-9kxwkcbl 27 27 , , , cord-277648-9kxwkcbl 27 28 to to IN cord-277648-9kxwkcbl 27 29 critical critical JJ cord-277648-9kxwkcbl 27 30 respiratory respiratory JJ cord-277648-9kxwkcbl 27 31 failure failure NN cord-277648-9kxwkcbl 27 32 , , , cord-277648-9kxwkcbl 27 33 septic septic JJ cord-277648-9kxwkcbl 27 34 shock shock NN cord-277648-9kxwkcbl 27 35 , , , cord-277648-9kxwkcbl 27 36 and/or and/or CC cord-277648-9kxwkcbl 27 37 multiple multiple JJ cord-277648-9kxwkcbl 27 38 organ organ NN cord-277648-9kxwkcbl 27 39 dysfunction dysfunction NN cord-277648-9kxwkcbl 27 40 or or CC cord-277648-9kxwkcbl 27 41 failure failure NN cord-277648-9kxwkcbl 27 42 [ [ -LRB- cord-277648-9kxwkcbl 27 43 1 1 CD cord-277648-9kxwkcbl 27 44 , , , cord-277648-9kxwkcbl 27 45 4 4 CD cord-277648-9kxwkcbl 27 46 , , , cord-277648-9kxwkcbl 27 47 5 5 CD cord-277648-9kxwkcbl 27 48 , , , cord-277648-9kxwkcbl 27 49 6 6 CD cord-277648-9kxwkcbl 27 50 ] ] -RRB- cord-277648-9kxwkcbl 27 51 . . . cord-277648-9kxwkcbl 28 1 A a DT cord-277648-9kxwkcbl 28 2 hallmark hallmark NN cord-277648-9kxwkcbl 28 3 of of IN cord-277648-9kxwkcbl 28 4 severe severe JJ cord-277648-9kxwkcbl 28 5 and and CC cord-277648-9kxwkcbl 28 6 critical critical JJ cord-277648-9kxwkcbl 29 1 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 29 2 cases case NNS cord-277648-9kxwkcbl 29 3 is be VBZ cord-277648-9kxwkcbl 29 4 a a DT cord-277648-9kxwkcbl 29 5 rampant rampant JJ cord-277648-9kxwkcbl 29 6 dysregulation dysregulation NN cord-277648-9kxwkcbl 29 7 of of IN cord-277648-9kxwkcbl 29 8 the the DT cord-277648-9kxwkcbl 29 9 immune immune JJ cord-277648-9kxwkcbl 29 10 system system NN cord-277648-9kxwkcbl 29 11 concomitant concomitant JJ cord-277648-9kxwkcbl 29 12 with with IN cord-277648-9kxwkcbl 29 13 the the DT cord-277648-9kxwkcbl 29 14 development development NN cord-277648-9kxwkcbl 29 15 of of IN cord-277648-9kxwkcbl 29 16 a a DT cord-277648-9kxwkcbl 29 17 hypoxemic hypoxemic JJ cord-277648-9kxwkcbl 29 18 respiratory respiratory JJ cord-277648-9kxwkcbl 29 19 condition condition NN cord-277648-9kxwkcbl 29 20 widely widely RB cord-277648-9kxwkcbl 29 21 characterized characterize VBN cord-277648-9kxwkcbl 29 22 as as IN cord-277648-9kxwkcbl 29 23 acute acute JJ cord-277648-9kxwkcbl 29 24 respiratory respiratory JJ cord-277648-9kxwkcbl 29 25 distress distress NN cord-277648-9kxwkcbl 29 26 syndrome syndrome NN cord-277648-9kxwkcbl 29 27 ( ( -LRB- cord-277648-9kxwkcbl 29 28 ARDS ARDS NNP cord-277648-9kxwkcbl 29 29 ) ) -RRB- cord-277648-9kxwkcbl 29 30 [ [ -LRB- cord-277648-9kxwkcbl 29 31 1 1 CD cord-277648-9kxwkcbl 29 32 , , , cord-277648-9kxwkcbl 29 33 7 7 CD cord-277648-9kxwkcbl 29 34 , , , cord-277648-9kxwkcbl 29 35 8 8 CD cord-277648-9kxwkcbl 29 36 , , , cord-277648-9kxwkcbl 29 37 9 9 CD cord-277648-9kxwkcbl 29 38 , , , cord-277648-9kxwkcbl 29 39 10 10 CD cord-277648-9kxwkcbl 29 40 ] ] -RRB- cord-277648-9kxwkcbl 29 41 . . . cord-277648-9kxwkcbl 30 1 The the DT cord-277648-9kxwkcbl 30 2 serological serological JJ cord-277648-9kxwkcbl 30 3 profile profile NN cord-277648-9kxwkcbl 30 4 of of IN cord-277648-9kxwkcbl 30 5 severe severe JJ cord-277648-9kxwkcbl 30 6 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 30 7 patients patient NNS cord-277648-9kxwkcbl 30 8 largely largely RB cord-277648-9kxwkcbl 30 9 resembles resemble VBZ cord-277648-9kxwkcbl 30 10 the the DT cord-277648-9kxwkcbl 30 11 cytokine cytokine NN cord-277648-9kxwkcbl 30 12 profile profile NN cord-277648-9kxwkcbl 30 13 of of IN cord-277648-9kxwkcbl 30 14 ARDS ARDS NNP cord-277648-9kxwkcbl 30 15 [ [ -LRB- cord-277648-9kxwkcbl 30 16 9 9 CD cord-277648-9kxwkcbl 30 17 ] ] -RRB- cord-277648-9kxwkcbl 30 18 and and CC cord-277648-9kxwkcbl 30 19 has have VBZ cord-277648-9kxwkcbl 30 20 been be VBN cord-277648-9kxwkcbl 30 21 characterized characterize VBN cord-277648-9kxwkcbl 30 22 by by IN cord-277648-9kxwkcbl 30 23 high high JJ cord-277648-9kxwkcbl 30 24 levels level NNS cord-277648-9kxwkcbl 30 25 of of IN cord-277648-9kxwkcbl 30 26 many many JJ cord-277648-9kxwkcbl 30 27 cytokines cytokine NNS cord-277648-9kxwkcbl 30 28 including include VBG cord-277648-9kxwkcbl 30 29 IL-2 IL-2 NNP cord-277648-9kxwkcbl 30 30 , , , cord-277648-9kxwkcbl 30 31 IL-6 IL-6 NNP cord-277648-9kxwkcbl 30 32 , , , cord-277648-9kxwkcbl 30 33 IL-7 IL-7 NNP cord-277648-9kxwkcbl 30 34 , , , cord-277648-9kxwkcbl 30 35 IL-8 IL-8 NNP cord-277648-9kxwkcbl 30 36 , , , cord-277648-9kxwkcbl 30 37 IL-18 IL-18 NNP cord-277648-9kxwkcbl 30 38 , , , cord-277648-9kxwkcbl 30 39 CCL2 CCL2 NNP cord-277648-9kxwkcbl 30 40 , , , cord-277648-9kxwkcbl 30 41 CCL8 CCL8 NNP cord-277648-9kxwkcbl 30 42 , , , cord-277648-9kxwkcbl 30 43 TNF TNF NNP cord-277648-9kxwkcbl 30 44 - - HYPH cord-277648-9kxwkcbl 30 45 α α NNP cord-277648-9kxwkcbl 30 46 , , , cord-277648-9kxwkcbl 30 47 and and CC cord-277648-9kxwkcbl 30 48 IFN IFN NNP cord-277648-9kxwkcbl 30 49 - - HYPH cord-277648-9kxwkcbl 30 50 γ γ NNP cord-277648-9kxwkcbl 30 51 [ [ -LRB- cord-277648-9kxwkcbl 30 52 9 9 CD cord-277648-9kxwkcbl 30 53 , , , cord-277648-9kxwkcbl 30 54 11 11 CD cord-277648-9kxwkcbl 30 55 , , , cord-277648-9kxwkcbl 30 56 12 12 CD cord-277648-9kxwkcbl 30 57 , , , cord-277648-9kxwkcbl 30 58 13 13 CD cord-277648-9kxwkcbl 30 59 , , , cord-277648-9kxwkcbl 30 60 14 14 CD cord-277648-9kxwkcbl 30 61 ] ] -RRB- cord-277648-9kxwkcbl 30 62 . . . cord-277648-9kxwkcbl 31 1 Post post JJ cord-277648-9kxwkcbl 31 2 - - JJ cord-277648-9kxwkcbl 31 3 mortem mortem JJ cord-277648-9kxwkcbl 31 4 examinations examination NNS cord-277648-9kxwkcbl 31 5 of of IN cord-277648-9kxwkcbl 31 6 COVID-19 covid-19 CD cord-277648-9kxwkcbl 31 7 patients patient NNS cord-277648-9kxwkcbl 31 8 reveal reveal VBP cord-277648-9kxwkcbl 31 9 the the DT cord-277648-9kxwkcbl 31 10 aftermath aftermath NN cord-277648-9kxwkcbl 31 11 of of IN cord-277648-9kxwkcbl 31 12 these these DT cord-277648-9kxwkcbl 31 13 disease disease NN cord-277648-9kxwkcbl 31 14 dynamics dynamic NNS cord-277648-9kxwkcbl 31 15 : : : cord-277648-9kxwkcbl 31 16 diffuse diffuse VB cord-277648-9kxwkcbl 31 17 alveolar alveolar NN cord-277648-9kxwkcbl 31 18 damage damage NN cord-277648-9kxwkcbl 31 19 , , , cord-277648-9kxwkcbl 31 20 multi multi JJ cord-277648-9kxwkcbl 31 21 - - JJ cord-277648-9kxwkcbl 31 22 organ organ JJ cord-277648-9kxwkcbl 31 23 infiltration infiltration NN cord-277648-9kxwkcbl 31 24 of of IN cord-277648-9kxwkcbl 31 25 lymphocytes lymphocyte NNS cord-277648-9kxwkcbl 31 26 and and CC cord-277648-9kxwkcbl 31 27 alveolar alveolar NN cord-277648-9kxwkcbl 31 28 macrophages macrophage NNS cord-277648-9kxwkcbl 31 29 [ [ -LRB- cord-277648-9kxwkcbl 31 30 1 1 CD cord-277648-9kxwkcbl 31 31 , , , cord-277648-9kxwkcbl 31 32 7 7 CD cord-277648-9kxwkcbl 31 33 , , , cord-277648-9kxwkcbl 31 34 15 15 CD cord-277648-9kxwkcbl 31 35 , , , cord-277648-9kxwkcbl 31 36 16 16 CD cord-277648-9kxwkcbl 31 37 ] ] -RRB- cord-277648-9kxwkcbl 31 38 , , , cord-277648-9kxwkcbl 31 39 and and CC cord-277648-9kxwkcbl 31 40 pneumocyte pneumocyte NNP cord-277648-9kxwkcbl 31 41 hyperplasia hyperplasia NNP cord-277648-9kxwkcbl 31 42 and and CC cord-277648-9kxwkcbl 31 43 peribronchiolar peribronchiolar NNP cord-277648-9kxwkcbl 31 44 metaplasia metaplasia FW cord-277648-9kxwkcbl 31 45 in in IN cord-277648-9kxwkcbl 31 46 the the DT cord-277648-9kxwkcbl 31 47 epithelium epithelium NN cord-277648-9kxwkcbl 31 48 resembling resemble VBG cord-277648-9kxwkcbl 31 49 adenocarcinomas adenocarcinomas NNP cord-277648-9kxwkcbl 31 50 [ [ -LRB- cord-277648-9kxwkcbl 31 51 15 15 CD cord-277648-9kxwkcbl 31 52 , , , cord-277648-9kxwkcbl 31 53 16 16 CD cord-277648-9kxwkcbl 31 54 , , , cord-277648-9kxwkcbl 31 55 17 17 CD cord-277648-9kxwkcbl 31 56 ] ] -RRB- cord-277648-9kxwkcbl 31 57 . . . cord-277648-9kxwkcbl 32 1 These these DT cord-277648-9kxwkcbl 32 2 morphological morphological JJ cord-277648-9kxwkcbl 32 3 findings finding NNS cord-277648-9kxwkcbl 32 4 suggest suggest VBP cord-277648-9kxwkcbl 32 5 local local JJ cord-277648-9kxwkcbl 32 6 and and CC cord-277648-9kxwkcbl 32 7 systemic systemic JJ cord-277648-9kxwkcbl 32 8 activation activation NN cord-277648-9kxwkcbl 32 9 and and CC cord-277648-9kxwkcbl 32 10 infiltration infiltration NN cord-277648-9kxwkcbl 32 11 of of IN cord-277648-9kxwkcbl 32 12 inflammatory inflammatory JJ cord-277648-9kxwkcbl 32 13 immune immune JJ cord-277648-9kxwkcbl 32 14 cells cell NNS cord-277648-9kxwkcbl 32 15 that that WDT cord-277648-9kxwkcbl 32 16 may may MD cord-277648-9kxwkcbl 32 17 contribute contribute VB cord-277648-9kxwkcbl 32 18 to to IN cord-277648-9kxwkcbl 32 19 the the DT cord-277648-9kxwkcbl 32 20 inflammatory inflammatory JJ cord-277648-9kxwkcbl 32 21 injuries injury NNS cord-277648-9kxwkcbl 32 22 of of IN cord-277648-9kxwkcbl 32 23 the the DT cord-277648-9kxwkcbl 32 24 respiratory respiratory JJ cord-277648-9kxwkcbl 32 25 system system NN cord-277648-9kxwkcbl 32 26 consistent consistent JJ cord-277648-9kxwkcbl 32 27 with with IN cord-277648-9kxwkcbl 32 28 ARDS ARDS NNP cord-277648-9kxwkcbl 32 29 phenotypes phenotype NNS cord-277648-9kxwkcbl 32 30 in in IN cord-277648-9kxwkcbl 32 31 severe severe JJ cord-277648-9kxwkcbl 32 32 COVID-19 covid-19 NN cord-277648-9kxwkcbl 32 33 [ [ -LRB- cord-277648-9kxwkcbl 32 34 15 15 CD cord-277648-9kxwkcbl 32 35 ] ] -RRB- cord-277648-9kxwkcbl 32 36 . . . cord-277648-9kxwkcbl 33 1 While while IN cord-277648-9kxwkcbl 33 2 months month NNS cord-277648-9kxwkcbl 33 3 of of IN cord-277648-9kxwkcbl 33 4 clinical clinical JJ cord-277648-9kxwkcbl 33 5 observations observation NNS cord-277648-9kxwkcbl 33 6 in in IN cord-277648-9kxwkcbl 33 7 hospitals hospital NNS cord-277648-9kxwkcbl 33 8 across across IN cord-277648-9kxwkcbl 33 9 the the DT cord-277648-9kxwkcbl 33 10 world world NN cord-277648-9kxwkcbl 33 11 have have VBP cord-277648-9kxwkcbl 33 12 led lead VBN cord-277648-9kxwkcbl 33 13 to to IN cord-277648-9kxwkcbl 33 14 consistent consistent JJ cord-277648-9kxwkcbl 33 15 descriptions description NNS cord-277648-9kxwkcbl 33 16 of of IN cord-277648-9kxwkcbl 33 17 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 33 18 severity severity NN cord-277648-9kxwkcbl 33 19 at at IN cord-277648-9kxwkcbl 33 20 a a DT cord-277648-9kxwkcbl 33 21 clinical clinical JJ cord-277648-9kxwkcbl 33 22 level level NN cord-277648-9kxwkcbl 33 23 [ [ -LRB- cord-277648-9kxwkcbl 33 24 18 18 CD cord-277648-9kxwkcbl 33 25 , , , cord-277648-9kxwkcbl 33 26 19 19 CD cord-277648-9kxwkcbl 33 27 , , , cord-277648-9kxwkcbl 33 28 20 20 CD cord-277648-9kxwkcbl 33 29 ] ] -RRB- cord-277648-9kxwkcbl 33 30 , , , cord-277648-9kxwkcbl 33 31 the the DT cord-277648-9kxwkcbl 33 32 biological biological JJ cord-277648-9kxwkcbl 33 33 underpinnings underpinning NNS cord-277648-9kxwkcbl 33 34 of of IN cord-277648-9kxwkcbl 33 35 immune immune JJ cord-277648-9kxwkcbl 33 36 hyperactivation hyperactivation NN cord-277648-9kxwkcbl 33 37 in in IN cord-277648-9kxwkcbl 33 38 severe severe JJ cord-277648-9kxwkcbl 33 39 and and CC cord-277648-9kxwkcbl 33 40 critical critical JJ cord-277648-9kxwkcbl 33 41 COVID-19 covid-19 NN cord-277648-9kxwkcbl 33 42 are be VBP cord-277648-9kxwkcbl 33 43 only only RB cord-277648-9kxwkcbl 33 44 beginning begin VBG cord-277648-9kxwkcbl 33 45 to to TO cord-277648-9kxwkcbl 33 46 be be VB cord-277648-9kxwkcbl 33 47 defined define VBN cord-277648-9kxwkcbl 33 48 . . . cord-277648-9kxwkcbl 34 1 Bulk Bulk NNP cord-277648-9kxwkcbl 34 2 RNA RNA NNP cord-277648-9kxwkcbl 34 3 sequencing sequencing NN cord-277648-9kxwkcbl 34 4 ( ( -LRB- cord-277648-9kxwkcbl 34 5 bulk bulk NNP cord-277648-9kxwkcbl 34 6 RNA RNA NNP cord-277648-9kxwkcbl 34 7 - - HYPH cord-277648-9kxwkcbl 34 8 seq seq NNP cord-277648-9kxwkcbl 34 9 ) ) -RRB- cord-277648-9kxwkcbl 34 10 and and CC cord-277648-9kxwkcbl 34 11 single single JJ cord-277648-9kxwkcbl 34 12 - - HYPH cord-277648-9kxwkcbl 34 13 cell cell NN cord-277648-9kxwkcbl 34 14 RNA rna NN cord-277648-9kxwkcbl 34 15 sequencing sequencing NN cord-277648-9kxwkcbl 34 16 ( ( -LRB- cord-277648-9kxwkcbl 34 17 scRNA scRNA NNP cord-277648-9kxwkcbl 34 18 - - HYPH cord-277648-9kxwkcbl 34 19 seq seq NN cord-277648-9kxwkcbl 34 20 ) ) -RRB- cord-277648-9kxwkcbl 34 21 studies study NNS cord-277648-9kxwkcbl 34 22 have have VBP cord-277648-9kxwkcbl 34 23 identified identify VBN cord-277648-9kxwkcbl 34 24 stark stark JJ cord-277648-9kxwkcbl 34 25 transcriptional transcriptional JJ cord-277648-9kxwkcbl 34 26 differences difference NNS cord-277648-9kxwkcbl 34 27 between between IN cord-277648-9kxwkcbl 34 28 bronchoalveolar bronchoalveolar NNP cord-277648-9kxwkcbl 34 29 lavage lavage NN cord-277648-9kxwkcbl 34 30 fluid fluid NN cord-277648-9kxwkcbl 34 31 ( ( -LRB- cord-277648-9kxwkcbl 34 32 BALF BALF NNP cord-277648-9kxwkcbl 34 33 ) ) -RRB- cord-277648-9kxwkcbl 34 34 and and CC cord-277648-9kxwkcbl 34 35 peripheral peripheral JJ cord-277648-9kxwkcbl 34 36 blood blood NN cord-277648-9kxwkcbl 34 37 mononuclear mononuclear JJ cord-277648-9kxwkcbl 34 38 cell cell NN cord-277648-9kxwkcbl 34 39 ( ( -LRB- cord-277648-9kxwkcbl 34 40 PBMC PBMC NNP cord-277648-9kxwkcbl 34 41 ) ) -RRB- cord-277648-9kxwkcbl 34 42 samples sample NNS cord-277648-9kxwkcbl 34 43 in in IN cord-277648-9kxwkcbl 34 44 hospitalized hospitalize VBN cord-277648-9kxwkcbl 34 45 COVID-19 covid-19 CD cord-277648-9kxwkcbl 34 46 patients patient NNS cord-277648-9kxwkcbl 34 47 , , , cord-277648-9kxwkcbl 34 48 indicating indicate VBG cord-277648-9kxwkcbl 34 49 that that IN cord-277648-9kxwkcbl 34 50 immunological immunological JJ cord-277648-9kxwkcbl 34 51 responses response NNS cord-277648-9kxwkcbl 34 52 may may MD cord-277648-9kxwkcbl 34 53 be be VB cord-277648-9kxwkcbl 34 54 highly highly RB cord-277648-9kxwkcbl 34 55 compartment compartment NN cord-277648-9kxwkcbl 34 56 - - HYPH cord-277648-9kxwkcbl 34 57 specific specific JJ cord-277648-9kxwkcbl 34 58 [ [ -LRB- cord-277648-9kxwkcbl 34 59 21 21 CD cord-277648-9kxwkcbl 34 60 , , , cord-277648-9kxwkcbl 34 61 22 22 CD cord-277648-9kxwkcbl 34 62 ] ] -RRB- cord-277648-9kxwkcbl 34 63 . . . cord-277648-9kxwkcbl 35 1 A a DT cord-277648-9kxwkcbl 35 2 number number NN cord-277648-9kxwkcbl 35 3 of of IN cord-277648-9kxwkcbl 35 4 recent recent JJ cord-277648-9kxwkcbl 35 5 studies study NNS cord-277648-9kxwkcbl 35 6 have have VBP cord-277648-9kxwkcbl 35 7 compared compare VBN cord-277648-9kxwkcbl 35 8 severe severe JJ cord-277648-9kxwkcbl 35 9 patients patient NNS cord-277648-9kxwkcbl 35 10 to to IN cord-277648-9kxwkcbl 35 11 healthy healthy JJ cord-277648-9kxwkcbl 35 12 control control NN cord-277648-9kxwkcbl 35 13 subjects subject NNS cord-277648-9kxwkcbl 35 14 in in IN cord-277648-9kxwkcbl 35 15 an an DT cord-277648-9kxwkcbl 35 16 effort effort NN cord-277648-9kxwkcbl 35 17 to to TO cord-277648-9kxwkcbl 35 18 define define VB cord-277648-9kxwkcbl 35 19 immunological immunological JJ cord-277648-9kxwkcbl 35 20 hallmarks hallmark NNS cord-277648-9kxwkcbl 35 21 of of IN cord-277648-9kxwkcbl 35 22 disease disease NN cord-277648-9kxwkcbl 35 23 severity severity NN cord-277648-9kxwkcbl 35 24 in in IN cord-277648-9kxwkcbl 35 25 both both CC cord-277648-9kxwkcbl 35 26 the the DT cord-277648-9kxwkcbl 35 27 lung lung NN cord-277648-9kxwkcbl 35 28 and and CC cord-277648-9kxwkcbl 35 29 peripheral peripheral JJ cord-277648-9kxwkcbl 35 30 circulation circulation NN cord-277648-9kxwkcbl 35 31 using use VBG cord-277648-9kxwkcbl 35 32 scRNA scRNA NNP cord-277648-9kxwkcbl 35 33 - - HYPH cord-277648-9kxwkcbl 35 34 seq seq NN cord-277648-9kxwkcbl 35 35 . . . cord-277648-9kxwkcbl 36 1 These these DT cord-277648-9kxwkcbl 36 2 studies study NNS cord-277648-9kxwkcbl 36 3 have have VBP cord-277648-9kxwkcbl 36 4 identified identify VBN cord-277648-9kxwkcbl 36 5 that that IN cord-277648-9kxwkcbl 36 6 severe severe JJ cord-277648-9kxwkcbl 36 7 disease disease NN cord-277648-9kxwkcbl 36 8 in in IN cord-277648-9kxwkcbl 36 9 the the DT cord-277648-9kxwkcbl 36 10 lung lung NN cord-277648-9kxwkcbl 36 11 compartment compartment NN cord-277648-9kxwkcbl 36 12 is be VBZ cord-277648-9kxwkcbl 36 13 associated associate VBN cord-277648-9kxwkcbl 36 14 with with IN cord-277648-9kxwkcbl 36 15 lymphopenia lymphopenia NNP cord-277648-9kxwkcbl 36 16 , , , cord-277648-9kxwkcbl 36 17 T T NNP cord-277648-9kxwkcbl 36 18 cell cell NN cord-277648-9kxwkcbl 36 19 hyperactivation hyperactivation NN cord-277648-9kxwkcbl 36 20 , , , cord-277648-9kxwkcbl 36 21 and and CC cord-277648-9kxwkcbl 36 22 inflammatory inflammatory JJ cord-277648-9kxwkcbl 36 23 macrophage macrophage NN cord-277648-9kxwkcbl 36 24 polarization polarization NN cord-277648-9kxwkcbl 36 25 , , , cord-277648-9kxwkcbl 36 26 while while IN cord-277648-9kxwkcbl 36 27 severe severe JJ cord-277648-9kxwkcbl 36 28 disease disease NN cord-277648-9kxwkcbl 36 29 in in IN cord-277648-9kxwkcbl 36 30 the the DT cord-277648-9kxwkcbl 36 31 blood blood NN cord-277648-9kxwkcbl 36 32 is be VBZ cord-277648-9kxwkcbl 36 33 associated associate VBN cord-277648-9kxwkcbl 36 34 with with IN cord-277648-9kxwkcbl 36 35 lymphopenia lymphopenia NNP cord-277648-9kxwkcbl 36 36 , , , cord-277648-9kxwkcbl 36 37 suppression suppression NN cord-277648-9kxwkcbl 36 38 of of IN cord-277648-9kxwkcbl 36 39 type type NN cord-277648-9kxwkcbl 36 40 I -PRON- PRP cord-277648-9kxwkcbl 36 41 and and CC cord-277648-9kxwkcbl 36 42 type type NN cord-277648-9kxwkcbl 36 43 II II NNP cord-277648-9kxwkcbl 36 44 interferon interferon NN cord-277648-9kxwkcbl 36 45 activity activity NN cord-277648-9kxwkcbl 36 46 , , , cord-277648-9kxwkcbl 36 47 and and CC cord-277648-9kxwkcbl 36 48 decreased decrease VBD cord-277648-9kxwkcbl 36 49 monocyte monocyte NNP cord-277648-9kxwkcbl 36 50 HLA HLA NNP cord-277648-9kxwkcbl 36 51 class class NN cord-277648-9kxwkcbl 36 52 II ii CD cord-277648-9kxwkcbl 36 53 expression expression NN cord-277648-9kxwkcbl 36 54 [ [ -LRB- cord-277648-9kxwkcbl 36 55 23 23 CD cord-277648-9kxwkcbl 36 56 , , , cord-277648-9kxwkcbl 36 57 24 24 CD cord-277648-9kxwkcbl 36 58 , , , cord-277648-9kxwkcbl 36 59 25 25 CD cord-277648-9kxwkcbl 36 60 , , , cord-277648-9kxwkcbl 36 61 26 26 CD cord-277648-9kxwkcbl 36 62 ] ] -RRB- cord-277648-9kxwkcbl 36 63 . . . cord-277648-9kxwkcbl 37 1 Although although IN cord-277648-9kxwkcbl 37 2 these these DT cord-277648-9kxwkcbl 37 3 studies study NNS cord-277648-9kxwkcbl 37 4 describe describe VBP cord-277648-9kxwkcbl 37 5 immunological immunological JJ cord-277648-9kxwkcbl 37 6 dysregulation dysregulation NN cord-277648-9kxwkcbl 37 7 in in IN cord-277648-9kxwkcbl 37 8 severe severe JJ cord-277648-9kxwkcbl 37 9 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 37 10 patients patient NNS cord-277648-9kxwkcbl 37 11 requiring require VBG cord-277648-9kxwkcbl 37 12 intensive intensive JJ cord-277648-9kxwkcbl 37 13 care care NN cord-277648-9kxwkcbl 37 14 , , , cord-277648-9kxwkcbl 37 15 they -PRON- PRP cord-277648-9kxwkcbl 37 16 do do VBP cord-277648-9kxwkcbl 37 17 not not RB cord-277648-9kxwkcbl 37 18 explore explore VB cord-277648-9kxwkcbl 37 19 immunological immunological JJ cord-277648-9kxwkcbl 37 20 features feature NNS cord-277648-9kxwkcbl 37 21 distinguishing distinguish VBG cord-277648-9kxwkcbl 37 22 COVID-19 covid-19 CD cord-277648-9kxwkcbl 37 23 patients patient NNS cord-277648-9kxwkcbl 37 24 who who WP cord-277648-9kxwkcbl 37 25 experience experience VBP cord-277648-9kxwkcbl 37 26 moderate moderate JJ cord-277648-9kxwkcbl 37 27 or or CC cord-277648-9kxwkcbl 37 28 non non JJ cord-277648-9kxwkcbl 37 29 - - JJ cord-277648-9kxwkcbl 37 30 ARDS ards JJ cord-277648-9kxwkcbl 37 31 pathology pathology NN cord-277648-9kxwkcbl 37 32 from from IN cord-277648-9kxwkcbl 37 33 those those DT cord-277648-9kxwkcbl 37 34 who who WP cord-277648-9kxwkcbl 37 35 progress progress VBP cord-277648-9kxwkcbl 37 36 to to IN cord-277648-9kxwkcbl 37 37 life life NN cord-277648-9kxwkcbl 37 38 - - HYPH cord-277648-9kxwkcbl 37 39 threatening threaten VBG cord-277648-9kxwkcbl 37 40 disease disease NN cord-277648-9kxwkcbl 37 41 courses course NNS cord-277648-9kxwkcbl 37 42 . . . cord-277648-9kxwkcbl 38 1 Single single JJ cord-277648-9kxwkcbl 38 2 - - HYPH cord-277648-9kxwkcbl 38 3 cell cell NN cord-277648-9kxwkcbl 38 4 resolution resolution NN cord-277648-9kxwkcbl 38 5 studies study NNS cord-277648-9kxwkcbl 38 6 specifically specifically RB cord-277648-9kxwkcbl 38 7 comparing compare VBG cord-277648-9kxwkcbl 38 8 disease disease NN cord-277648-9kxwkcbl 38 9 severity severity NN cord-277648-9kxwkcbl 38 10 strata stratum NNS cord-277648-9kxwkcbl 38 11 are be VBP cord-277648-9kxwkcbl 38 12 needed need VBN cord-277648-9kxwkcbl 38 13 to to TO cord-277648-9kxwkcbl 38 14 reveal reveal VB cord-277648-9kxwkcbl 38 15 the the DT cord-277648-9kxwkcbl 38 16 immunological immunological JJ cord-277648-9kxwkcbl 38 17 mechanisms mechanism NNS cord-277648-9kxwkcbl 38 18 responsible responsible JJ cord-277648-9kxwkcbl 38 19 for for IN cord-277648-9kxwkcbl 38 20 severity severity NN cord-277648-9kxwkcbl 38 21 - - HYPH cord-277648-9kxwkcbl 38 22 specific specific JJ cord-277648-9kxwkcbl 38 23 immune immune JJ cord-277648-9kxwkcbl 38 24 dysregulation dysregulation NN cord-277648-9kxwkcbl 38 25 and and CC cord-277648-9kxwkcbl 38 26 to to TO cord-277648-9kxwkcbl 38 27 identify identify VB cord-277648-9kxwkcbl 38 28 signatures signature NNS cord-277648-9kxwkcbl 38 29 of of IN cord-277648-9kxwkcbl 38 30 disease disease NN cord-277648-9kxwkcbl 38 31 severity severity NN cord-277648-9kxwkcbl 38 32 that that WDT cord-277648-9kxwkcbl 38 33 may may MD cord-277648-9kxwkcbl 38 34 inform inform VB cord-277648-9kxwkcbl 38 35 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 38 36 patient patient JJ cord-277648-9kxwkcbl 38 37 triage triage NN cord-277648-9kxwkcbl 38 38 and and CC cord-277648-9kxwkcbl 38 39 treatment treatment NN cord-277648-9kxwkcbl 38 40 . . . cord-277648-9kxwkcbl 39 1 While while IN cord-277648-9kxwkcbl 39 2 many many JJ cord-277648-9kxwkcbl 39 3 studies study NNS cord-277648-9kxwkcbl 39 4 have have VBP cord-277648-9kxwkcbl 39 5 endeavored endeavor VBN cord-277648-9kxwkcbl 39 6 to to TO cord-277648-9kxwkcbl 39 7 apply apply VB cord-277648-9kxwkcbl 39 8 transcriptional transcriptional JJ cord-277648-9kxwkcbl 39 9 profiling profiling NN cord-277648-9kxwkcbl 39 10 to to TO cord-277648-9kxwkcbl 39 11 understand understand VB cord-277648-9kxwkcbl 39 12 the the DT cord-277648-9kxwkcbl 39 13 cellular cellular JJ cord-277648-9kxwkcbl 39 14 dynamics dynamic NNS cord-277648-9kxwkcbl 39 15 underlying underlie VBG cord-277648-9kxwkcbl 39 16 coronavirus coronavirus NN cord-277648-9kxwkcbl 39 17 infection infection NN cord-277648-9kxwkcbl 39 18 , , , cord-277648-9kxwkcbl 39 19 to to IN cord-277648-9kxwkcbl 39 20 our -PRON- PRP$ cord-277648-9kxwkcbl 39 21 knowledge knowledge NN cord-277648-9kxwkcbl 39 22 , , , cord-277648-9kxwkcbl 39 23 a a DT cord-277648-9kxwkcbl 39 24 single single JJ cord-277648-9kxwkcbl 39 25 integrative integrative JJ cord-277648-9kxwkcbl 39 26 study study NN cord-277648-9kxwkcbl 39 27 comparing compare VBG cord-277648-9kxwkcbl 39 28 responses response NNS cord-277648-9kxwkcbl 39 29 across across IN cord-277648-9kxwkcbl 39 30 the the DT cord-277648-9kxwkcbl 39 31 spectrum spectrum NN cord-277648-9kxwkcbl 39 32 of of IN cord-277648-9kxwkcbl 39 33 disease disease NN cord-277648-9kxwkcbl 39 34 severity severity NN cord-277648-9kxwkcbl 39 35 in in IN cord-277648-9kxwkcbl 39 36 both both CC cord-277648-9kxwkcbl 39 37 the the DT cord-277648-9kxwkcbl 39 38 lung lung NN cord-277648-9kxwkcbl 39 39 and and CC cord-277648-9kxwkcbl 39 40 blood blood NN cord-277648-9kxwkcbl 39 41 compartments compartment NNS cord-277648-9kxwkcbl 39 42 has have VBZ cord-277648-9kxwkcbl 39 43 not not RB cord-277648-9kxwkcbl 39 44 yet yet RB cord-277648-9kxwkcbl 39 45 been be VBN cord-277648-9kxwkcbl 39 46 reported report VBN cord-277648-9kxwkcbl 39 47 . . . cord-277648-9kxwkcbl 40 1 Isolated isolated JJ cord-277648-9kxwkcbl 40 2 analyses analysis NNS cord-277648-9kxwkcbl 40 3 of of IN cord-277648-9kxwkcbl 40 4 BALF BALF NNP cord-277648-9kxwkcbl 40 5 samples sample NNS cord-277648-9kxwkcbl 40 6 have have VBP cord-277648-9kxwkcbl 40 7 shown show VBN cord-277648-9kxwkcbl 40 8 neutrophil neutrophil NN cord-277648-9kxwkcbl 40 9 and and CC cord-277648-9kxwkcbl 40 10 proliferating proliferate VBG cord-277648-9kxwkcbl 40 11 T t NN cord-277648-9kxwkcbl 40 12 cell cell NN cord-277648-9kxwkcbl 40 13 enrichment enrichment NN cord-277648-9kxwkcbl 40 14 in in IN cord-277648-9kxwkcbl 40 15 severe severe JJ cord-277648-9kxwkcbl 40 16 over over IN cord-277648-9kxwkcbl 40 17 moderate moderate JJ cord-277648-9kxwkcbl 40 18 patients patient NNS cord-277648-9kxwkcbl 40 19 accompanied accompany VBN cord-277648-9kxwkcbl 40 20 by by IN cord-277648-9kxwkcbl 40 21 CD8 CD8 NNP cord-277648-9kxwkcbl 40 22 + + CC cord-277648-9kxwkcbl 40 23 T T NNP cord-277648-9kxwkcbl 40 24 cell cell NN cord-277648-9kxwkcbl 40 25 lymphopenia lymphopenia NNP cord-277648-9kxwkcbl 40 26 , , , cord-277648-9kxwkcbl 40 27 a a DT cord-277648-9kxwkcbl 40 28 shift shift NN cord-277648-9kxwkcbl 40 29 towards towards IN cord-277648-9kxwkcbl 40 30 inflammatory inflammatory JJ cord-277648-9kxwkcbl 40 31 macrophage macrophage NN cord-277648-9kxwkcbl 40 32 polarization polarization NN cord-277648-9kxwkcbl 40 33 , , , cord-277648-9kxwkcbl 40 34 and and CC cord-277648-9kxwkcbl 40 35 increased increase VBN cord-277648-9kxwkcbl 40 36 transcriptional transcriptional JJ cord-277648-9kxwkcbl 40 37 expression expression NN cord-277648-9kxwkcbl 40 38 of of IN cord-277648-9kxwkcbl 40 39 a a DT cord-277648-9kxwkcbl 40 40 variety variety NN cord-277648-9kxwkcbl 40 41 of of IN cord-277648-9kxwkcbl 40 42 cytokines cytokine NNS cord-277648-9kxwkcbl 40 43 [ [ -LRB- cord-277648-9kxwkcbl 40 44 27 27 CD cord-277648-9kxwkcbl 40 45 , , , cord-277648-9kxwkcbl 40 46 28 28 CD cord-277648-9kxwkcbl 40 47 ] ] -RRB- cord-277648-9kxwkcbl 40 48 . . . cord-277648-9kxwkcbl 41 1 Previous previous JJ cord-277648-9kxwkcbl 41 2 investigations investigation NNS cord-277648-9kxwkcbl 41 3 focusing focus VBG cord-277648-9kxwkcbl 41 4 only only RB cord-277648-9kxwkcbl 41 5 on on IN cord-277648-9kxwkcbl 41 6 peripheral peripheral JJ cord-277648-9kxwkcbl 41 7 blood blood NN cord-277648-9kxwkcbl 41 8 responses response NNS cord-277648-9kxwkcbl 41 9 have have VBP cord-277648-9kxwkcbl 41 10 shown show VBN cord-277648-9kxwkcbl 41 11 various various JJ cord-277648-9kxwkcbl 41 12 compositional compositional JJ cord-277648-9kxwkcbl 41 13 shifts shift NNS cord-277648-9kxwkcbl 41 14 between between IN cord-277648-9kxwkcbl 41 15 severe severe JJ cord-277648-9kxwkcbl 41 16 and and CC cord-277648-9kxwkcbl 41 17 moderate moderate JJ cord-277648-9kxwkcbl 41 18 disease disease NN cord-277648-9kxwkcbl 41 19 including include VBG cord-277648-9kxwkcbl 41 20 cytopenias cytopenia NNS cord-277648-9kxwkcbl 41 21 of of IN cord-277648-9kxwkcbl 41 22 monocytes monocyte NNS cord-277648-9kxwkcbl 41 23 , , , cord-277648-9kxwkcbl 41 24 natural natural JJ cord-277648-9kxwkcbl 41 25 killer killer NN cord-277648-9kxwkcbl 41 26 ( ( -LRB- cord-277648-9kxwkcbl 41 27 NK NK NNP cord-277648-9kxwkcbl 41 28 ) ) -RRB- cord-277648-9kxwkcbl 41 29 cells cell NNS cord-277648-9kxwkcbl 41 30 , , , cord-277648-9kxwkcbl 41 31 dendritic dendritic JJ cord-277648-9kxwkcbl 41 32 cells cell NNS cord-277648-9kxwkcbl 41 33 ( ( -LRB- cord-277648-9kxwkcbl 41 34 DCs DCs NNP cord-277648-9kxwkcbl 41 35 ) ) -RRB- cord-277648-9kxwkcbl 41 36 , , , cord-277648-9kxwkcbl 41 37 and and CC cord-277648-9kxwkcbl 41 38 T t NN cord-277648-9kxwkcbl 41 39 cells cell NNS cord-277648-9kxwkcbl 41 40 , , , cord-277648-9kxwkcbl 41 41 [ [ -LRB- cord-277648-9kxwkcbl 41 42 28 28 CD cord-277648-9kxwkcbl 41 43 , , , cord-277648-9kxwkcbl 41 44 29 29 CD cord-277648-9kxwkcbl 41 45 , , , cord-277648-9kxwkcbl 41 46 30 30 CD cord-277648-9kxwkcbl 41 47 , , , cord-277648-9kxwkcbl 41 48 31 31 CD cord-277648-9kxwkcbl 41 49 , , , cord-277648-9kxwkcbl 41 50 32 32 CD cord-277648-9kxwkcbl 41 51 ] ] -RRB- cord-277648-9kxwkcbl 41 52 accompanied accompany VBN cord-277648-9kxwkcbl 41 53 by by IN cord-277648-9kxwkcbl 41 54 increases increase NNS cord-277648-9kxwkcbl 41 55 in in IN cord-277648-9kxwkcbl 41 56 plasmablasts plasmablast NNS cord-277648-9kxwkcbl 41 57 , , , cord-277648-9kxwkcbl 41 58 B b NN cord-277648-9kxwkcbl 41 59 cells cell NNS cord-277648-9kxwkcbl 41 60 , , , cord-277648-9kxwkcbl 41 61 and and CC cord-277648-9kxwkcbl 41 62 neutrophils neutrophil NNS cord-277648-9kxwkcbl 41 63 [ [ -LRB- cord-277648-9kxwkcbl 41 64 33 33 CD cord-277648-9kxwkcbl 41 65 , , , cord-277648-9kxwkcbl 41 66 34 34 CD cord-277648-9kxwkcbl 41 67 , , , cord-277648-9kxwkcbl 41 68 35 35 CD cord-277648-9kxwkcbl 41 69 , , , cord-277648-9kxwkcbl 41 70 36 36 CD cord-277648-9kxwkcbl 41 71 ] ] -RRB- cord-277648-9kxwkcbl 41 72 . . . cord-277648-9kxwkcbl 42 1 Serum serum NN cord-277648-9kxwkcbl 42 2 cytokine cytokine NN cord-277648-9kxwkcbl 42 3 levels level NNS cord-277648-9kxwkcbl 42 4 are be VBP cord-277648-9kxwkcbl 42 5 reportedly reportedly RB cord-277648-9kxwkcbl 42 6 altered alter VBN cord-277648-9kxwkcbl 42 7 between between IN cord-277648-9kxwkcbl 42 8 severe severe JJ cord-277648-9kxwkcbl 42 9 and and CC cord-277648-9kxwkcbl 42 10 moderate moderate JJ cord-277648-9kxwkcbl 42 11 patients patient NNS cord-277648-9kxwkcbl 42 12 , , , cord-277648-9kxwkcbl 42 13 including include VBG cord-277648-9kxwkcbl 42 14 increased increase VBN cord-277648-9kxwkcbl 42 15 IL-6 IL-6 NNP cord-277648-9kxwkcbl 42 16 , , , cord-277648-9kxwkcbl 42 17 IL-8 IL-8 NNP cord-277648-9kxwkcbl 42 18 , , , cord-277648-9kxwkcbl 42 19 and and CC cord-277648-9kxwkcbl 42 20 TNF TNF NNP cord-277648-9kxwkcbl 42 21 - - HYPH cord-277648-9kxwkcbl 42 22 ɑ ɑ NNP cord-277648-9kxwkcbl 42 23 [ [ -LRB- cord-277648-9kxwkcbl 42 24 11 11 CD cord-277648-9kxwkcbl 42 25 , , , cord-277648-9kxwkcbl 42 26 35 35 CD cord-277648-9kxwkcbl 42 27 ] ] -RRB- cord-277648-9kxwkcbl 42 28 and and CC cord-277648-9kxwkcbl 42 29 deficient deficient JJ cord-277648-9kxwkcbl 42 30 IFN IFN NNP cord-277648-9kxwkcbl 42 31 - - HYPH cord-277648-9kxwkcbl 42 32 α α NNP cord-277648-9kxwkcbl 42 33 and and CC cord-277648-9kxwkcbl 42 34 IFN IFN NNP cord-277648-9kxwkcbl 42 35 - - HYPH cord-277648-9kxwkcbl 42 36 γ γ NNP cord-277648-9kxwkcbl 42 37 [ [ -LRB- cord-277648-9kxwkcbl 42 38 33 33 CD cord-277648-9kxwkcbl 42 39 ] ] -RRB- cord-277648-9kxwkcbl 42 40 , , , cord-277648-9kxwkcbl 42 41 while while IN cord-277648-9kxwkcbl 42 42 blood blood NN cord-277648-9kxwkcbl 42 43 single single JJ cord-277648-9kxwkcbl 42 44 - - HYPH cord-277648-9kxwkcbl 42 45 cell cell NN cord-277648-9kxwkcbl 42 46 transcriptional transcriptional JJ cord-277648-9kxwkcbl 42 47 analyses analysis NNS cord-277648-9kxwkcbl 42 48 have have VBP cord-277648-9kxwkcbl 42 49 shown show VBN cord-277648-9kxwkcbl 42 50 alteration alteration NN cord-277648-9kxwkcbl 42 51 of of IN cord-277648-9kxwkcbl 42 52 the the DT cord-277648-9kxwkcbl 42 53 TNF TNF NNP cord-277648-9kxwkcbl 42 54 - - HYPH cord-277648-9kxwkcbl 42 55 α α NNP cord-277648-9kxwkcbl 42 56 / / SYM cord-277648-9kxwkcbl 42 57 NF nf NN cord-277648-9kxwkcbl 42 58 - - HYPH cord-277648-9kxwkcbl 42 59 κB κB NNP cord-277648-9kxwkcbl 42 60 pathway pathway NN cord-277648-9kxwkcbl 42 61 , , , cord-277648-9kxwkcbl 42 62 interferon interferon NN cord-277648-9kxwkcbl 42 63 signatures signature NNS cord-277648-9kxwkcbl 42 64 , , , cord-277648-9kxwkcbl 42 65 and and CC cord-277648-9kxwkcbl 42 66 HLA HLA NNP cord-277648-9kxwkcbl 42 67 class class NN cord-277648-9kxwkcbl 42 68 II ii CD cord-277648-9kxwkcbl 42 69 expression expression NN cord-277648-9kxwkcbl 42 70 [ [ -LRB- cord-277648-9kxwkcbl 42 71 33 33 CD cord-277648-9kxwkcbl 42 72 , , , cord-277648-9kxwkcbl 42 73 34 34 CD cord-277648-9kxwkcbl 42 74 , , , cord-277648-9kxwkcbl 42 75 36 36 CD cord-277648-9kxwkcbl 42 76 , , , cord-277648-9kxwkcbl 42 77 32 32 CD cord-277648-9kxwkcbl 42 78 ] ] -RRB- cord-277648-9kxwkcbl 42 79 . . . cord-277648-9kxwkcbl 43 1 While while IN cord-277648-9kxwkcbl 43 2 individual individual JJ cord-277648-9kxwkcbl 43 3 studies study NNS cord-277648-9kxwkcbl 43 4 have have VBP cord-277648-9kxwkcbl 43 5 increased increase VBN cord-277648-9kxwkcbl 43 6 our -PRON- PRP$ cord-277648-9kxwkcbl 43 7 understanding understanding NN cord-277648-9kxwkcbl 43 8 of of IN cord-277648-9kxwkcbl 43 9 severe severe JJ cord-277648-9kxwkcbl 43 10 COVID-19 covid-19 NN cord-277648-9kxwkcbl 43 11 in in IN cord-277648-9kxwkcbl 43 12 the the DT cord-277648-9kxwkcbl 43 13 lung lung NN cord-277648-9kxwkcbl 43 14 and and CC cord-277648-9kxwkcbl 43 15 blood blood NN cord-277648-9kxwkcbl 43 16 separately separately RB cord-277648-9kxwkcbl 43 17 , , , cord-277648-9kxwkcbl 43 18 transcriptional transcriptional JJ cord-277648-9kxwkcbl 43 19 dynamics dynamic NNS cord-277648-9kxwkcbl 43 20 have have VBP cord-277648-9kxwkcbl 43 21 not not RB cord-277648-9kxwkcbl 43 22 been be VBN cord-277648-9kxwkcbl 43 23 leveraged leverage VBN cord-277648-9kxwkcbl 43 24 to to TO cord-277648-9kxwkcbl 43 25 propose propose VB cord-277648-9kxwkcbl 43 26 detectable detectable JJ cord-277648-9kxwkcbl 43 27 cell cell NN cord-277648-9kxwkcbl 43 28 surface surface NN cord-277648-9kxwkcbl 43 29 markers marker NNS cord-277648-9kxwkcbl 43 30 correlated correlate VBN cord-277648-9kxwkcbl 43 31 with with IN cord-277648-9kxwkcbl 43 32 the the DT cord-277648-9kxwkcbl 43 33 level level NN cord-277648-9kxwkcbl 43 34 of of IN cord-277648-9kxwkcbl 43 35 a a DT cord-277648-9kxwkcbl 43 36 patient patient NN cord-277648-9kxwkcbl 43 37 's 's POS cord-277648-9kxwkcbl 43 38 disease disease NN cord-277648-9kxwkcbl 43 39 severity severity NN cord-277648-9kxwkcbl 43 40 in in IN cord-277648-9kxwkcbl 43 41 cell cell NN cord-277648-9kxwkcbl 43 42 types type NNS cord-277648-9kxwkcbl 43 43 of of IN cord-277648-9kxwkcbl 43 44 either either DT cord-277648-9kxwkcbl 43 45 compartment compartment NN cord-277648-9kxwkcbl 43 46 . . . cord-277648-9kxwkcbl 44 1 Another another DT cord-277648-9kxwkcbl 44 2 large large JJ cord-277648-9kxwkcbl 44 3 gap gap NN cord-277648-9kxwkcbl 44 4 in in IN cord-277648-9kxwkcbl 44 5 the the DT cord-277648-9kxwkcbl 44 6 literature literature NN cord-277648-9kxwkcbl 44 7 persists persist VBZ cord-277648-9kxwkcbl 44 8 regarding regard VBG cord-277648-9kxwkcbl 44 9 the the DT cord-277648-9kxwkcbl 44 10 transcriptional transcriptional JJ cord-277648-9kxwkcbl 44 11 similarities similarity NNS cord-277648-9kxwkcbl 44 12 and and CC cord-277648-9kxwkcbl 44 13 differences difference NNS cord-277648-9kxwkcbl 44 14 between between IN cord-277648-9kxwkcbl 44 15 the the DT cord-277648-9kxwkcbl 44 16 local local JJ cord-277648-9kxwkcbl 44 17 and and CC cord-277648-9kxwkcbl 44 18 peripheral peripheral JJ cord-277648-9kxwkcbl 44 19 immune immune JJ cord-277648-9kxwkcbl 44 20 environments environment NNS cord-277648-9kxwkcbl 44 21 . . . cord-277648-9kxwkcbl 45 1 Critically critically RB cord-277648-9kxwkcbl 45 2 , , , cord-277648-9kxwkcbl 45 3 dysregulated dysregulate VBN cord-277648-9kxwkcbl 45 4 biological biological JJ cord-277648-9kxwkcbl 45 5 pathways pathway NNS cord-277648-9kxwkcbl 45 6 and and CC cord-277648-9kxwkcbl 45 7 their -PRON- PRP$ cord-277648-9kxwkcbl 45 8 correlation correlation NN cord-277648-9kxwkcbl 45 9 with with IN cord-277648-9kxwkcbl 45 10 clinical clinical JJ cord-277648-9kxwkcbl 45 11 severity severity NN cord-277648-9kxwkcbl 45 12 levels level NNS cord-277648-9kxwkcbl 45 13 remain remain VBP cord-277648-9kxwkcbl 45 14 poorly poorly RB cord-277648-9kxwkcbl 45 15 understood understand VBN cord-277648-9kxwkcbl 45 16 in in IN cord-277648-9kxwkcbl 45 17 immune immune JJ cord-277648-9kxwkcbl 45 18 cells cell NNS cord-277648-9kxwkcbl 45 19 of of IN cord-277648-9kxwkcbl 45 20 both both DT cord-277648-9kxwkcbl 45 21 compartments compartment NNS cord-277648-9kxwkcbl 45 22 . . . cord-277648-9kxwkcbl 46 1 Immuneepithelial Immuneepithelial NNP cord-277648-9kxwkcbl 46 2 signaling signal VBG cord-277648-9kxwkcbl 46 3 dynamics dynamic NNS cord-277648-9kxwkcbl 46 4 at at IN cord-277648-9kxwkcbl 46 5 the the DT cord-277648-9kxwkcbl 46 6 site site NN cord-277648-9kxwkcbl 46 7 of of IN cord-277648-9kxwkcbl 46 8 local local JJ cord-277648-9kxwkcbl 46 9 infection infection NN cord-277648-9kxwkcbl 46 10 likely likely RB cord-277648-9kxwkcbl 46 11 play play VBP cord-277648-9kxwkcbl 46 12 a a DT cord-277648-9kxwkcbl 46 13 supporting support VBG cord-277648-9kxwkcbl 46 14 role role NN cord-277648-9kxwkcbl 46 15 in in IN cord-277648-9kxwkcbl 46 16 severe severe JJ cord-277648-9kxwkcbl 46 17 responses response NNS cord-277648-9kxwkcbl 46 18 but but CC cord-277648-9kxwkcbl 46 19 have have VBP cord-277648-9kxwkcbl 46 20 also also RB cord-277648-9kxwkcbl 46 21 not not RB cord-277648-9kxwkcbl 46 22 been be VBN cord-277648-9kxwkcbl 46 23 rigorously rigorously RB cord-277648-9kxwkcbl 46 24 described describe VBN cord-277648-9kxwkcbl 46 25 . . . cord-277648-9kxwkcbl 47 1 An an DT cord-277648-9kxwkcbl 47 2 overarching overarching JJ cord-277648-9kxwkcbl 47 3 unaddressed unaddressed JJ cord-277648-9kxwkcbl 47 4 question question NN cord-277648-9kxwkcbl 47 5 is be VBZ cord-277648-9kxwkcbl 47 6 the the DT cord-277648-9kxwkcbl 47 7 possibility possibility NN cord-277648-9kxwkcbl 47 8 for for IN cord-277648-9kxwkcbl 47 9 therapeutic therapeutic JJ cord-277648-9kxwkcbl 47 10 interventions intervention NNS cord-277648-9kxwkcbl 47 11 to to TO cord-277648-9kxwkcbl 47 12 affect affect VB cord-277648-9kxwkcbl 47 13 the the DT cord-277648-9kxwkcbl 47 14 lung lung NN cord-277648-9kxwkcbl 47 15 and and CC cord-277648-9kxwkcbl 47 16 blood blood NN cord-277648-9kxwkcbl 47 17 compartments compartment NNS cord-277648-9kxwkcbl 47 18 differently differently RB cord-277648-9kxwkcbl 47 19 ; ; : cord-277648-9kxwkcbl 47 20 thus thus RB cord-277648-9kxwkcbl 47 21 , , , cord-277648-9kxwkcbl 47 22 generating generate VBG cord-277648-9kxwkcbl 47 23 comparative comparative JJ cord-277648-9kxwkcbl 47 24 transcriptional transcriptional JJ cord-277648-9kxwkcbl 47 25 data datum NNS cord-277648-9kxwkcbl 47 26 will will MD cord-277648-9kxwkcbl 47 27 be be VB cord-277648-9kxwkcbl 47 28 useful useful JJ cord-277648-9kxwkcbl 47 29 for for IN cord-277648-9kxwkcbl 47 30 determining determine VBG cord-277648-9kxwkcbl 47 31 efficacious efficacious JJ cord-277648-9kxwkcbl 47 32 treatment treatment NN cord-277648-9kxwkcbl 47 33 strategies strategy NNS cord-277648-9kxwkcbl 47 34 for for IN cord-277648-9kxwkcbl 47 35 severe severe JJ cord-277648-9kxwkcbl 48 1 In in IN cord-277648-9kxwkcbl 48 2 this this DT cord-277648-9kxwkcbl 48 3 study study NN cord-277648-9kxwkcbl 48 4 , , , cord-277648-9kxwkcbl 48 5 we -PRON- PRP cord-277648-9kxwkcbl 48 6 present present VBP cord-277648-9kxwkcbl 48 7 comparisons comparison NNS cord-277648-9kxwkcbl 48 8 between between IN cord-277648-9kxwkcbl 48 9 immunological immunological JJ cord-277648-9kxwkcbl 48 10 signatures signature NNS cord-277648-9kxwkcbl 48 11 of of IN cord-277648-9kxwkcbl 48 12 COVID-19 covid-19 NN cord-277648-9kxwkcbl 48 13 based base VBN cord-277648-9kxwkcbl 48 14 on on IN cord-277648-9kxwkcbl 48 15 clinical clinical JJ cord-277648-9kxwkcbl 48 16 severity severity NN cord-277648-9kxwkcbl 48 17 level level NN cord-277648-9kxwkcbl 48 18 in in IN cord-277648-9kxwkcbl 48 19 both both CC cord-277648-9kxwkcbl 48 20 the the DT cord-277648-9kxwkcbl 48 21 lung lung NN cord-277648-9kxwkcbl 48 22 and and CC cord-277648-9kxwkcbl 48 23 blood blood NN cord-277648-9kxwkcbl 48 24 compartments compartment NNS cord-277648-9kxwkcbl 48 25 using use VBG cord-277648-9kxwkcbl 48 26 identical identical JJ cord-277648-9kxwkcbl 48 27 methods method NNS cord-277648-9kxwkcbl 48 28 . . . cord-277648-9kxwkcbl 49 1 We -PRON- PRP cord-277648-9kxwkcbl 49 2 re re VBD cord-277648-9kxwkcbl 49 3 - - VBD cord-277648-9kxwkcbl 49 4 analyzed analyze VBD cord-277648-9kxwkcbl 49 5 two two CD cord-277648-9kxwkcbl 49 6 publicly publicly RB cord-277648-9kxwkcbl 49 7 available available JJ cord-277648-9kxwkcbl 49 8 scRNA scrna NN cord-277648-9kxwkcbl 49 9 - - HYPH cord-277648-9kxwkcbl 49 10 seq seq NN cord-277648-9kxwkcbl 49 11 datasets dataset NNS cord-277648-9kxwkcbl 49 12 : : : cord-277648-9kxwkcbl 49 13 one one CD cord-277648-9kxwkcbl 49 14 containing contain VBG cord-277648-9kxwkcbl 49 15 BALF BALF NNP cord-277648-9kxwkcbl 49 16 cells cell NNS cord-277648-9kxwkcbl 49 17 from from IN cord-277648-9kxwkcbl 49 18 donors donor NNS cord-277648-9kxwkcbl 49 19 stratified stratify VBN cord-277648-9kxwkcbl 49 20 by by IN cord-277648-9kxwkcbl 49 21 the the DT cord-277648-9kxwkcbl 49 22 original original JJ cord-277648-9kxwkcbl 49 23 authors author NNS cord-277648-9kxwkcbl 49 24 as as IN cord-277648-9kxwkcbl 49 25 " " `` cord-277648-9kxwkcbl 49 26 moderate moderate JJ cord-277648-9kxwkcbl 49 27 " " '' cord-277648-9kxwkcbl 49 28 and and CC cord-277648-9kxwkcbl 49 29 " " `` cord-277648-9kxwkcbl 49 30 severe severe JJ cord-277648-9kxwkcbl 49 31 " " '' cord-277648-9kxwkcbl 49 32 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 49 33 patients patient NNS cord-277648-9kxwkcbl 49 34 as as RB cord-277648-9kxwkcbl 49 35 well well RB cord-277648-9kxwkcbl 49 36 as as IN cord-277648-9kxwkcbl 49 37 healthy healthy JJ cord-277648-9kxwkcbl 49 38 control control NN cord-277648-9kxwkcbl 49 39 subjects subject NNS cord-277648-9kxwkcbl 49 40 , , , cord-277648-9kxwkcbl 49 41 obtained obtain VBN cord-277648-9kxwkcbl 49 42 from from IN cord-277648-9kxwkcbl 49 43 Liao Liao NNP cord-277648-9kxwkcbl 49 44 et et FW cord-277648-9kxwkcbl 49 45 al al NNP cord-277648-9kxwkcbl 49 46 . . . cord-277648-9kxwkcbl 50 1 [ [ -LRB- cord-277648-9kxwkcbl 50 2 27 27 CD cord-277648-9kxwkcbl 50 3 ] ] -RRB- cord-277648-9kxwkcbl 50 4 , , , cord-277648-9kxwkcbl 50 5 and and CC cord-277648-9kxwkcbl 50 6 one one CD cord-277648-9kxwkcbl 50 7 containing contain VBG cord-277648-9kxwkcbl 50 8 PBMCs pbmc NNS cord-277648-9kxwkcbl 50 9 from from IN cord-277648-9kxwkcbl 50 10 donors donor NNS cord-277648-9kxwkcbl 50 11 stratified stratify VBN cord-277648-9kxwkcbl 50 12 by by IN cord-277648-9kxwkcbl 50 13 the the DT cord-277648-9kxwkcbl 50 14 original original JJ cord-277648-9kxwkcbl 50 15 authors author NNS cord-277648-9kxwkcbl 50 16 as as IN cord-277648-9kxwkcbl 50 17 " " `` cord-277648-9kxwkcbl 50 18 non non JJ cord-277648-9kxwkcbl 50 19 - - JJ cord-277648-9kxwkcbl 50 20 ARDS ARDS NNP cord-277648-9kxwkcbl 50 21 " " '' cord-277648-9kxwkcbl 50 22 and and CC cord-277648-9kxwkcbl 50 23 " " `` cord-277648-9kxwkcbl 50 24 ARDS ARDS NNP cord-277648-9kxwkcbl 50 25 " " '' cord-277648-9kxwkcbl 50 26 patients patient NNS cord-277648-9kxwkcbl 50 27 as as RB cord-277648-9kxwkcbl 50 28 well well RB cord-277648-9kxwkcbl 50 29 as as IN cord-277648-9kxwkcbl 50 30 healthy healthy JJ cord-277648-9kxwkcbl 50 31 control control NN cord-277648-9kxwkcbl 50 32 subjects subject NNS cord-277648-9kxwkcbl 50 33 , , , cord-277648-9kxwkcbl 50 34 obtained obtain VBN cord-277648-9kxwkcbl 50 35 from from IN cord-277648-9kxwkcbl 50 36 Wilk Wilk NNP cord-277648-9kxwkcbl 50 37 et et NNP cord-277648-9kxwkcbl 50 38 al al NNP cord-277648-9kxwkcbl 50 39 . . . cord-277648-9kxwkcbl 51 1 [ [ -LRB- cord-277648-9kxwkcbl 51 2 32 32 CD cord-277648-9kxwkcbl 51 3 ] ] -RRB- cord-277648-9kxwkcbl 52 1 For for IN cord-277648-9kxwkcbl 52 2 both both DT cord-277648-9kxwkcbl 52 3 of of IN cord-277648-9kxwkcbl 52 4 these these DT cord-277648-9kxwkcbl 52 5 datasets dataset NNS cord-277648-9kxwkcbl 52 6 we -PRON- PRP cord-277648-9kxwkcbl 52 7 conducted conduct VBD cord-277648-9kxwkcbl 52 8 identical identical JJ cord-277648-9kxwkcbl 52 9 pre pre JJ cord-277648-9kxwkcbl 52 10 - - JJ cord-277648-9kxwkcbl 52 11 processing processing JJ cord-277648-9kxwkcbl 52 12 , , , cord-277648-9kxwkcbl 52 13 integration integration NN cord-277648-9kxwkcbl 52 14 and and CC cord-277648-9kxwkcbl 52 15 analysis analysis NN cord-277648-9kxwkcbl 52 16 in in IN cord-277648-9kxwkcbl 52 17 order order NN cord-277648-9kxwkcbl 52 18 to to TO cord-277648-9kxwkcbl 52 19 obtain obtain VB cord-277648-9kxwkcbl 52 20 comparable comparable JJ cord-277648-9kxwkcbl 52 21 results result NNS cord-277648-9kxwkcbl 52 22 . . . cord-277648-9kxwkcbl 53 1 We -PRON- PRP cord-277648-9kxwkcbl 53 2 first first RB cord-277648-9kxwkcbl 53 3 evaluated evaluate VBD cord-277648-9kxwkcbl 53 4 differential differential JJ cord-277648-9kxwkcbl 53 5 gene gene NN cord-277648-9kxwkcbl 53 6 expression expression NN cord-277648-9kxwkcbl 53 7 and and CC cord-277648-9kxwkcbl 53 8 pathway pathway NN cord-277648-9kxwkcbl 53 9 - - HYPH cord-277648-9kxwkcbl 53 10 level level NN cord-277648-9kxwkcbl 53 11 changes change NNS cord-277648-9kxwkcbl 53 12 across across IN cord-277648-9kxwkcbl 53 13 the the DT cord-277648-9kxwkcbl 53 14 disease disease NN cord-277648-9kxwkcbl 53 15 severity severity NN cord-277648-9kxwkcbl 53 16 stratifications stratification NNS cord-277648-9kxwkcbl 53 17 mentioned mention VBN cord-277648-9kxwkcbl 53 18 above above RB cord-277648-9kxwkcbl 53 19 for for IN cord-277648-9kxwkcbl 53 20 each each DT cord-277648-9kxwkcbl 53 21 cell cell NN cord-277648-9kxwkcbl 53 22 type type NN cord-277648-9kxwkcbl 53 23 in in IN cord-277648-9kxwkcbl 53 24 the the DT cord-277648-9kxwkcbl 53 25 BALF BALF NNP cord-277648-9kxwkcbl 53 26 and and CC cord-277648-9kxwkcbl 53 27 the the DT cord-277648-9kxwkcbl 53 28 PBMC PBMC NNP cord-277648-9kxwkcbl 53 29 datasets dataset NNS cord-277648-9kxwkcbl 53 30 . . . cord-277648-9kxwkcbl 54 1 Next next RB cord-277648-9kxwkcbl 54 2 , , , cord-277648-9kxwkcbl 54 3 we -PRON- PRP cord-277648-9kxwkcbl 54 4 leveraged leverage VBD cord-277648-9kxwkcbl 54 5 differential differential JJ cord-277648-9kxwkcbl 54 6 expression expression NN cord-277648-9kxwkcbl 54 7 data datum NNS cord-277648-9kxwkcbl 54 8 to to TO cord-277648-9kxwkcbl 54 9 identify identify VB cord-277648-9kxwkcbl 54 10 cell cell NN cord-277648-9kxwkcbl 54 11 surface surface NN cord-277648-9kxwkcbl 54 12 proteins protein NNS cord-277648-9kxwkcbl 54 13 that that WDT cord-277648-9kxwkcbl 54 14 could could MD cord-277648-9kxwkcbl 54 15 be be VB cord-277648-9kxwkcbl 54 16 promising promising JJ cord-277648-9kxwkcbl 54 17 markers marker NNS cord-277648-9kxwkcbl 54 18 for for IN cord-277648-9kxwkcbl 54 19 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 54 20 severity severity NN cord-277648-9kxwkcbl 54 21 immunophenotyping immunophenotyping NN cord-277648-9kxwkcbl 54 22 . . . cord-277648-9kxwkcbl 55 1 Finally finally RB cord-277648-9kxwkcbl 55 2 , , , cord-277648-9kxwkcbl 55 3 we -PRON- PRP cord-277648-9kxwkcbl 55 4 investigated investigate VBD cord-277648-9kxwkcbl 55 5 ligand ligand NN cord-277648-9kxwkcbl 55 6 - - HYPH cord-277648-9kxwkcbl 55 7 receptor receptor NN cord-277648-9kxwkcbl 55 8 interactions interaction NNS cord-277648-9kxwkcbl 55 9 implicated implicate VBN cord-277648-9kxwkcbl 55 10 in in IN cord-277648-9kxwkcbl 55 11 regulating regulate VBG cord-277648-9kxwkcbl 55 12 severity severity NN cord-277648-9kxwkcbl 55 13 - - HYPH cord-277648-9kxwkcbl 55 14 specific specific JJ cord-277648-9kxwkcbl 55 15 immunophenotypes immunophenotype NNS cord-277648-9kxwkcbl 55 16 using use VBG cord-277648-9kxwkcbl 55 17 NicheNet NicheNet NNP cord-277648-9kxwkcbl 55 18 network network NN cord-277648-9kxwkcbl 55 19 analysis analysis NN cord-277648-9kxwkcbl 55 20 [ [ -LRB- cord-277648-9kxwkcbl 55 21 37 37 CD cord-277648-9kxwkcbl 55 22 ] ] -RRB- cord-277648-9kxwkcbl 55 23 and and CC cord-277648-9kxwkcbl 55 24 we -PRON- PRP cord-277648-9kxwkcbl 55 25 propose propose VBP cord-277648-9kxwkcbl 55 26 multiple multiple JJ cord-277648-9kxwkcbl 55 27 ' ' `` cord-277648-9kxwkcbl 55 28 pan pan JJ cord-277648-9kxwkcbl 55 29 - - HYPH cord-277648-9kxwkcbl 55 30 ligands ligand NNS cord-277648-9kxwkcbl 55 31 ' ' '' cord-277648-9kxwkcbl 55 32 as as IN cord-277648-9kxwkcbl 55 33 potential potential JJ cord-277648-9kxwkcbl 55 34 key key JJ cord-277648-9kxwkcbl 55 35 regulators regulator NNS cord-277648-9kxwkcbl 55 36 specific specific JJ cord-277648-9kxwkcbl 55 37 to to IN cord-277648-9kxwkcbl 55 38 severe severe JJ cord-277648-9kxwkcbl 55 39 disease disease NN cord-277648-9kxwkcbl 55 40 . . . cord-277648-9kxwkcbl 56 1 Our -PRON- PRP$ cord-277648-9kxwkcbl 56 2 integrative integrative JJ cord-277648-9kxwkcbl 56 3 analysis analysis NN cord-277648-9kxwkcbl 56 4 adds add VBZ cord-277648-9kxwkcbl 56 5 to to IN cord-277648-9kxwkcbl 56 6 a a DT cord-277648-9kxwkcbl 56 7 growing grow VBG cord-277648-9kxwkcbl 56 8 knowledge knowledge NN cord-277648-9kxwkcbl 56 9 - - HYPH cord-277648-9kxwkcbl 56 10 base base NN cord-277648-9kxwkcbl 56 11 and and CC cord-277648-9kxwkcbl 56 12 contributes contribute VBZ cord-277648-9kxwkcbl 56 13 to to IN cord-277648-9kxwkcbl 56 14 a a DT cord-277648-9kxwkcbl 56 15 finer fine JJR cord-277648-9kxwkcbl 56 16 understanding understanding NN cord-277648-9kxwkcbl 56 17 of of IN cord-277648-9kxwkcbl 56 18 the the DT cord-277648-9kxwkcbl 56 19 mechanisms mechanism NNS cord-277648-9kxwkcbl 56 20 that that WDT cord-277648-9kxwkcbl 56 21 drive drive VBP cord-277648-9kxwkcbl 56 22 ARDS ARDS NNP cord-277648-9kxwkcbl 56 23 - - HYPH cord-277648-9kxwkcbl 56 24 related relate VBN cord-277648-9kxwkcbl 56 25 immune immune JJ cord-277648-9kxwkcbl 56 26 dysregulation dysregulation NN cord-277648-9kxwkcbl 56 27 in in IN cord-277648-9kxwkcbl 56 28 severe severe JJ cord-277648-9kxwkcbl 56 29 COVID-19 covid-19 NN cord-277648-9kxwkcbl 56 30 . . . cord-277648-9kxwkcbl 57 1 Our -PRON- PRP$ cord-277648-9kxwkcbl 57 2 findings finding NNS cord-277648-9kxwkcbl 57 3 may may MD cord-277648-9kxwkcbl 57 4 guide guide VB cord-277648-9kxwkcbl 57 5 future future JJ cord-277648-9kxwkcbl 57 6 work work NN cord-277648-9kxwkcbl 57 7 informing inform VBG cord-277648-9kxwkcbl 57 8 potential potential JJ cord-277648-9kxwkcbl 57 9 interventional interventional JJ cord-277648-9kxwkcbl 57 10 strategies strategy NNS cord-277648-9kxwkcbl 57 11 to to TO cord-277648-9kxwkcbl 57 12 improve improve VB cord-277648-9kxwkcbl 57 13 patient patient JJ cord-277648-9kxwkcbl 57 14 outcomes outcome NNS cord-277648-9kxwkcbl 57 15 as as IN cord-277648-9kxwkcbl 57 16 the the DT cord-277648-9kxwkcbl 57 17 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 57 18 pandemic pandemic NN cord-277648-9kxwkcbl 57 19 continues continue VBZ cord-277648-9kxwkcbl 57 20 to to TO cord-277648-9kxwkcbl 57 21 unfold unfold VB cord-277648-9kxwkcbl 57 22 . . . cord-277648-9kxwkcbl 58 1 Severe severe JJ cord-277648-9kxwkcbl 58 2 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 58 3 has have VBZ cord-277648-9kxwkcbl 58 4 been be VBN cord-277648-9kxwkcbl 58 5 thought think VBN cord-277648-9kxwkcbl 58 6 to to TO cord-277648-9kxwkcbl 58 7 result result VB cord-277648-9kxwkcbl 58 8 in in IN cord-277648-9kxwkcbl 58 9 profound profound JJ cord-277648-9kxwkcbl 58 10 immune immune JJ cord-277648-9kxwkcbl 58 11 dysregulation dysregulation NN cord-277648-9kxwkcbl 58 12 at at IN cord-277648-9kxwkcbl 58 13 both both CC cord-277648-9kxwkcbl 58 14 a a DT cord-277648-9kxwkcbl 58 15 local local JJ cord-277648-9kxwkcbl 58 16 and and CC cord-277648-9kxwkcbl 58 17 systemic systemic JJ cord-277648-9kxwkcbl 58 18 level level NN cord-277648-9kxwkcbl 58 19 . . . cord-277648-9kxwkcbl 59 1 Here here RB cord-277648-9kxwkcbl 59 2 , , , cord-277648-9kxwkcbl 59 3 we -PRON- PRP cord-277648-9kxwkcbl 59 4 performed perform VBD cord-277648-9kxwkcbl 59 5 a a DT cord-277648-9kxwkcbl 59 6 re re NN cord-277648-9kxwkcbl 59 7 - - NN cord-277648-9kxwkcbl 59 8 analysis analysis NN cord-277648-9kxwkcbl 59 9 of of IN cord-277648-9kxwkcbl 59 10 single single JJ cord-277648-9kxwkcbl 59 11 - - HYPH cord-277648-9kxwkcbl 59 12 cell cell NN cord-277648-9kxwkcbl 59 13 RNA rna NN cord-277648-9kxwkcbl 59 14 sequencing sequencing NN cord-277648-9kxwkcbl 59 15 ( ( -LRB- cord-277648-9kxwkcbl 59 16 scRNA scRNA NNP cord-277648-9kxwkcbl 59 17 - - HYPH cord-277648-9kxwkcbl 59 18 seq seq NN cord-277648-9kxwkcbl 59 19 ) ) -RRB- cord-277648-9kxwkcbl 59 20 data datum NNS cord-277648-9kxwkcbl 59 21 to to TO cord-277648-9kxwkcbl 59 22 identify identify VB cord-277648-9kxwkcbl 59 23 common common JJ cord-277648-9kxwkcbl 59 24 and and CC cord-277648-9kxwkcbl 59 25 compartment compartment NN cord-277648-9kxwkcbl 59 26 - - HYPH cord-277648-9kxwkcbl 59 27 specific specific JJ cord-277648-9kxwkcbl 59 28 signatures signature NNS cord-277648-9kxwkcbl 59 29 of of IN cord-277648-9kxwkcbl 59 30 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 59 31 disease disease NN cord-277648-9kxwkcbl 59 32 severity severity NN cord-277648-9kxwkcbl 59 33 . . . cord-277648-9kxwkcbl 60 1 We -PRON- PRP cord-277648-9kxwkcbl 60 2 used use VBD cord-277648-9kxwkcbl 60 3 identical identical JJ cord-277648-9kxwkcbl 60 4 methods method NNS cord-277648-9kxwkcbl 60 5 to to TO cord-277648-9kxwkcbl 60 6 separately separately RB cord-277648-9kxwkcbl 60 7 analyze analyze VB cord-277648-9kxwkcbl 60 8 multi multi JJ cord-277648-9kxwkcbl 60 9 - - JJ cord-277648-9kxwkcbl 60 10 donor donor JJ cord-277648-9kxwkcbl 60 11 scRNA scRNA NNS cord-277648-9kxwkcbl 60 12 - - HYPH cord-277648-9kxwkcbl 60 13 seq seq NN cord-277648-9kxwkcbl 60 14 datasets dataset NNS cord-277648-9kxwkcbl 60 15 from from IN cord-277648-9kxwkcbl 60 16 bronchoalveolar bronchoalveolar NNP cord-277648-9kxwkcbl 60 17 lavage lavage NN cord-277648-9kxwkcbl 60 18 fluid fluid NN cord-277648-9kxwkcbl 60 19 ( ( -LRB- cord-277648-9kxwkcbl 60 20 BALF BALF NNP cord-277648-9kxwkcbl 60 21 ) ) -RRB- cord-277648-9kxwkcbl 60 22 and and CC cord-277648-9kxwkcbl 60 23 peripheral peripheral JJ cord-277648-9kxwkcbl 60 24 blood blood NN cord-277648-9kxwkcbl 60 25 mononuclear mononuclear NN cord-277648-9kxwkcbl 60 26 cells cell NNS cord-277648-9kxwkcbl 60 27 ( ( -LRB- cord-277648-9kxwkcbl 60 28 PBMCs pbmc NNS cord-277648-9kxwkcbl 60 29 ) ) -RRB- cord-277648-9kxwkcbl 60 30 in in IN cord-277648-9kxwkcbl 60 31 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 60 32 patients patient NNS cord-277648-9kxwkcbl 60 33 classified classify VBN cord-277648-9kxwkcbl 60 34 by by IN cord-277648-9kxwkcbl 60 35 severity severity NN cord-277648-9kxwkcbl 60 36 strata strata NN cord-277648-9kxwkcbl 60 37 as as RB cord-277648-9kxwkcbl 60 38 well well RB cord-277648-9kxwkcbl 60 39 as as IN cord-277648-9kxwkcbl 60 40 healthy healthy JJ cord-277648-9kxwkcbl 60 41 control control NN cord-277648-9kxwkcbl 60 42 subjects subject NNS cord-277648-9kxwkcbl 60 43 to to TO cord-277648-9kxwkcbl 60 44 investigate investigate VB cord-277648-9kxwkcbl 60 45 severity severity NN cord-277648-9kxwkcbl 60 46 - - HYPH cord-277648-9kxwkcbl 60 47 specific specific JJ cord-277648-9kxwkcbl 60 48 immune immune JJ cord-277648-9kxwkcbl 60 49 dysregulation dysregulation NN cord-277648-9kxwkcbl 60 50 in in IN cord-277648-9kxwkcbl 60 51 the the DT cord-277648-9kxwkcbl 60 52 lung lung NN cord-277648-9kxwkcbl 60 53 and and CC cord-277648-9kxwkcbl 60 54 periphery periphery NN cord-277648-9kxwkcbl 60 55 . . . cord-277648-9kxwkcbl 61 1 BALF BALF NNP cord-277648-9kxwkcbl 61 2 and and CC cord-277648-9kxwkcbl 61 3 PBMC PBMC NNP cord-277648-9kxwkcbl 61 4 raw raw JJ cord-277648-9kxwkcbl 61 5 gene gene NN cord-277648-9kxwkcbl 61 6 - - HYPH cord-277648-9kxwkcbl 61 7 barcode barcode NN cord-277648-9kxwkcbl 61 8 matrices matrix NNS cord-277648-9kxwkcbl 61 9 were be VBD cord-277648-9kxwkcbl 61 10 downloaded download VBN cord-277648-9kxwkcbl 61 11 from from IN cord-277648-9kxwkcbl 61 12 separate separate JJ cord-277648-9kxwkcbl 61 13 studies study NNS cord-277648-9kxwkcbl 61 14 in in IN cord-277648-9kxwkcbl 61 15 the the DT cord-277648-9kxwkcbl 61 16 GEO GEO NNP cord-277648-9kxwkcbl 61 17 [ [ -LRB- cord-277648-9kxwkcbl 61 18 27 27 CD cord-277648-9kxwkcbl 61 19 , , , cord-277648-9kxwkcbl 61 20 32 32 CD cord-277648-9kxwkcbl 61 21 ] ] -RRB- cord-277648-9kxwkcbl 61 22 . . . cord-277648-9kxwkcbl 62 1 The the DT cord-277648-9kxwkcbl 62 2 BALF BALF NNP cord-277648-9kxwkcbl 62 3 dataset dataset NN cord-277648-9kxwkcbl 62 4 consisted consist VBD cord-277648-9kxwkcbl 62 5 of of IN cord-277648-9kxwkcbl 62 6 9 9 CD cord-277648-9kxwkcbl 62 7 patients patient NNS cord-277648-9kxwkcbl 62 8 ( ( -LRB- cord-277648-9kxwkcbl 62 9 6 6 CD cord-277648-9kxwkcbl 62 10 severe severe JJ cord-277648-9kxwkcbl 62 11 and and CC cord-277648-9kxwkcbl 62 12 3 3 CD cord-277648-9kxwkcbl 62 13 moderate moderate JJ cord-277648-9kxwkcbl 62 14 ) ) -RRB- cord-277648-9kxwkcbl 62 15 and and CC cord-277648-9kxwkcbl 62 16 4 4 CD cord-277648-9kxwkcbl 62 17 healthy healthy JJ cord-277648-9kxwkcbl 62 18 control control NN cord-277648-9kxwkcbl 62 19 donors donor NNS cord-277648-9kxwkcbl 62 20 , , , cord-277648-9kxwkcbl 62 21 while while IN cord-277648-9kxwkcbl 62 22 the the DT cord-277648-9kxwkcbl 62 23 PBMC PBMC NNP cord-277648-9kxwkcbl 62 24 dataset dataset NN cord-277648-9kxwkcbl 62 25 consisted consist VBD cord-277648-9kxwkcbl 62 26 of of IN cord-277648-9kxwkcbl 62 27 7 7 CD cord-277648-9kxwkcbl 62 28 patients patient NNS cord-277648-9kxwkcbl 62 29 ( ( -LRB- cord-277648-9kxwkcbl 62 30 4 4 CD cord-277648-9kxwkcbl 62 31 patients patient NNS cord-277648-9kxwkcbl 62 32 with with IN cord-277648-9kxwkcbl 62 33 ARDS ARDS NNP cord-277648-9kxwkcbl 62 34 , , , cord-277648-9kxwkcbl 62 35 4 4 CD cord-277648-9kxwkcbl 62 36 patients patient NNS cord-277648-9kxwkcbl 62 37 without without IN cord-277648-9kxwkcbl 62 38 ARDS ARDS NNP cord-277648-9kxwkcbl 62 39 , , , cord-277648-9kxwkcbl 62 40 where where WRB cord-277648-9kxwkcbl 62 41 one one CD cord-277648-9kxwkcbl 62 42 patient patient NN cord-277648-9kxwkcbl 62 43 who who WP cord-277648-9kxwkcbl 62 44 was be VBD cord-277648-9kxwkcbl 62 45 sampled sample VBN cord-277648-9kxwkcbl 62 46 twice twice RB cord-277648-9kxwkcbl 62 47 fell fall VBD cord-277648-9kxwkcbl 62 48 within within IN cord-277648-9kxwkcbl 62 49 both both DT cord-277648-9kxwkcbl 62 50 groups group NNS cord-277648-9kxwkcbl 62 51 at at IN cord-277648-9kxwkcbl 62 52 different different JJ cord-277648-9kxwkcbl 62 53 stages stage NNS cord-277648-9kxwkcbl 62 54 of of IN cord-277648-9kxwkcbl 62 55 the the DT cord-277648-9kxwkcbl 62 56 disease disease NN cord-277648-9kxwkcbl 62 57 course course NN cord-277648-9kxwkcbl 62 58 ) ) -RRB- cord-277648-9kxwkcbl 62 59 and and CC cord-277648-9kxwkcbl 62 60 6 6 CD cord-277648-9kxwkcbl 62 61 healthy healthy JJ cord-277648-9kxwkcbl 62 62 control control NN cord-277648-9kxwkcbl 62 63 donors donor NNS cord-277648-9kxwkcbl 62 64 . . . cord-277648-9kxwkcbl 63 1 We -PRON- PRP cord-277648-9kxwkcbl 63 2 performed perform VBD cord-277648-9kxwkcbl 63 3 our -PRON- PRP$ cord-277648-9kxwkcbl 63 4 analyses analysis NNS cord-277648-9kxwkcbl 63 5 on on IN cord-277648-9kxwkcbl 63 6 BALF BALF NNP cord-277648-9kxwkcbl 63 7 and and CC cord-277648-9kxwkcbl 63 8 PBMC PBMC NNP cord-277648-9kxwkcbl 63 9 datasets dataset NNS cord-277648-9kxwkcbl 63 10 separately separately RB cord-277648-9kxwkcbl 63 11 with with IN cord-277648-9kxwkcbl 63 12 the the DT cord-277648-9kxwkcbl 63 13 goal goal NN cord-277648-9kxwkcbl 63 14 of of IN cord-277648-9kxwkcbl 63 15 identifying identify VBG cord-277648-9kxwkcbl 63 16 common common JJ cord-277648-9kxwkcbl 63 17 and and CC cord-277648-9kxwkcbl 63 18 compartment compartment NN cord-277648-9kxwkcbl 63 19 - - HYPH cord-277648-9kxwkcbl 63 20 specific specific JJ cord-277648-9kxwkcbl 63 21 gene gene NN cord-277648-9kxwkcbl 63 22 signatures signature NNS cord-277648-9kxwkcbl 63 23 . . . cord-277648-9kxwkcbl 64 1 To to TO cord-277648-9kxwkcbl 64 2 analyze analyze VB cord-277648-9kxwkcbl 64 3 the the DT cord-277648-9kxwkcbl 64 4 compositional compositional JJ cord-277648-9kxwkcbl 64 5 changes change NNS cord-277648-9kxwkcbl 64 6 in in IN cord-277648-9kxwkcbl 64 7 cell cell NN cord-277648-9kxwkcbl 64 8 populations population NNS cord-277648-9kxwkcbl 64 9 occurring occur VBG cord-277648-9kxwkcbl 64 10 during during IN cord-277648-9kxwkcbl 64 11 severe severe JJ cord-277648-9kxwkcbl 64 12 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 64 13 , , , cord-277648-9kxwkcbl 64 14 we -PRON- PRP cord-277648-9kxwkcbl 64 15 first first RB cord-277648-9kxwkcbl 64 16 sought seek VBD cord-277648-9kxwkcbl 64 17 to to TO cord-277648-9kxwkcbl 64 18 identify identify VB cord-277648-9kxwkcbl 64 19 clusters cluster NNS cord-277648-9kxwkcbl 64 20 in in IN cord-277648-9kxwkcbl 64 21 transcriptionally transcriptionally RB cord-277648-9kxwkcbl 64 22 heterogeneous heterogeneous JJ cord-277648-9kxwkcbl 64 23 scRNA scRNA NNP cord-277648-9kxwkcbl 64 24 - - HYPH cord-277648-9kxwkcbl 64 25 seq seq NN cord-277648-9kxwkcbl 64 26 data datum NNS cord-277648-9kxwkcbl 64 27 of of IN cord-277648-9kxwkcbl 64 28 the the DT cord-277648-9kxwkcbl 64 29 lung lung NN cord-277648-9kxwkcbl 64 30 . . . cord-277648-9kxwkcbl 65 1 After after IN cord-277648-9kxwkcbl 65 2 preprocessing preprocesse VBG cord-277648-9kxwkcbl 65 3 raw raw JJ cord-277648-9kxwkcbl 65 4 BALF BALF NNP cord-277648-9kxwkcbl 65 5 gene gene NN cord-277648-9kxwkcbl 65 6 - - HYPH cord-277648-9kxwkcbl 65 7 barcode barcode NN cord-277648-9kxwkcbl 65 8 matrices matrix NNS cord-277648-9kxwkcbl 65 9 , , , cord-277648-9kxwkcbl 65 10 a a DT cord-277648-9kxwkcbl 65 11 filtered filter VBN cord-277648-9kxwkcbl 65 12 dataset dataset NN cord-277648-9kxwkcbl 65 13 consisting consisting NN cord-277648-9kxwkcbl 65 14 of of IN cord-277648-9kxwkcbl 65 15 66,452 66,452 CD cord-277648-9kxwkcbl 65 16 cells cell NNS cord-277648-9kxwkcbl 65 17 was be VBD cord-277648-9kxwkcbl 65 18 clustered cluster VBN cord-277648-9kxwkcbl 65 19 using use VBG cord-277648-9kxwkcbl 65 20 Seurat Seurat NNP cord-277648-9kxwkcbl 65 21 and and CC cord-277648-9kxwkcbl 65 22 visualized visualize VBN cord-277648-9kxwkcbl 65 23 by by IN cord-277648-9kxwkcbl 65 24 uniform uniform JJ cord-277648-9kxwkcbl 65 25 manifold manifold JJ cord-277648-9kxwkcbl 65 26 approximation approximation NN cord-277648-9kxwkcbl 65 27 and and CC cord-277648-9kxwkcbl 65 28 projection projection NN cord-277648-9kxwkcbl 65 29 ( ( -LRB- cord-277648-9kxwkcbl 65 30 UMAP UMAP NNP cord-277648-9kxwkcbl 65 31 ) ) -RRB- cord-277648-9kxwkcbl 65 32 , , , cord-277648-9kxwkcbl 65 33 as as IN cord-277648-9kxwkcbl 65 34 shown show VBN cord-277648-9kxwkcbl 65 35 in in IN cord-277648-9kxwkcbl 65 36 Figure Figure NNP cord-277648-9kxwkcbl 65 37 1A 1a CD cord-277648-9kxwkcbl 65 38 . . . cord-277648-9kxwkcbl 66 1 A a DT cord-277648-9kxwkcbl 66 2 total total NN cord-277648-9kxwkcbl 66 3 of of IN cord-277648-9kxwkcbl 66 4 33 33 CD cord-277648-9kxwkcbl 66 5 clusters cluster NNS cord-277648-9kxwkcbl 66 6 were be VBD cord-277648-9kxwkcbl 66 7 identified identify VBN cord-277648-9kxwkcbl 66 8 showing show VBG cord-277648-9kxwkcbl 66 9 distinct distinct JJ cord-277648-9kxwkcbl 66 10 separation separation NN cord-277648-9kxwkcbl 66 11 in in IN cord-277648-9kxwkcbl 66 12 a a DT cord-277648-9kxwkcbl 66 13 two two CD cord-277648-9kxwkcbl 66 14 - - HYPH cord-277648-9kxwkcbl 66 15 dimensional dimensional JJ cord-277648-9kxwkcbl 66 16 UMAP umap JJ cord-277648-9kxwkcbl 66 17 space space NN cord-277648-9kxwkcbl 66 18 . . . cord-277648-9kxwkcbl 67 1 Annotation annotation NN cord-277648-9kxwkcbl 67 2 of of IN cord-277648-9kxwkcbl 67 3 these these DT cord-277648-9kxwkcbl 67 4 clusters cluster NNS cord-277648-9kxwkcbl 67 5 based base VBN cord-277648-9kxwkcbl 67 6 on on IN cord-277648-9kxwkcbl 67 7 the the DT cord-277648-9kxwkcbl 67 8 expression expression NN cord-277648-9kxwkcbl 67 9 of of IN cord-277648-9kxwkcbl 67 10 canonical canonical JJ cord-277648-9kxwkcbl 67 11 cell cell NN cord-277648-9kxwkcbl 67 12 type type NN cord-277648-9kxwkcbl 67 13 markers marker NNS cord-277648-9kxwkcbl 67 14 showed show VBD cord-277648-9kxwkcbl 67 15 the the DT cord-277648-9kxwkcbl 67 16 presence presence NN cord-277648-9kxwkcbl 67 17 of of IN cord-277648-9kxwkcbl 67 18 myeloid myeloid NN cord-277648-9kxwkcbl 67 19 cells cell NNS cord-277648-9kxwkcbl 67 20 , , , cord-277648-9kxwkcbl 67 21 lymphoid lymphoid JJ cord-277648-9kxwkcbl 67 22 cells cell NNS cord-277648-9kxwkcbl 67 23 , , , cord-277648-9kxwkcbl 67 24 and and CC cord-277648-9kxwkcbl 67 25 epithelial epithelial JJ cord-277648-9kxwkcbl 67 26 cells cell NNS cord-277648-9kxwkcbl 67 27 , , , cord-277648-9kxwkcbl 67 28 closely closely RB cord-277648-9kxwkcbl 67 29 matching match VBG cord-277648-9kxwkcbl 67 30 the the DT cord-277648-9kxwkcbl 67 31 cell cell NN cord-277648-9kxwkcbl 67 32 types type NNS cord-277648-9kxwkcbl 67 33 found find VBN cord-277648-9kxwkcbl 67 34 by by IN cord-277648-9kxwkcbl 67 35 the the DT cord-277648-9kxwkcbl 67 36 original original JJ cord-277648-9kxwkcbl 67 37 publication publication NN cord-277648-9kxwkcbl 67 38 [ [ -LRB- cord-277648-9kxwkcbl 67 39 27 27 CD cord-277648-9kxwkcbl 67 40 ] ] -RRB- cord-277648-9kxwkcbl 67 41 . . . cord-277648-9kxwkcbl 68 1 Of of IN cord-277648-9kxwkcbl 68 2 13 13 CD cord-277648-9kxwkcbl 68 3 annotated annotated JJ cord-277648-9kxwkcbl 68 4 cell cell NN cord-277648-9kxwkcbl 68 5 types type NNS cord-277648-9kxwkcbl 68 6 , , , cord-277648-9kxwkcbl 68 7 12 12 CD cord-277648-9kxwkcbl 68 8 contained contain VBD cord-277648-9kxwkcbl 68 9 cells cell NNS cord-277648-9kxwkcbl 68 10 from from IN cord-277648-9kxwkcbl 68 11 moderate moderate JJ cord-277648-9kxwkcbl 68 12 , , , cord-277648-9kxwkcbl 68 13 severe severe JJ cord-277648-9kxwkcbl 68 14 , , , cord-277648-9kxwkcbl 68 15 and and CC cord-277648-9kxwkcbl 68 16 control control NN cord-277648-9kxwkcbl 68 17 donors donor NNS cord-277648-9kxwkcbl 68 18 , , , cord-277648-9kxwkcbl 68 19 with with IN cord-277648-9kxwkcbl 68 20 the the DT cord-277648-9kxwkcbl 68 21 exception exception NN cord-277648-9kxwkcbl 68 22 of of IN cord-277648-9kxwkcbl 68 23 plasma plasma NN cord-277648-9kxwkcbl 68 24 cells cell NNS cord-277648-9kxwkcbl 68 25 which which WDT cord-277648-9kxwkcbl 68 26 were be VBD cord-277648-9kxwkcbl 68 27 not not RB cord-277648-9kxwkcbl 68 28 recovered recover VBN cord-277648-9kxwkcbl 68 29 from from IN cord-277648-9kxwkcbl 68 30 moderate moderate JJ cord-277648-9kxwkcbl 68 31 donors donor NNS cord-277648-9kxwkcbl 68 32 ( ( -LRB- cord-277648-9kxwkcbl 68 33 Figure figure NN cord-277648-9kxwkcbl 68 34 S1A s1a NN cord-277648-9kxwkcbl 68 35 ) ) -RRB- cord-277648-9kxwkcbl 68 36 . . . cord-277648-9kxwkcbl 69 1 Compositional compositional JJ cord-277648-9kxwkcbl 69 2 changes change NNS cord-277648-9kxwkcbl 69 3 across across IN cord-277648-9kxwkcbl 69 4 disease disease NN cord-277648-9kxwkcbl 69 5 severity severity NN cord-277648-9kxwkcbl 69 6 categories category NNS cord-277648-9kxwkcbl 69 7 were be VBD cord-277648-9kxwkcbl 69 8 assessed assess VBN cord-277648-9kxwkcbl 69 9 by by IN cord-277648-9kxwkcbl 69 10 z z NN cord-277648-9kxwkcbl 69 11 - - HYPH cord-277648-9kxwkcbl 69 12 scored score VBN cord-277648-9kxwkcbl 69 13 percentages percentage NNS cord-277648-9kxwkcbl 69 14 of of IN cord-277648-9kxwkcbl 69 15 cell cell NN cord-277648-9kxwkcbl 69 16 types type NNS cord-277648-9kxwkcbl 69 17 in in IN cord-277648-9kxwkcbl 69 18 each each DT cord-277648-9kxwkcbl 69 19 donor donor NN cord-277648-9kxwkcbl 69 20 sample sample NN cord-277648-9kxwkcbl 69 21 . . . cord-277648-9kxwkcbl 70 1 Analyzing analyze VBG cord-277648-9kxwkcbl 70 2 BALF BALF NNP cord-277648-9kxwkcbl 70 3 compositional compositional JJ cord-277648-9kxwkcbl 70 4 changes change NNS cord-277648-9kxwkcbl 70 5 showed show VBD cord-277648-9kxwkcbl 70 6 trends trend NNS cord-277648-9kxwkcbl 70 7 of of IN cord-277648-9kxwkcbl 70 8 increased increase VBN cord-277648-9kxwkcbl 70 9 donor donor NN cord-277648-9kxwkcbl 70 10 specific specific JJ cord-277648-9kxwkcbl 70 11 percentages percentage NNS cord-277648-9kxwkcbl 70 12 of of IN cord-277648-9kxwkcbl 70 13 NK NK NNP cord-277648-9kxwkcbl 70 14 cells cell NNS cord-277648-9kxwkcbl 70 15 , , , cord-277648-9kxwkcbl 70 16 mixed mix VBN cord-277648-9kxwkcbl 70 17 T t NN cord-277648-9kxwkcbl 70 18 cells cell NNS cord-277648-9kxwkcbl 70 19 , , , cord-277648-9kxwkcbl 70 20 and and CC cord-277648-9kxwkcbl 70 21 plasmacytoid plasmacytoid NNP cord-277648-9kxwkcbl 70 22 dendritic dendritic JJ cord-277648-9kxwkcbl 70 23 cells cell NNS cord-277648-9kxwkcbl 70 24 ( ( -LRB- cord-277648-9kxwkcbl 70 25 pDCs pDCs NNP cord-277648-9kxwkcbl 70 26 ) ) -RRB- cord-277648-9kxwkcbl 70 27 in in IN cord-277648-9kxwkcbl 70 28 moderate moderate JJ cord-277648-9kxwkcbl 70 29 donors donor NNS cord-277648-9kxwkcbl 70 30 over over IN cord-277648-9kxwkcbl 70 31 control control NN cord-277648-9kxwkcbl 70 32 and and CC cord-277648-9kxwkcbl 70 33 severe severe JJ cord-277648-9kxwkcbl 70 34 donors donor NNS cord-277648-9kxwkcbl 70 35 as as IN cord-277648-9kxwkcbl 70 36 displayed display VBN cord-277648-9kxwkcbl 70 37 in in IN cord-277648-9kxwkcbl 70 38 the the DT cord-277648-9kxwkcbl 70 39 Figure figure NN cord-277648-9kxwkcbl 70 40 1A 1a NN cord-277648-9kxwkcbl 70 41 heatmap heatmap NN cord-277648-9kxwkcbl 70 42 . . . cord-277648-9kxwkcbl 71 1 We -PRON- PRP cord-277648-9kxwkcbl 71 2 next next RB cord-277648-9kxwkcbl 71 3 preprocessed preprocesse VBD cord-277648-9kxwkcbl 71 4 raw raw JJ cord-277648-9kxwkcbl 71 5 PBMC PBMC NNP cord-277648-9kxwkcbl 71 6 gene gene NN cord-277648-9kxwkcbl 71 7 - - HYPH cord-277648-9kxwkcbl 71 8 barcode barcode NN cord-277648-9kxwkcbl 71 9 matrices matrix NNS cord-277648-9kxwkcbl 71 10 , , , cord-277648-9kxwkcbl 71 11 resulting result VBG cord-277648-9kxwkcbl 71 12 in in IN cord-277648-9kxwkcbl 71 13 a a DT cord-277648-9kxwkcbl 71 14 filtered filter VBN cord-277648-9kxwkcbl 71 15 dataset dataset NN cord-277648-9kxwkcbl 71 16 of of IN cord-277648-9kxwkcbl 71 17 31,957 31,957 CD cord-277648-9kxwkcbl 71 18 cells cell NNS cord-277648-9kxwkcbl 71 19 . . . cord-277648-9kxwkcbl 72 1 The the DT cord-277648-9kxwkcbl 72 2 blood blood NN cord-277648-9kxwkcbl 72 3 single single JJ cord-277648-9kxwkcbl 72 4 - - HYPH cord-277648-9kxwkcbl 72 5 cell cell NN cord-277648-9kxwkcbl 72 6 landscape landscape NN cord-277648-9kxwkcbl 72 7 was be VBD cord-277648-9kxwkcbl 72 8 visualized visualize VBN cord-277648-9kxwkcbl 72 9 by by IN cord-277648-9kxwkcbl 72 10 UMAP UMAP NNP cord-277648-9kxwkcbl 72 11 ( ( -LRB- cord-277648-9kxwkcbl 72 12 Figure figure NN cord-277648-9kxwkcbl 72 13 1B 1b CD cord-277648-9kxwkcbl 72 14 ) ) -RRB- cord-277648-9kxwkcbl 72 15 . . . cord-277648-9kxwkcbl 73 1 A a DT cord-277648-9kxwkcbl 73 2 total total NN cord-277648-9kxwkcbl 73 3 of of IN cord-277648-9kxwkcbl 73 4 26 26 CD cord-277648-9kxwkcbl 73 5 clusters cluster NNS cord-277648-9kxwkcbl 73 6 were be VBD cord-277648-9kxwkcbl 73 7 identified identify VBN cord-277648-9kxwkcbl 73 8 , , , cord-277648-9kxwkcbl 73 9 showing show VBG cord-277648-9kxwkcbl 73 10 distinct distinct JJ cord-277648-9kxwkcbl 73 11 populations population NNS cord-277648-9kxwkcbl 73 12 in in IN cord-277648-9kxwkcbl 73 13 a a DT cord-277648-9kxwkcbl 73 14 two two CD cord-277648-9kxwkcbl 73 15 - - HYPH cord-277648-9kxwkcbl 73 16 dimensional dimensional JJ cord-277648-9kxwkcbl 73 17 UMAP umap JJ cord-277648-9kxwkcbl 73 18 space space NN cord-277648-9kxwkcbl 73 19 . . . cord-277648-9kxwkcbl 74 1 Annotation annotation NN cord-277648-9kxwkcbl 74 2 of of IN cord-277648-9kxwkcbl 74 3 these these DT cord-277648-9kxwkcbl 74 4 clusters cluster NNS cord-277648-9kxwkcbl 74 5 revealed reveal VBD cord-277648-9kxwkcbl 74 6 the the DT cord-277648-9kxwkcbl 74 7 presence presence NN cord-277648-9kxwkcbl 74 8 of of IN cord-277648-9kxwkcbl 74 9 myeloid myeloid NN cord-277648-9kxwkcbl 74 10 cells cell NNS cord-277648-9kxwkcbl 74 11 and and CC cord-277648-9kxwkcbl 74 12 lymphoid lymphoid JJ cord-277648-9kxwkcbl 74 13 cells cell NNS cord-277648-9kxwkcbl 74 14 , , , cord-277648-9kxwkcbl 74 15 roughly roughly RB cord-277648-9kxwkcbl 74 16 matching match VBG cord-277648-9kxwkcbl 74 17 the the DT cord-277648-9kxwkcbl 74 18 cell cell NN cord-277648-9kxwkcbl 74 19 types type NNS cord-277648-9kxwkcbl 74 20 found find VBN cord-277648-9kxwkcbl 74 21 by by IN cord-277648-9kxwkcbl 74 22 in in IN cord-277648-9kxwkcbl 74 23 the the DT cord-277648-9kxwkcbl 74 24 original original JJ cord-277648-9kxwkcbl 74 25 publication publication NN cord-277648-9kxwkcbl 74 26 using use VBG cord-277648-9kxwkcbl 74 27 a a DT cord-277648-9kxwkcbl 74 28 different different JJ cord-277648-9kxwkcbl 74 29 method method NN cord-277648-9kxwkcbl 74 30 [ [ -LRB- cord-277648-9kxwkcbl 74 31 32 32 CD cord-277648-9kxwkcbl 74 32 ] ] -RRB- cord-277648-9kxwkcbl 74 33 . . . cord-277648-9kxwkcbl 75 1 We -PRON- PRP cord-277648-9kxwkcbl 75 2 termed term VBD cord-277648-9kxwkcbl 75 3 the the DT cord-277648-9kxwkcbl 75 4 blood blood NN cord-277648-9kxwkcbl 75 5 cells cell NNS cord-277648-9kxwkcbl 75 6 observed observe VBN cord-277648-9kxwkcbl 75 7 in in IN cord-277648-9kxwkcbl 75 8 this this DT cord-277648-9kxwkcbl 75 9 dataset dataset NN cord-277648-9kxwkcbl 75 10 as as IN cord-277648-9kxwkcbl 75 11 " " `` cord-277648-9kxwkcbl 75 12 PBMCs PBMCs NNP cord-277648-9kxwkcbl 75 13 " " '' cord-277648-9kxwkcbl 75 14 , , , cord-277648-9kxwkcbl 75 15 although although IN cord-277648-9kxwkcbl 75 16 cell cell NN cord-277648-9kxwkcbl 75 17 type type NN cord-277648-9kxwkcbl 75 18 annotation annotation NN cord-277648-9kxwkcbl 75 19 revealed reveal VBD cord-277648-9kxwkcbl 75 20 the the DT cord-277648-9kxwkcbl 75 21 presence presence NN cord-277648-9kxwkcbl 75 22 of of IN cord-277648-9kxwkcbl 75 23 anuclear anuclear JJ cord-277648-9kxwkcbl 75 24 platelets platelet NNS cord-277648-9kxwkcbl 75 25 and and CC cord-277648-9kxwkcbl 75 26 erythrocytes erythrocyte NNS cord-277648-9kxwkcbl 75 27 , , , cord-277648-9kxwkcbl 75 28 as as RB cord-277648-9kxwkcbl 75 29 well well RB cord-277648-9kxwkcbl 75 30 as as IN cord-277648-9kxwkcbl 75 31 polymorphonuclear polymorphonuclear JJ cord-277648-9kxwkcbl 75 32 basophils basophil NNS cord-277648-9kxwkcbl 75 33 and and CC cord-277648-9kxwkcbl 75 34 neutrophils neutrophil NNS cord-277648-9kxwkcbl 75 35 . . . cord-277648-9kxwkcbl 76 1 All all DT cord-277648-9kxwkcbl 76 2 20 20 CD cord-277648-9kxwkcbl 76 3 annotated annotated JJ cord-277648-9kxwkcbl 76 4 cell cell NN cord-277648-9kxwkcbl 76 5 types type NNS cord-277648-9kxwkcbl 76 6 contained contain VBD cord-277648-9kxwkcbl 76 7 cells cell NNS cord-277648-9kxwkcbl 76 8 from from IN cord-277648-9kxwkcbl 76 9 ARDS ARDS NNP cord-277648-9kxwkcbl 76 10 , , , cord-277648-9kxwkcbl 76 11 non non NNP cord-277648-9kxwkcbl 76 12 - - NNP cord-277648-9kxwkcbl 76 13 ARDS ARDS NNP cord-277648-9kxwkcbl 76 14 , , , cord-277648-9kxwkcbl 76 15 and and CC cord-277648-9kxwkcbl 76 16 control control NN cord-277648-9kxwkcbl 76 17 donors donor NNS cord-277648-9kxwkcbl 76 18 ( ( -LRB- cord-277648-9kxwkcbl 76 19 Figure figure NN cord-277648-9kxwkcbl 76 20 S1D s1d NN cord-277648-9kxwkcbl 76 21 ) ) -RRB- cord-277648-9kxwkcbl 76 22 . . . cord-277648-9kxwkcbl 77 1 Cluster cluster NN cord-277648-9kxwkcbl 77 2 16 16 CD cord-277648-9kxwkcbl 78 1 ( ( -LRB- cord-277648-9kxwkcbl 78 2 CD14+/CD3D+/IGHG4 CD14+/CD3D+/IGHG4 NNP cord-277648-9kxwkcbl 78 3 + + CD cord-277648-9kxwkcbl 78 4 ) ) -RRB- cord-277648-9kxwkcbl 78 5 was be VBD cord-277648-9kxwkcbl 78 6 annotated annotate VBN cord-277648-9kxwkcbl 78 7 as as IN cord-277648-9kxwkcbl 78 8 probable probable JJ cord-277648-9kxwkcbl 78 9 doublets doublet NNS cord-277648-9kxwkcbl 78 10 using use VBG cord-277648-9kxwkcbl 78 11 the the DT cord-277648-9kxwkcbl 78 12 marker marker NN cord-277648-9kxwkcbl 78 13 gene gene NN cord-277648-9kxwkcbl 78 14 panel panel NN cord-277648-9kxwkcbl 78 15 shown show VBN cord-277648-9kxwkcbl 78 16 in in IN cord-277648-9kxwkcbl 78 17 Figure figure NN cord-277648-9kxwkcbl 78 18 S1F s1f CD cord-277648-9kxwkcbl 78 19 . . . cord-277648-9kxwkcbl 79 1 Analyzing analyze VBG cord-277648-9kxwkcbl 79 2 PBMC PBMC NNP cord-277648-9kxwkcbl 79 3 compositional compositional JJ cord-277648-9kxwkcbl 79 4 changes change NNS cord-277648-9kxwkcbl 79 5 across across IN cord-277648-9kxwkcbl 79 6 severity severity NN cord-277648-9kxwkcbl 79 7 categories category NNS cord-277648-9kxwkcbl 79 8 using use VBG cord-277648-9kxwkcbl 79 9 z z VB cord-277648-9kxwkcbl 79 10 - - HYPH cord-277648-9kxwkcbl 79 11 scored score VBN cord-277648-9kxwkcbl 79 12 percentages percentage NNS cord-277648-9kxwkcbl 79 13 as as IN cord-277648-9kxwkcbl 79 14 described describe VBN cord-277648-9kxwkcbl 79 15 above above RB cord-277648-9kxwkcbl 79 16 , , , cord-277648-9kxwkcbl 79 17 we -PRON- PRP cord-277648-9kxwkcbl 79 18 observed observe VBD cord-277648-9kxwkcbl 79 19 trends trend NNS cord-277648-9kxwkcbl 79 20 indicating indicate VBG cord-277648-9kxwkcbl 79 21 a a DT cord-277648-9kxwkcbl 79 22 decrease decrease NN cord-277648-9kxwkcbl 79 23 in in IN cord-277648-9kxwkcbl 79 24 erythrocyte erythrocyte NN cord-277648-9kxwkcbl 79 25 and and CC cord-277648-9kxwkcbl 79 26 CD8 CD8 NNP cord-277648-9kxwkcbl 79 27 + + CC cord-277648-9kxwkcbl 79 28 effector effector NN cord-277648-9kxwkcbl 79 29 memory memory NN cord-277648-9kxwkcbl 79 30 T T NNP cord-277648-9kxwkcbl 79 31 cell cell NN cord-277648-9kxwkcbl 79 32 percentages percentage NNS cord-277648-9kxwkcbl 79 33 as as RB cord-277648-9kxwkcbl 79 34 well well RB cord-277648-9kxwkcbl 79 35 as as IN cord-277648-9kxwkcbl 79 36 an an DT cord-277648-9kxwkcbl 79 37 expansion expansion NN cord-277648-9kxwkcbl 79 38 of of IN cord-277648-9kxwkcbl 79 39 plasma plasma NN cord-277648-9kxwkcbl 79 40 cells cell NNS cord-277648-9kxwkcbl 79 41 and and CC cord-277648-9kxwkcbl 79 42 proliferating proliferate VBG cord-277648-9kxwkcbl 79 43 plasma plasma NN cord-277648-9kxwkcbl 79 44 cells cell NNS cord-277648-9kxwkcbl 79 45 in in IN cord-277648-9kxwkcbl 79 46 both both CC cord-277648-9kxwkcbl 79 47 ARDS ARDS NNP cord-277648-9kxwkcbl 79 48 and and CC cord-277648-9kxwkcbl 79 49 non non NNP cord-277648-9kxwkcbl 79 50 - - JJ cord-277648-9kxwkcbl 79 51 ARDS ARDS NNP cord-277648-9kxwkcbl 79 52 patients patient NNS cord-277648-9kxwkcbl 79 53 compared compare VBN cord-277648-9kxwkcbl 79 54 to to TO cord-277648-9kxwkcbl 79 55 control control VB cord-277648-9kxwkcbl 79 56 donors donor NNS cord-277648-9kxwkcbl 79 57 . . . cord-277648-9kxwkcbl 80 1 To to TO cord-277648-9kxwkcbl 80 2 examine examine VB cord-277648-9kxwkcbl 80 3 the the DT cord-277648-9kxwkcbl 80 4 population population NN cord-277648-9kxwkcbl 80 5 of of IN cord-277648-9kxwkcbl 80 6 NK NK NNP cord-277648-9kxwkcbl 80 7 and and CC cord-277648-9kxwkcbl 80 8 T T NNP cord-277648-9kxwkcbl 80 9 cells cell NNS cord-277648-9kxwkcbl 80 10 in in IN cord-277648-9kxwkcbl 80 11 the the DT cord-277648-9kxwkcbl 80 12 BALF BALF NNP cord-277648-9kxwkcbl 80 13 at at IN cord-277648-9kxwkcbl 80 14 finer fine JJR cord-277648-9kxwkcbl 80 15 resolution resolution NN cord-277648-9kxwkcbl 80 16 , , , cord-277648-9kxwkcbl 80 17 we -PRON- PRP cord-277648-9kxwkcbl 80 18 performed perform VBD cord-277648-9kxwkcbl 80 19 iterative iterative JJ cord-277648-9kxwkcbl 80 20 data data NN cord-277648-9kxwkcbl 80 21 integration integration NN cord-277648-9kxwkcbl 80 22 on on IN cord-277648-9kxwkcbl 80 23 the the DT cord-277648-9kxwkcbl 80 24 " " `` cord-277648-9kxwkcbl 80 25 NK NK NNP cord-277648-9kxwkcbl 80 26 " " '' cord-277648-9kxwkcbl 80 27 , , , cord-277648-9kxwkcbl 80 28 " " `` cord-277648-9kxwkcbl 80 29 Mixed mixed JJ cord-277648-9kxwkcbl 80 30 T t NN cord-277648-9kxwkcbl 80 31 " " '' cord-277648-9kxwkcbl 80 32 , , , cord-277648-9kxwkcbl 80 33 and and CC cord-277648-9kxwkcbl 80 34 " " `` cord-277648-9kxwkcbl 80 35 Proliferating proliferate VBG cord-277648-9kxwkcbl 80 36 T t NN cord-277648-9kxwkcbl 80 37 " " '' cord-277648-9kxwkcbl 80 38 populations population NNS cord-277648-9kxwkcbl 80 39 , , , cord-277648-9kxwkcbl 80 40 using use VBG cord-277648-9kxwkcbl 80 41 5 5 CD cord-277648-9kxwkcbl 80 42 severe severe JJ cord-277648-9kxwkcbl 80 43 donors donor NNS cord-277648-9kxwkcbl 80 44 , , , cord-277648-9kxwkcbl 80 45 3 3 CD cord-277648-9kxwkcbl 80 46 moderate moderate JJ cord-277648-9kxwkcbl 80 47 donors donor NNS cord-277648-9kxwkcbl 80 48 , , , cord-277648-9kxwkcbl 80 49 and and CC cord-277648-9kxwkcbl 80 50 3 3 CD cord-277648-9kxwkcbl 80 51 healthy healthy JJ cord-277648-9kxwkcbl 80 52 control control NN cord-277648-9kxwkcbl 80 53 donors donor NNS cord-277648-9kxwkcbl 80 54 . . . cord-277648-9kxwkcbl 81 1 Severe severe JJ cord-277648-9kxwkcbl 81 2 donor donor NN cord-277648-9kxwkcbl 81 3 S3 s3 NN cord-277648-9kxwkcbl 81 4 and and CC cord-277648-9kxwkcbl 81 5 healthy healthy JJ cord-277648-9kxwkcbl 81 6 control control NN cord-277648-9kxwkcbl 81 7 donor donor NN cord-277648-9kxwkcbl 81 8 HC2 HC2 NNP cord-277648-9kxwkcbl 81 9 were be VBD cord-277648-9kxwkcbl 81 10 omitted omit VBN cord-277648-9kxwkcbl 81 11 as as IN cord-277648-9kxwkcbl 81 12 a a DT cord-277648-9kxwkcbl 81 13 consequence consequence NN cord-277648-9kxwkcbl 81 14 of of IN cord-277648-9kxwkcbl 81 15 having have VBG cord-277648-9kxwkcbl 81 16 too too RB cord-277648-9kxwkcbl 81 17 few few JJ cord-277648-9kxwkcbl 81 18 NK NK NNP cord-277648-9kxwkcbl 81 19 and and CC cord-277648-9kxwkcbl 81 20 T t NN cord-277648-9kxwkcbl 81 21 cells cell NNS cord-277648-9kxwkcbl 81 22 to to TO cord-277648-9kxwkcbl 81 23 allow allow VB cord-277648-9kxwkcbl 81 24 integration integration NN cord-277648-9kxwkcbl 81 25 and and CC cord-277648-9kxwkcbl 81 26 alignment alignment NN cord-277648-9kxwkcbl 81 27 . . . cord-277648-9kxwkcbl 82 1 After after IN cord-277648-9kxwkcbl 82 2 reintegration reintegration NN cord-277648-9kxwkcbl 82 3 , , , cord-277648-9kxwkcbl 82 4 a a DT cord-277648-9kxwkcbl 82 5 total total NN cord-277648-9kxwkcbl 82 6 of of IN cord-277648-9kxwkcbl 82 7 8,832 8,832 CD cord-277648-9kxwkcbl 82 8 NK NK NNP cord-277648-9kxwkcbl 82 9 and and CC cord-277648-9kxwkcbl 82 10 T t NN cord-277648-9kxwkcbl 82 11 cells cell NNS cord-277648-9kxwkcbl 82 12 were be VBD cord-277648-9kxwkcbl 82 13 visualized visualize VBN cord-277648-9kxwkcbl 82 14 via via IN cord-277648-9kxwkcbl 82 15 UMAP UMAP NNP cord-277648-9kxwkcbl 82 16 ( ( -LRB- cord-277648-9kxwkcbl 82 17 Figure figure NN cord-277648-9kxwkcbl 82 18 1C 1c NN cord-277648-9kxwkcbl 82 19 ) ) -RRB- cord-277648-9kxwkcbl 82 20 . . . cord-277648-9kxwkcbl 83 1 A a DT cord-277648-9kxwkcbl 83 2 total total NN cord-277648-9kxwkcbl 83 3 of of IN cord-277648-9kxwkcbl 83 4 14 14 CD cord-277648-9kxwkcbl 83 5 clusters cluster NNS cord-277648-9kxwkcbl 83 6 were be VBD cord-277648-9kxwkcbl 83 7 identified identify VBN cord-277648-9kxwkcbl 83 8 , , , cord-277648-9kxwkcbl 83 9 which which WDT cord-277648-9kxwkcbl 83 10 were be VBD cord-277648-9kxwkcbl 83 11 annotated annotate VBN cord-277648-9kxwkcbl 83 12 according accord VBG cord-277648-9kxwkcbl 83 13 to to IN cord-277648-9kxwkcbl 83 14 8 8 CD cord-277648-9kxwkcbl 83 15 distinct distinct JJ cord-277648-9kxwkcbl 83 16 cell cell NN cord-277648-9kxwkcbl 83 17 type type NN cord-277648-9kxwkcbl 83 18 labels label NNS cord-277648-9kxwkcbl 83 19 with with IN cord-277648-9kxwkcbl 83 20 additional additional JJ cord-277648-9kxwkcbl 83 21 cluster cluster NN cord-277648-9kxwkcbl 83 22 13 13 CD cord-277648-9kxwkcbl 83 23 labeled label VBN cord-277648-9kxwkcbl 83 24 as as IN cord-277648-9kxwkcbl 83 25 " " `` cord-277648-9kxwkcbl 83 26 uncertain uncertain JJ cord-277648-9kxwkcbl 83 27 " " '' cord-277648-9kxwkcbl 83 28 and and CC cord-277648-9kxwkcbl 83 29 clusters cluster NNS cord-277648-9kxwkcbl 83 30 6 6 CD cord-277648-9kxwkcbl 83 31 ( ( -LRB- cord-277648-9kxwkcbl 83 32 CD3D+/CD68 cd3d+/cd68 NN cord-277648-9kxwkcbl 83 33 + + SYM cord-277648-9kxwkcbl 83 34 ) ) -RRB- cord-277648-9kxwkcbl 83 35 and and CC cord-277648-9kxwkcbl 83 36 12 12 CD cord-277648-9kxwkcbl 83 37 ( ( -LRB- cord-277648-9kxwkcbl 83 38 CD3D+/FCGR3B+ cd3d+/fcgr3b+ NN cord-277648-9kxwkcbl 83 39 ) ) -RRB- cord-277648-9kxwkcbl 83 40 classified classify VBN cord-277648-9kxwkcbl 83 41 as as IN cord-277648-9kxwkcbl 83 42 probable probable JJ cord-277648-9kxwkcbl 83 43 doublets doublet NNS cord-277648-9kxwkcbl 83 44 using use VBG cord-277648-9kxwkcbl 83 45 the the DT cord-277648-9kxwkcbl 83 46 marker marker NN cord-277648-9kxwkcbl 83 47 gene gene NN cord-277648-9kxwkcbl 83 48 panel panel NN cord-277648-9kxwkcbl 83 49 shown show VBN cord-277648-9kxwkcbl 83 50 in in IN cord-277648-9kxwkcbl 83 51 Figure figure NN cord-277648-9kxwkcbl 83 52 S1I s1i NN cord-277648-9kxwkcbl 83 53 ) ) -RRB- cord-277648-9kxwkcbl 83 54 . . . cord-277648-9kxwkcbl 84 1 Analyzing analyze VBG cord-277648-9kxwkcbl 84 2 NK NK NNP cord-277648-9kxwkcbl 84 3 and and CC cord-277648-9kxwkcbl 84 4 T T NNP cord-277648-9kxwkcbl 84 5 cell cell NN cord-277648-9kxwkcbl 84 6 compositional compositional JJ cord-277648-9kxwkcbl 84 7 changes change NNS cord-277648-9kxwkcbl 84 8 across across IN cord-277648-9kxwkcbl 84 9 severity severity NN cord-277648-9kxwkcbl 84 10 categories category NNS cord-277648-9kxwkcbl 84 11 , , , cord-277648-9kxwkcbl 84 12 we -PRON- PRP cord-277648-9kxwkcbl 84 13 observed observe VBD cord-277648-9kxwkcbl 84 14 trends trend NNS cord-277648-9kxwkcbl 84 15 indicating indicate VBG cord-277648-9kxwkcbl 84 16 expansion expansion NN cord-277648-9kxwkcbl 84 17 of of IN cord-277648-9kxwkcbl 84 18 CD4 CD4 NNP cord-277648-9kxwkcbl 84 19 + + CC cord-277648-9kxwkcbl 84 20 naive naive JJ cord-277648-9kxwkcbl 84 21 T T NNP cord-277648-9kxwkcbl 84 22 and and CC cord-277648-9kxwkcbl 84 23 CD4 CD4 NNP cord-277648-9kxwkcbl 84 24 + + CC cord-277648-9kxwkcbl 84 25 effector effector VB cord-277648-9kxwkcbl 84 26 Treg Treg NNP cord-277648-9kxwkcbl 84 27 cells cell NNS cord-277648-9kxwkcbl 84 28 in in IN cord-277648-9kxwkcbl 84 29 moderate moderate JJ cord-277648-9kxwkcbl 84 30 donors donor NNS cord-277648-9kxwkcbl 84 31 compared compare VBN cord-277648-9kxwkcbl 84 32 to to IN cord-277648-9kxwkcbl 84 33 severe severe JJ cord-277648-9kxwkcbl 84 34 and and CC cord-277648-9kxwkcbl 84 35 control control NN cord-277648-9kxwkcbl 84 36 donors donor NNS cord-277648-9kxwkcbl 84 37 . . . cord-277648-9kxwkcbl 85 1 The the DT cord-277648-9kxwkcbl 85 2 distinctive distinctive JJ cord-277648-9kxwkcbl 85 3 heterogeneity heterogeneity NN cord-277648-9kxwkcbl 85 4 observed observe VBN cord-277648-9kxwkcbl 85 5 in in IN cord-277648-9kxwkcbl 85 6 mononuclear mononuclear JJ cord-277648-9kxwkcbl 85 7 phagocytes phagocyte NNS cord-277648-9kxwkcbl 85 8 ( ( -LRB- cord-277648-9kxwkcbl 85 9 MPs MPs NNP cord-277648-9kxwkcbl 85 10 ) ) -RRB- cord-277648-9kxwkcbl 85 11 of of IN cord-277648-9kxwkcbl 85 12 the the DT cord-277648-9kxwkcbl 85 13 BALF BALF NNP cord-277648-9kxwkcbl 85 14 seen see VBN cord-277648-9kxwkcbl 85 15 in in IN cord-277648-9kxwkcbl 85 16 Figure Figure NNP cord-277648-9kxwkcbl 85 17 1A 1a NN cord-277648-9kxwkcbl 85 18 led lead VBD cord-277648-9kxwkcbl 85 19 us -PRON- PRP cord-277648-9kxwkcbl 85 20 to to TO cord-277648-9kxwkcbl 85 21 address address VB cord-277648-9kxwkcbl 85 22 severity severity NN cord-277648-9kxwkcbl 85 23 - - HYPH cord-277648-9kxwkcbl 85 24 specific specific JJ cord-277648-9kxwkcbl 85 25 changes change NNS cord-277648-9kxwkcbl 85 26 in in IN cord-277648-9kxwkcbl 85 27 individual individual JJ cord-277648-9kxwkcbl 85 28 MP MP NNP cord-277648-9kxwkcbl 85 29 populations population NNS cord-277648-9kxwkcbl 85 30 . . . cord-277648-9kxwkcbl 86 1 We -PRON- PRP cord-277648-9kxwkcbl 86 2 again again RB cord-277648-9kxwkcbl 86 3 performed perform VBD cord-277648-9kxwkcbl 86 4 iterative iterative JJ cord-277648-9kxwkcbl 86 5 data data NN cord-277648-9kxwkcbl 86 6 integration integration NN cord-277648-9kxwkcbl 86 7 on on IN cord-277648-9kxwkcbl 86 8 19 19 CD cord-277648-9kxwkcbl 86 9 clusters cluster NNS cord-277648-9kxwkcbl 86 10 identified identify VBN cord-277648-9kxwkcbl 86 11 as as IN cord-277648-9kxwkcbl 86 12 MPs mp NNS cord-277648-9kxwkcbl 86 13 in in IN cord-277648-9kxwkcbl 86 14 the the DT cord-277648-9kxwkcbl 86 15 original original JJ cord-277648-9kxwkcbl 86 16 BALF BALF NNP cord-277648-9kxwkcbl 86 17 dataset dataset NN cord-277648-9kxwkcbl 86 18 ( ( -LRB- cord-277648-9kxwkcbl 86 19 Figure figure NN cord-277648-9kxwkcbl 86 20 1A 1a NN cord-277648-9kxwkcbl 86 21 ) ) -RRB- cord-277648-9kxwkcbl 86 22 . . . cord-277648-9kxwkcbl 87 1 Following follow VBG cord-277648-9kxwkcbl 87 2 iterative iterative JJ cord-277648-9kxwkcbl 87 3 data data NN cord-277648-9kxwkcbl 87 4 integration integration NN cord-277648-9kxwkcbl 87 5 using use VBG cord-277648-9kxwkcbl 87 6 6 6 CD cord-277648-9kxwkcbl 87 7 severe severe JJ cord-277648-9kxwkcbl 87 8 donors donor NNS cord-277648-9kxwkcbl 87 9 , , , cord-277648-9kxwkcbl 87 10 3 3 CD cord-277648-9kxwkcbl 87 11 moderate moderate JJ cord-277648-9kxwkcbl 87 12 donors donor NNS cord-277648-9kxwkcbl 87 13 , , , cord-277648-9kxwkcbl 87 14 and and CC cord-277648-9kxwkcbl 87 15 4 4 CD cord-277648-9kxwkcbl 87 16 healthy healthy JJ cord-277648-9kxwkcbl 87 17 controls control NNS cord-277648-9kxwkcbl 87 18 , , , cord-277648-9kxwkcbl 87 19 a a DT cord-277648-9kxwkcbl 87 20 total total NN cord-277648-9kxwkcbl 87 21 of of IN cord-277648-9kxwkcbl 87 22 50,146 50,146 CD cord-277648-9kxwkcbl 87 23 MP MP NNP cord-277648-9kxwkcbl 87 24 cells cell NNS cord-277648-9kxwkcbl 87 25 were be VBD cord-277648-9kxwkcbl 87 26 visualized visualize VBN cord-277648-9kxwkcbl 87 27 by by IN cord-277648-9kxwkcbl 87 28 UMAP UMAP NNP cord-277648-9kxwkcbl 87 29 ( ( -LRB- cord-277648-9kxwkcbl 87 30 Figure figure NN cord-277648-9kxwkcbl 87 31 1D 1d CD cord-277648-9kxwkcbl 87 32 ) ) -RRB- cord-277648-9kxwkcbl 87 33 . . . cord-277648-9kxwkcbl 88 1 The the DT cord-277648-9kxwkcbl 88 2 16 16 CD cord-277648-9kxwkcbl 88 3 MP MP NNP cord-277648-9kxwkcbl 88 4 clusters cluster NNS cord-277648-9kxwkcbl 88 5 were be VBD cord-277648-9kxwkcbl 88 6 left leave VBN cord-277648-9kxwkcbl 88 7 unannotated unannotated JJ cord-277648-9kxwkcbl 88 8 in in IN cord-277648-9kxwkcbl 88 9 further further JJ cord-277648-9kxwkcbl 88 10 analysis analysis NN cord-277648-9kxwkcbl 88 11 . . . cord-277648-9kxwkcbl 89 1 The the DT cord-277648-9kxwkcbl 89 2 clusters cluster NNS cord-277648-9kxwkcbl 89 3 were be VBD cord-277648-9kxwkcbl 89 4 evaluated evaluate VBN cord-277648-9kxwkcbl 89 5 using use VBG cord-277648-9kxwkcbl 89 6 a a DT cord-277648-9kxwkcbl 89 7 panel panel NN cord-277648-9kxwkcbl 89 8 of of IN cord-277648-9kxwkcbl 89 9 BALF BALF NNP cord-277648-9kxwkcbl 89 10 marker marker NN cord-277648-9kxwkcbl 89 11 genes gene NNS cord-277648-9kxwkcbl 89 12 to to TO cord-277648-9kxwkcbl 89 13 identify identify VB cord-277648-9kxwkcbl 89 14 probable probable JJ cord-277648-9kxwkcbl 89 15 doublets doublet NNS cord-277648-9kxwkcbl 89 16 ( ( -LRB- cord-277648-9kxwkcbl 89 17 Figure Figure NNP cord-277648-9kxwkcbl 89 18 S1L s1l NN cord-277648-9kxwkcbl 89 19 ) ) -RRB- cord-277648-9kxwkcbl 89 20 , , , cord-277648-9kxwkcbl 89 21 and and CC cord-277648-9kxwkcbl 89 22 clusters cluster NNS cord-277648-9kxwkcbl 89 23 12 12 CD cord-277648-9kxwkcbl 89 24 ( ( -LRB- cord-277648-9kxwkcbl 89 25 CD68+/CD3D+ CD68+/CD3D+ NNS cord-277648-9kxwkcbl 89 26 ) ) -RRB- cord-277648-9kxwkcbl 89 27 and and CC cord-277648-9kxwkcbl 89 28 16 16 CD cord-277648-9kxwkcbl 89 29 ( ( -LRB- cord-277648-9kxwkcbl 89 30 CD68+/IGHG4 CD68+/IGHG4 NNP cord-277648-9kxwkcbl 89 31 + + SYM cord-277648-9kxwkcbl 89 32 ) ) -RRB- cord-277648-9kxwkcbl 89 33 were be VBD cord-277648-9kxwkcbl 89 34 classified classify VBN cord-277648-9kxwkcbl 89 35 as as IN cord-277648-9kxwkcbl 89 36 such such JJ cord-277648-9kxwkcbl 89 37 . . . cord-277648-9kxwkcbl 90 1 Analysis analysis NN cord-277648-9kxwkcbl 90 2 of of IN cord-277648-9kxwkcbl 90 3 compositional compositional JJ cord-277648-9kxwkcbl 90 4 changes change NNS cord-277648-9kxwkcbl 90 5 of of IN cord-277648-9kxwkcbl 90 6 MP MP NNP cord-277648-9kxwkcbl 90 7 clusters cluster NNS cord-277648-9kxwkcbl 90 8 across across IN cord-277648-9kxwkcbl 90 9 disease disease NN cord-277648-9kxwkcbl 90 10 categories category NNS cord-277648-9kxwkcbl 90 11 showed show VBD cord-277648-9kxwkcbl 90 12 more more RBR cord-277648-9kxwkcbl 90 13 pronounced pronounce VBN cord-277648-9kxwkcbl 90 14 compositional compositional JJ cord-277648-9kxwkcbl 90 15 changes change NNS cord-277648-9kxwkcbl 90 16 than than IN cord-277648-9kxwkcbl 90 17 we -PRON- PRP cord-277648-9kxwkcbl 90 18 observed observe VBD cord-277648-9kxwkcbl 90 19 in in IN cord-277648-9kxwkcbl 90 20 the the DT cord-277648-9kxwkcbl 90 21 BALF BALF NNP cord-277648-9kxwkcbl 90 22 in in IN cord-277648-9kxwkcbl 90 23 general general NN cord-277648-9kxwkcbl 90 24 . . . cord-277648-9kxwkcbl 91 1 Clusters cluster NNS cord-277648-9kxwkcbl 91 2 0 0 CD cord-277648-9kxwkcbl 91 3 , , , cord-277648-9kxwkcbl 91 4 1 1 CD cord-277648-9kxwkcbl 91 5 , , , cord-277648-9kxwkcbl 91 6 and and CC cord-277648-9kxwkcbl 91 7 6 6 CD cord-277648-9kxwkcbl 91 8 ( ( -LRB- cord-277648-9kxwkcbl 91 9 expressing express VBG cord-277648-9kxwkcbl 91 10 chemokines chemokine NNS cord-277648-9kxwkcbl 91 11 CCL2 CCL2 NNP cord-277648-9kxwkcbl 91 12 , , , cord-277648-9kxwkcbl 91 13 CCL3 CCL3 NNP cord-277648-9kxwkcbl 91 14 , , , cord-277648-9kxwkcbl 91 15 CCL8 CCL8 NNP cord-277648-9kxwkcbl 91 16 as as RB cord-277648-9kxwkcbl 91 17 well well RB cord-277648-9kxwkcbl 91 18 as as IN cord-277648-9kxwkcbl 91 19 SPP1 SPP1 NNS cord-277648-9kxwkcbl 91 20 ) ) -RRB- cord-277648-9kxwkcbl 91 21 appear appear VBP cord-277648-9kxwkcbl 91 22 to to TO cord-277648-9kxwkcbl 91 23 be be VB cord-277648-9kxwkcbl 91 24 expanded expand VBN cord-277648-9kxwkcbl 91 25 in in IN cord-277648-9kxwkcbl 91 26 severe severe JJ cord-277648-9kxwkcbl 91 27 donors donor NNS cord-277648-9kxwkcbl 91 28 compared compare VBN cord-277648-9kxwkcbl 91 29 to to IN cord-277648-9kxwkcbl 91 30 moderate moderate JJ cord-277648-9kxwkcbl 91 31 and and CC cord-277648-9kxwkcbl 91 32 control control VB cord-277648-9kxwkcbl 91 33 donors donor NNS cord-277648-9kxwkcbl 91 34 , , , cord-277648-9kxwkcbl 91 35 while while IN cord-277648-9kxwkcbl 91 36 clusters cluster NNS cord-277648-9kxwkcbl 91 37 2 2 CD cord-277648-9kxwkcbl 91 38 , , , cord-277648-9kxwkcbl 91 39 3 3 CD cord-277648-9kxwkcbl 91 40 , , , cord-277648-9kxwkcbl 91 41 and and CC cord-277648-9kxwkcbl 91 42 8 8 CD cord-277648-9kxwkcbl 91 43 ( ( -LRB- cord-277648-9kxwkcbl 91 44 expressing express VBG cord-277648-9kxwkcbl 91 45 MRC1 MRC1 NNP cord-277648-9kxwkcbl 91 46 , , , cord-277648-9kxwkcbl 91 47 C1QA c1qa UH cord-277648-9kxwkcbl 91 48 , , , cord-277648-9kxwkcbl 91 49 and and CC cord-277648-9kxwkcbl 91 50 FABP4 fabp4 NN cord-277648-9kxwkcbl 91 51 ) ) -RRB- cord-277648-9kxwkcbl 91 52 appear appear VBP cord-277648-9kxwkcbl 91 53 to to TO cord-277648-9kxwkcbl 91 54 be be VB cord-277648-9kxwkcbl 91 55 expanded expand VBN cord-277648-9kxwkcbl 91 56 in in IN cord-277648-9kxwkcbl 91 57 control control NN cord-277648-9kxwkcbl 91 58 donors donor NNS cord-277648-9kxwkcbl 91 59 compared compare VBN cord-277648-9kxwkcbl 91 60 to to IN cord-277648-9kxwkcbl 91 61 moderate moderate JJ cord-277648-9kxwkcbl 91 62 and and CC cord-277648-9kxwkcbl 91 63 severe severe JJ cord-277648-9kxwkcbl 91 64 donors donor NNS cord-277648-9kxwkcbl 91 65 . . . cord-277648-9kxwkcbl 92 1 Cluster cluster NN cord-277648-9kxwkcbl 92 2 5 5 CD cord-277648-9kxwkcbl 92 3 ( ( -LRB- cord-277648-9kxwkcbl 92 4 expressing express VBG cord-277648-9kxwkcbl 92 5 HLADQA1 HLADQA1 NNP cord-277648-9kxwkcbl 92 6 and and CC cord-277648-9kxwkcbl 92 7 HLADQA2 HLADQA2 NNP cord-277648-9kxwkcbl 92 8 ) ) -RRB- cord-277648-9kxwkcbl 92 9 appears appear VBZ cord-277648-9kxwkcbl 92 10 to to TO cord-277648-9kxwkcbl 92 11 be be VB cord-277648-9kxwkcbl 92 12 uniquely uniquely RB cord-277648-9kxwkcbl 92 13 expanded expand VBN cord-277648-9kxwkcbl 92 14 in in IN cord-277648-9kxwkcbl 92 15 moderate moderate JJ cord-277648-9kxwkcbl 92 16 donors donor NNS cord-277648-9kxwkcbl 92 17 compared compare VBN cord-277648-9kxwkcbl 92 18 to to TO cord-277648-9kxwkcbl 92 19 control control VB cord-277648-9kxwkcbl 92 20 and and CC cord-277648-9kxwkcbl 92 21 severe severe JJ cord-277648-9kxwkcbl 92 22 donors donor NNS cord-277648-9kxwkcbl 92 23 . . . cord-277648-9kxwkcbl 93 1 Cellular cellular JJ cord-277648-9kxwkcbl 93 2 markers marker NNS cord-277648-9kxwkcbl 93 3 corresponding correspond VBG cord-277648-9kxwkcbl 93 4 to to IN cord-277648-9kxwkcbl 93 5 clinical clinical JJ cord-277648-9kxwkcbl 93 6 categories category NNS cord-277648-9kxwkcbl 93 7 of of IN cord-277648-9kxwkcbl 93 8 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 93 9 disease disease NN cord-277648-9kxwkcbl 93 10 severity severity NN cord-277648-9kxwkcbl 93 11 have have VBP cord-277648-9kxwkcbl 93 12 not not RB cord-277648-9kxwkcbl 93 13 yet yet RB cord-277648-9kxwkcbl 93 14 been be VBN cord-277648-9kxwkcbl 93 15 rigorously rigorously RB cord-277648-9kxwkcbl 93 16 characterized characterize VBN cord-277648-9kxwkcbl 93 17 . . . cord-277648-9kxwkcbl 94 1 Here here RB cord-277648-9kxwkcbl 94 2 , , , cord-277648-9kxwkcbl 94 3 we -PRON- PRP cord-277648-9kxwkcbl 94 4 sought seek VBD cord-277648-9kxwkcbl 94 5 to to TO cord-277648-9kxwkcbl 94 6 leverage leverage VB cord-277648-9kxwkcbl 94 7 transcriptional transcriptional JJ cord-277648-9kxwkcbl 94 8 differences difference NNS cord-277648-9kxwkcbl 94 9 across across IN cord-277648-9kxwkcbl 94 10 severity severity NN cord-277648-9kxwkcbl 94 11 strata strata NN cord-277648-9kxwkcbl 94 12 to to TO cord-277648-9kxwkcbl 94 13 identify identify VB cord-277648-9kxwkcbl 94 14 surface surface NN cord-277648-9kxwkcbl 94 15 - - HYPH cord-277648-9kxwkcbl 94 16 bound bind VBN cord-277648-9kxwkcbl 94 17 proteins protein NNS cord-277648-9kxwkcbl 94 18 in in IN cord-277648-9kxwkcbl 94 19 both both CC cord-277648-9kxwkcbl 94 20 the the DT cord-277648-9kxwkcbl 94 21 lung lung NN cord-277648-9kxwkcbl 94 22 and and CC cord-277648-9kxwkcbl 94 23 blood blood NN cord-277648-9kxwkcbl 94 24 that that WDT cord-277648-9kxwkcbl 94 25 could could MD cord-277648-9kxwkcbl 94 26 be be VB cord-277648-9kxwkcbl 94 27 used use VBN cord-277648-9kxwkcbl 94 28 as as IN cord-277648-9kxwkcbl 94 29 markers marker NNS cord-277648-9kxwkcbl 94 30 for for IN cord-277648-9kxwkcbl 94 31 immunophenotyping immunophenotyping NN cord-277648-9kxwkcbl 94 32 . . . cord-277648-9kxwkcbl 95 1 To to TO cord-277648-9kxwkcbl 95 2 nominate nominate VB cord-277648-9kxwkcbl 95 3 putative putative JJ cord-277648-9kxwkcbl 95 4 cell cell NN cord-277648-9kxwkcbl 95 5 surface surface NN cord-277648-9kxwkcbl 95 6 markers marker NNS cord-277648-9kxwkcbl 95 7 , , , cord-277648-9kxwkcbl 95 8 we -PRON- PRP cord-277648-9kxwkcbl 95 9 conducted conduct VBD cord-277648-9kxwkcbl 95 10 differential differential JJ cord-277648-9kxwkcbl 95 11 gene gene NN cord-277648-9kxwkcbl 95 12 expression expression NN cord-277648-9kxwkcbl 95 13 analysis analysis NN cord-277648-9kxwkcbl 95 14 between between IN cord-277648-9kxwkcbl 95 15 severe severe JJ cord-277648-9kxwkcbl 95 16 and and CC cord-277648-9kxwkcbl 95 17 moderate moderate JJ cord-277648-9kxwkcbl 95 18 patient patient JJ cord-277648-9kxwkcbl 95 19 groups group NNS cord-277648-9kxwkcbl 95 20 for for IN cord-277648-9kxwkcbl 95 21 lung lung NN cord-277648-9kxwkcbl 95 22 ( ( -LRB- cord-277648-9kxwkcbl 95 23 BALF BALF NNP cord-277648-9kxwkcbl 95 24 ) ) -RRB- cord-277648-9kxwkcbl 95 25 cells cell NNS cord-277648-9kxwkcbl 95 26 and and CC cord-277648-9kxwkcbl 95 27 between between IN cord-277648-9kxwkcbl 95 28 ARDS ARDS NNP cord-277648-9kxwkcbl 95 29 and and CC cord-277648-9kxwkcbl 95 30 non non NNP cord-277648-9kxwkcbl 95 31 - - JJ cord-277648-9kxwkcbl 95 32 ARDS ards JJ cord-277648-9kxwkcbl 95 33 patient patient NN cord-277648-9kxwkcbl 95 34 groups group NNS cord-277648-9kxwkcbl 95 35 for for IN cord-277648-9kxwkcbl 95 36 blood blood NN cord-277648-9kxwkcbl 95 37 ( ( -LRB- cord-277648-9kxwkcbl 95 38 PBMC PBMC NNP cord-277648-9kxwkcbl 95 39 ) ) -RRB- cord-277648-9kxwkcbl 95 40 cells cell NNS cord-277648-9kxwkcbl 95 41 and and CC cord-277648-9kxwkcbl 95 42 selected select VBN cord-277648-9kxwkcbl 95 43 significant significant JJ cord-277648-9kxwkcbl 95 44 differentially differentially RB cord-277648-9kxwkcbl 95 45 expressed express VBN cord-277648-9kxwkcbl 95 46 genes gene NNS cord-277648-9kxwkcbl 95 47 ( ( -LRB- cord-277648-9kxwkcbl 95 48 DEGs DEGs NNP cord-277648-9kxwkcbl 95 49 ) ) -RRB- cord-277648-9kxwkcbl 95 50 with with IN cord-277648-9kxwkcbl 95 51 a a DT cord-277648-9kxwkcbl 95 52 fold fold JJ cord-277648-9kxwkcbl 95 53 change change NN cord-277648-9kxwkcbl 95 54 ( ( -LRB- cord-277648-9kxwkcbl 95 55 FC FC NNP cord-277648-9kxwkcbl 95 56 ) ) -RRB- cord-277648-9kxwkcbl 95 57 cutoff cutoff NN cord-277648-9kxwkcbl 95 58 of of IN cord-277648-9kxwkcbl 95 59 |log2FC>1| |log2FC>1| NNP cord-277648-9kxwkcbl 95 60 . . . cord-277648-9kxwkcbl 96 1 Figure figure NN cord-277648-9kxwkcbl 96 2 2A 2a CD cord-277648-9kxwkcbl 96 3 shows show VBZ cord-277648-9kxwkcbl 96 4 significantly significantly RB cord-277648-9kxwkcbl 96 5 up up RB cord-277648-9kxwkcbl 96 6 - - : cord-277648-9kxwkcbl 96 7 and and CC cord-277648-9kxwkcbl 96 8 downregulated downregulate VBD cord-277648-9kxwkcbl 96 9 transcripts transcript NNS cord-277648-9kxwkcbl 96 10 for for IN cord-277648-9kxwkcbl 96 11 pDCs pDCs NNP cord-277648-9kxwkcbl 96 12 in in IN cord-277648-9kxwkcbl 96 13 the the DT cord-277648-9kxwkcbl 96 14 BALF BALF NNP cord-277648-9kxwkcbl 96 15 , , , cord-277648-9kxwkcbl 96 16 one one CD cord-277648-9kxwkcbl 96 17 of of IN cord-277648-9kxwkcbl 96 18 17 17 CD cord-277648-9kxwkcbl 96 19 lung lung NN cord-277648-9kxwkcbl 96 20 cell cell NN cord-277648-9kxwkcbl 96 21 types type NNS cord-277648-9kxwkcbl 96 22 studied study VBD cord-277648-9kxwkcbl 96 23 . . . cord-277648-9kxwkcbl 97 1 From from IN cord-277648-9kxwkcbl 97 2 the the DT cord-277648-9kxwkcbl 97 3 large large JJ cord-277648-9kxwkcbl 97 4 number number NN cord-277648-9kxwkcbl 97 5 of of IN cord-277648-9kxwkcbl 97 6 significant significant JJ cord-277648-9kxwkcbl 97 7 DEGs deg NNS cord-277648-9kxwkcbl 97 8 , , , cord-277648-9kxwkcbl 97 9 we -PRON- PRP cord-277648-9kxwkcbl 97 10 observed observe VBD cord-277648-9kxwkcbl 97 11 the the DT cord-277648-9kxwkcbl 97 12 upregulation upregulation NN cord-277648-9kxwkcbl 97 13 of of IN cord-277648-9kxwkcbl 97 14 AREG AREG NNP cord-277648-9kxwkcbl 97 15 and and CC cord-277648-9kxwkcbl 97 16 CD55 CD55 NNP cord-277648-9kxwkcbl 97 17 , , , cord-277648-9kxwkcbl 97 18 which which WDT cord-277648-9kxwkcbl 97 19 were be VBD cord-277648-9kxwkcbl 97 20 verified verify VBN cord-277648-9kxwkcbl 97 21 as as IN cord-277648-9kxwkcbl 97 22 cell cell NN cord-277648-9kxwkcbl 97 23 surface surface NN cord-277648-9kxwkcbl 97 24 protein protein NN cord-277648-9kxwkcbl 97 25 - - HYPH cord-277648-9kxwkcbl 97 26 coding code VBG cord-277648-9kxwkcbl 97 27 genes gene NNS cord-277648-9kxwkcbl 97 28 using use VBG cord-277648-9kxwkcbl 97 29 the the DT cord-277648-9kxwkcbl 97 30 Cell Cell NNP cord-277648-9kxwkcbl 97 31 Surface Surface NNP cord-277648-9kxwkcbl 97 32 Protein Protein NNP cord-277648-9kxwkcbl 97 33 Atlas Atlas NNP cord-277648-9kxwkcbl 97 34 [ [ -LRB- cord-277648-9kxwkcbl 97 35 38 38 CD cord-277648-9kxwkcbl 97 36 ] ] -RRB- cord-277648-9kxwkcbl 97 37 . . . cord-277648-9kxwkcbl 98 1 The the DT cord-277648-9kxwkcbl 98 2 AREG AREG NNP cord-277648-9kxwkcbl 98 3 and and CC cord-277648-9kxwkcbl 98 4 CD55 CD55 NNP cord-277648-9kxwkcbl 98 5 transcripts transcript NNS cord-277648-9kxwkcbl 98 6 show show VBP cord-277648-9kxwkcbl 98 7 robustly robustly RB cord-277648-9kxwkcbl 98 8 increased increase VBD cord-277648-9kxwkcbl 98 9 expression expression NN cord-277648-9kxwkcbl 98 10 in in IN cord-277648-9kxwkcbl 98 11 pDCs pDCs NNP cord-277648-9kxwkcbl 98 12 in in IN cord-277648-9kxwkcbl 98 13 severe severe JJ cord-277648-9kxwkcbl 98 14 compared compare VBN cord-277648-9kxwkcbl 98 15 to to IN cord-277648-9kxwkcbl 98 16 moderate moderate JJ cord-277648-9kxwkcbl 98 17 disease disease NN cord-277648-9kxwkcbl 98 18 ( ( -LRB- cord-277648-9kxwkcbl 98 19 Figure figure NN cord-277648-9kxwkcbl 98 20 2B 2b CD cord-277648-9kxwkcbl 98 21 ) ) -RRB- cord-277648-9kxwkcbl 98 22 and and CC cord-277648-9kxwkcbl 98 23 compared compare VBN cord-277648-9kxwkcbl 98 24 to to IN cord-277648-9kxwkcbl 98 25 pDCs pdcs VB cord-277648-9kxwkcbl 98 26 in in IN cord-277648-9kxwkcbl 98 27 healthy healthy JJ cord-277648-9kxwkcbl 98 28 control control NN cord-277648-9kxwkcbl 98 29 subjects subject NNS cord-277648-9kxwkcbl 98 30 ( ( -LRB- cord-277648-9kxwkcbl 98 31 Figure figure NN cord-277648-9kxwkcbl 98 32 S2A s2a NN cord-277648-9kxwkcbl 98 33 ) ) -RRB- cord-277648-9kxwkcbl 98 34 . . . cord-277648-9kxwkcbl 99 1 We -PRON- PRP cord-277648-9kxwkcbl 99 2 additionally additionally RB cord-277648-9kxwkcbl 99 3 showed show VBD cord-277648-9kxwkcbl 99 4 that that IN cord-277648-9kxwkcbl 99 5 AREG AREG NNP cord-277648-9kxwkcbl 99 6 and and CC cord-277648-9kxwkcbl 99 7 CD55 CD55 NNP cord-277648-9kxwkcbl 99 8 are be VBP cord-277648-9kxwkcbl 99 9 not not RB cord-277648-9kxwkcbl 99 10 upregulated upregulate VBN cord-277648-9kxwkcbl 99 11 in in IN cord-277648-9kxwkcbl 99 12 moderate moderate JJ cord-277648-9kxwkcbl 99 13 disease disease NN cord-277648-9kxwkcbl 99 14 compared compare VBN cord-277648-9kxwkcbl 99 15 to to IN cord-277648-9kxwkcbl 99 16 controls control NNS cord-277648-9kxwkcbl 99 17 ( ( -LRB- cord-277648-9kxwkcbl 99 18 Figure figure NN cord-277648-9kxwkcbl 99 19 S2A s2a NN cord-277648-9kxwkcbl 99 20 ) ) -RRB- cord-277648-9kxwkcbl 99 21 . . . cord-277648-9kxwkcbl 100 1 The the DT cord-277648-9kxwkcbl 100 2 expression expression NN cord-277648-9kxwkcbl 100 3 of of IN cord-277648-9kxwkcbl 100 4 AREG AREG NNP cord-277648-9kxwkcbl 100 5 and and CC cord-277648-9kxwkcbl 100 6 CD55 CD55 NNP cord-277648-9kxwkcbl 100 7 was be VBD cord-277648-9kxwkcbl 100 8 cross cross NN cord-277648-9kxwkcbl 100 9 - - VBN cord-277648-9kxwkcbl 100 10 referenced reference VBN cord-277648-9kxwkcbl 100 11 with with IN cord-277648-9kxwkcbl 100 12 bulk bulk JJ cord-277648-9kxwkcbl 100 13 RNA RNA NNP cord-277648-9kxwkcbl 100 14 - - HYPH cord-277648-9kxwkcbl 100 15 seq seq NNP cord-277648-9kxwkcbl 100 16 blood blood NN cord-277648-9kxwkcbl 100 17 data datum NNS cord-277648-9kxwkcbl 100 18 from from IN cord-277648-9kxwkcbl 100 19 the the DT cord-277648-9kxwkcbl 100 20 human human JJ cord-277648-9kxwkcbl 100 21 Immune Immune NNP cord-277648-9kxwkcbl 100 22 Cell Cell NNP cord-277648-9kxwkcbl 100 23 Atlas Atlas NNP cord-277648-9kxwkcbl 100 24 ( ( -LRB- cord-277648-9kxwkcbl 100 25 Figure figure NN cord-277648-9kxwkcbl 100 26 S2C S2C NNP cord-277648-9kxwkcbl 100 27 ) ) -RRB- cord-277648-9kxwkcbl 100 28 , , , cord-277648-9kxwkcbl 100 29 and and CC cord-277648-9kxwkcbl 100 30 expression expression NN cord-277648-9kxwkcbl 100 31 of of IN cord-277648-9kxwkcbl 100 32 these these DT cord-277648-9kxwkcbl 100 33 transcripts transcript NNS cord-277648-9kxwkcbl 100 34 in in IN cord-277648-9kxwkcbl 100 35 various various JJ cord-277648-9kxwkcbl 100 36 subtypes subtype NNS cord-277648-9kxwkcbl 100 37 of of IN cord-277648-9kxwkcbl 100 38 DCs dc NNS cord-277648-9kxwkcbl 100 39 was be VBD cord-277648-9kxwkcbl 100 40 verified verify VBN cord-277648-9kxwkcbl 100 41 [ [ -LRB- cord-277648-9kxwkcbl 100 42 39 39 CD cord-277648-9kxwkcbl 100 43 , , , cord-277648-9kxwkcbl 100 44 40 40 CD cord-277648-9kxwkcbl 100 45 ] ] -RRB- cord-277648-9kxwkcbl 100 46 . . . cord-277648-9kxwkcbl 101 1 Differential differential JJ cord-277648-9kxwkcbl 101 2 expression expression NN cord-277648-9kxwkcbl 101 3 of of IN cord-277648-9kxwkcbl 101 4 transcripts transcript NNS cord-277648-9kxwkcbl 101 5 coding code VBG cord-277648-9kxwkcbl 101 6 for for IN cord-277648-9kxwkcbl 101 7 cell cell NN cord-277648-9kxwkcbl 101 8 surface surface NN cord-277648-9kxwkcbl 101 9 proteins protein NNS cord-277648-9kxwkcbl 101 10 was be VBD cord-277648-9kxwkcbl 101 11 evaluated evaluate VBN cord-277648-9kxwkcbl 101 12 for for IN cord-277648-9kxwkcbl 101 13 every every DT cord-277648-9kxwkcbl 101 14 cell cell NN cord-277648-9kxwkcbl 101 15 type type NN cord-277648-9kxwkcbl 101 16 in in IN cord-277648-9kxwkcbl 101 17 the the DT cord-277648-9kxwkcbl 101 18 BALF BALF NNP cord-277648-9kxwkcbl 101 19 , , , cord-277648-9kxwkcbl 101 20 resulting result VBG cord-277648-9kxwkcbl 101 21 in in IN cord-277648-9kxwkcbl 101 22 a a DT cord-277648-9kxwkcbl 101 23 matrix matrix NN cord-277648-9kxwkcbl 101 24 of of IN cord-277648-9kxwkcbl 101 25 potential potential JJ cord-277648-9kxwkcbl 101 26 severity severity NN cord-277648-9kxwkcbl 101 27 - - HYPH cord-277648-9kxwkcbl 101 28 specific specific JJ cord-277648-9kxwkcbl 101 29 surface surface NN cord-277648-9kxwkcbl 101 30 markers marker NNS cord-277648-9kxwkcbl 101 31 for for IN cord-277648-9kxwkcbl 101 32 each each DT cord-277648-9kxwkcbl 101 33 cell cell NN cord-277648-9kxwkcbl 101 34 type type NN cord-277648-9kxwkcbl 101 35 ( ( -LRB- cord-277648-9kxwkcbl 101 36 Figure figure NN cord-277648-9kxwkcbl 101 37 2C 2c NN cord-277648-9kxwkcbl 101 38 ) ) -RRB- cord-277648-9kxwkcbl 101 39 . . . cord-277648-9kxwkcbl 102 1 Upregulation Upregulation NNP cord-277648-9kxwkcbl 102 2 of of IN cord-277648-9kxwkcbl 102 3 the the DT cord-277648-9kxwkcbl 102 4 AREG AREG NNP cord-277648-9kxwkcbl 102 5 gene gene NN cord-277648-9kxwkcbl 102 6 was be VBD cord-277648-9kxwkcbl 102 7 also also RB cord-277648-9kxwkcbl 102 8 observed observe VBN cord-277648-9kxwkcbl 102 9 in in IN cord-277648-9kxwkcbl 102 10 myeloid myeloid JJ cord-277648-9kxwkcbl 102 11 dendritic dendritic JJ cord-277648-9kxwkcbl 102 12 cells cell NNS cord-277648-9kxwkcbl 102 13 ( ( -LRB- cord-277648-9kxwkcbl 102 14 mDCs mDCs NNP cord-277648-9kxwkcbl 102 15 , , , cord-277648-9kxwkcbl 102 16 also also RB cord-277648-9kxwkcbl 102 17 known know VBN cord-277648-9kxwkcbl 102 18 as as IN cord-277648-9kxwkcbl 102 19 conventional conventional JJ cord-277648-9kxwkcbl 102 20 dendritic dendritic JJ cord-277648-9kxwkcbl 102 21 cells cell NNS cord-277648-9kxwkcbl 102 22 ) ) -RRB- cord-277648-9kxwkcbl 102 23 , , , cord-277648-9kxwkcbl 102 24 indicating indicate VBG cord-277648-9kxwkcbl 102 25 a a DT cord-277648-9kxwkcbl 102 26 possible possible JJ cord-277648-9kxwkcbl 102 27 conserved conserve VBN cord-277648-9kxwkcbl 102 28 response response NN cord-277648-9kxwkcbl 102 29 across across IN cord-277648-9kxwkcbl 102 30 DC DC NNP cord-277648-9kxwkcbl 102 31 subtypes subtype NNS cord-277648-9kxwkcbl 102 32 . . . cord-277648-9kxwkcbl 103 1 Extending extend VBG cord-277648-9kxwkcbl 103 2 our -PRON- PRP$ cord-277648-9kxwkcbl 103 3 analysis analysis NN cord-277648-9kxwkcbl 103 4 beyond beyond IN cord-277648-9kxwkcbl 103 5 immune immune JJ cord-277648-9kxwkcbl 103 6 cell cell NN cord-277648-9kxwkcbl 103 7 types type NNS cord-277648-9kxwkcbl 103 8 and and CC cord-277648-9kxwkcbl 103 9 relaxing relax VBG cord-277648-9kxwkcbl 103 10 the the DT cord-277648-9kxwkcbl 103 11 stringency stringency NN cord-277648-9kxwkcbl 103 12 cutoff cutoff NN cord-277648-9kxwkcbl 103 13 of of IN cord-277648-9kxwkcbl 103 14 |log2FC>1| |log2FC>1| NNP cord-277648-9kxwkcbl 103 15 , , , cord-277648-9kxwkcbl 103 16 we -PRON- PRP cord-277648-9kxwkcbl 103 17 made make VBD cord-277648-9kxwkcbl 103 18 the the DT cord-277648-9kxwkcbl 103 19 interesting interesting JJ cord-277648-9kxwkcbl 103 20 observation observation NN cord-277648-9kxwkcbl 103 21 that that IN cord-277648-9kxwkcbl 103 22 epithelial epithelial JJ cord-277648-9kxwkcbl 103 23 ( ( -LRB- cord-277648-9kxwkcbl 103 24 club club NN cord-277648-9kxwkcbl 103 25 and and CC cord-277648-9kxwkcbl 103 26 ciliated ciliated JJ cord-277648-9kxwkcbl 103 27 ) ) -RRB- cord-277648-9kxwkcbl 103 28 cells cell NNS cord-277648-9kxwkcbl 103 29 demonstrate demonstrate VBP cord-277648-9kxwkcbl 103 30 significant significant JJ cord-277648-9kxwkcbl 103 31 upregulation upregulation NN cord-277648-9kxwkcbl 103 32 of of IN cord-277648-9kxwkcbl 103 33 ICAM1 ICAM1 NNP cord-277648-9kxwkcbl 103 34 and and CC cord-277648-9kxwkcbl 103 35 LDLR LDLR NNP cord-277648-9kxwkcbl 103 36 , , , cord-277648-9kxwkcbl 103 37 the the DT cord-277648-9kxwkcbl 103 38 two two CD cord-277648-9kxwkcbl 103 39 main main JJ cord-277648-9kxwkcbl 103 40 entry entry NN cord-277648-9kxwkcbl 103 41 receptors receptor NNS cord-277648-9kxwkcbl 103 42 for for IN cord-277648-9kxwkcbl 103 43 respiratory respiratory JJ cord-277648-9kxwkcbl 103 44 rhinoviruses rhinovirus NNS cord-277648-9kxwkcbl 103 45 . . . cord-277648-9kxwkcbl 104 1 We -PRON- PRP cord-277648-9kxwkcbl 104 2 confirmed confirm VBD cord-277648-9kxwkcbl 104 3 that that IN cord-277648-9kxwkcbl 104 4 markers marker NNS cord-277648-9kxwkcbl 104 5 identified identify VBN cord-277648-9kxwkcbl 104 6 as as IN cord-277648-9kxwkcbl 104 7 differentially differentially RB cord-277648-9kxwkcbl 104 8 regulated regulate VBN cord-277648-9kxwkcbl 104 9 between between IN cord-277648-9kxwkcbl 104 10 severe severe JJ cord-277648-9kxwkcbl 104 11 and and CC cord-277648-9kxwkcbl 104 12 moderate moderate JJ cord-277648-9kxwkcbl 104 13 disease disease NN cord-277648-9kxwkcbl 104 14 were be VBD cord-277648-9kxwkcbl 104 15 not not RB cord-277648-9kxwkcbl 104 16 differentially differentially RB cord-277648-9kxwkcbl 104 17 regulated regulate VBN cord-277648-9kxwkcbl 104 18 in in IN cord-277648-9kxwkcbl 104 19 the the DT cord-277648-9kxwkcbl 104 20 same same JJ cord-277648-9kxwkcbl 104 21 direction direction NN cord-277648-9kxwkcbl 104 22 between between IN cord-277648-9kxwkcbl 104 23 moderate moderate JJ cord-277648-9kxwkcbl 104 24 disease disease NN cord-277648-9kxwkcbl 104 25 and and CC cord-277648-9kxwkcbl 104 26 control control NN cord-277648-9kxwkcbl 104 27 ( ( -LRB- cord-277648-9kxwkcbl 104 28 Figure Figure NNP cord-277648-9kxwkcbl 104 29 S2B S2B NNP cord-277648-9kxwkcbl 104 30 ) ) -RRB- cord-277648-9kxwkcbl 104 31 , , , cord-277648-9kxwkcbl 104 32 with with IN cord-277648-9kxwkcbl 104 33 the the DT cord-277648-9kxwkcbl 104 34 exception exception NN cord-277648-9kxwkcbl 104 35 of of IN cord-277648-9kxwkcbl 104 36 HLADRA HLADRA NNP cord-277648-9kxwkcbl 104 37 and and CC cord-277648-9kxwkcbl 104 38 VAMP5 VAMP5 NNP cord-277648-9kxwkcbl 104 39 on on IN cord-277648-9kxwkcbl 104 40 MPs MPs NNPS cord-277648-9kxwkcbl 104 41 and and CC cord-277648-9kxwkcbl 104 42 CCR7 CCR7 NNP cord-277648-9kxwkcbl 104 43 on on IN cord-277648-9kxwkcbl 104 44 mDCs mDCs NNP cord-277648-9kxwkcbl 104 45 , , , cord-277648-9kxwkcbl 104 46 indicating indicate VBG cord-277648-9kxwkcbl 104 47 that that IN cord-277648-9kxwkcbl 104 48 all all DT cord-277648-9kxwkcbl 104 49 other other JJ cord-277648-9kxwkcbl 104 50 identified identify VBN cord-277648-9kxwkcbl 104 51 cell cell NN cord-277648-9kxwkcbl 104 52 surface surface NN cord-277648-9kxwkcbl 104 53 protein protein NN cord-277648-9kxwkcbl 104 54 transcripts transcript NNS cord-277648-9kxwkcbl 104 55 in in IN cord-277648-9kxwkcbl 104 56 Figure Figure NNP cord-277648-9kxwkcbl 104 57 2C 2c NN cord-277648-9kxwkcbl 104 58 are be VBP cord-277648-9kxwkcbl 104 59 unique unique JJ cord-277648-9kxwkcbl 104 60 markers marker NNS cord-277648-9kxwkcbl 104 61 of of IN cord-277648-9kxwkcbl 104 62 severe severe JJ cord-277648-9kxwkcbl 104 63 disease disease NN cord-277648-9kxwkcbl 104 64 . . . cord-277648-9kxwkcbl 105 1 We -PRON- PRP cord-277648-9kxwkcbl 105 2 also also RB cord-277648-9kxwkcbl 105 3 sought seek VBD cord-277648-9kxwkcbl 105 4 to to TO cord-277648-9kxwkcbl 105 5 identify identify VB cord-277648-9kxwkcbl 105 6 ARDS ARDS NNP cord-277648-9kxwkcbl 105 7 - - HYPH cord-277648-9kxwkcbl 105 8 specific specific JJ cord-277648-9kxwkcbl 105 9 cell cell NN cord-277648-9kxwkcbl 105 10 surface surface NN cord-277648-9kxwkcbl 105 11 markers marker NNS cord-277648-9kxwkcbl 105 12 in in IN cord-277648-9kxwkcbl 105 13 the the DT cord-277648-9kxwkcbl 105 14 blood blood NN cord-277648-9kxwkcbl 105 15 in in IN cord-277648-9kxwkcbl 105 16 order order NN cord-277648-9kxwkcbl 105 17 to to TO cord-277648-9kxwkcbl 105 18 nominate nominate VB cord-277648-9kxwkcbl 105 19 immunophenotyping immunophenotyping NN cord-277648-9kxwkcbl 105 20 markers marker NNS cord-277648-9kxwkcbl 105 21 on on IN cord-277648-9kxwkcbl 105 22 cells cell NNS cord-277648-9kxwkcbl 105 23 that that WDT cord-277648-9kxwkcbl 105 24 may may MD cord-277648-9kxwkcbl 105 25 be be VB cord-277648-9kxwkcbl 105 26 accessible accessible JJ cord-277648-9kxwkcbl 105 27 through through IN cord-277648-9kxwkcbl 105 28 a a DT cord-277648-9kxwkcbl 105 29 blood blood NN cord-277648-9kxwkcbl 105 30 draw draw NN cord-277648-9kxwkcbl 105 31 . . . cord-277648-9kxwkcbl 106 1 In in IN cord-277648-9kxwkcbl 106 2 gamma gamma NN cord-277648-9kxwkcbl 106 3 delta delta NN cord-277648-9kxwkcbl 106 4 T T NNP cord-277648-9kxwkcbl 106 5 ( ( -LRB- cord-277648-9kxwkcbl 106 6 γδ γδ IN cord-277648-9kxwkcbl 106 7 T T NNP cord-277648-9kxwkcbl 106 8 ) ) -RRB- cord-277648-9kxwkcbl 106 9 cells cell NNS cord-277648-9kxwkcbl 106 10 , , , cord-277648-9kxwkcbl 106 11 we -PRON- PRP cord-277648-9kxwkcbl 106 12 observed observe VBD cord-277648-9kxwkcbl 106 13 ARDS ARDS NNP cord-277648-9kxwkcbl 106 14 - - HYPH cord-277648-9kxwkcbl 106 15 specific specific JJ cord-277648-9kxwkcbl 106 16 differentially differentially RB cord-277648-9kxwkcbl 106 17 expressed express VBN cord-277648-9kxwkcbl 106 18 genes gene NNS cord-277648-9kxwkcbl 106 19 including include VBG cord-277648-9kxwkcbl 106 20 the the DT cord-277648-9kxwkcbl 106 21 surface surface NN cord-277648-9kxwkcbl 106 22 marker marker NN cord-277648-9kxwkcbl 106 23 S1PR1 S1PR1 NNP cord-277648-9kxwkcbl 106 24 ( ( -LRB- cord-277648-9kxwkcbl 106 25 Figure Figure NNP cord-277648-9kxwkcbl 106 26 2D 2D NNP cord-277648-9kxwkcbl 106 27 ) ) -RRB- cord-277648-9kxwkcbl 106 28 , , , cord-277648-9kxwkcbl 106 29 a a DT cord-277648-9kxwkcbl 106 30 G g NN cord-277648-9kxwkcbl 106 31 - - HYPH cord-277648-9kxwkcbl 106 32 protein protein NN cord-277648-9kxwkcbl 106 33 coupled couple VBN cord-277648-9kxwkcbl 106 34 receptor receptor NN cord-277648-9kxwkcbl 106 35 that that WDT cord-277648-9kxwkcbl 106 36 interacts interact VBZ cord-277648-9kxwkcbl 106 37 with with IN cord-277648-9kxwkcbl 106 38 multiple multiple JJ cord-277648-9kxwkcbl 106 39 inflammatory inflammatory JJ cord-277648-9kxwkcbl 106 40 pathways pathway NNS cord-277648-9kxwkcbl 106 41 such such JJ cord-277648-9kxwkcbl 106 42 as as IN cord-277648-9kxwkcbl 106 43 JAK JAK NNP cord-277648-9kxwkcbl 106 44 / / SYM cord-277648-9kxwkcbl 106 45 STAT STAT NNP cord-277648-9kxwkcbl 106 46 and and CC cord-277648-9kxwkcbl 106 47 mTOR/ mTOR/ NNP cord-277648-9kxwkcbl 107 1 PI3 PI3 NNP cord-277648-9kxwkcbl 107 2 K K NNP cord-277648-9kxwkcbl 108 1 /Akt /Akt NFP cord-277648-9kxwkcbl 108 2 [ [ -LRB- cord-277648-9kxwkcbl 108 3 41 41 CD cord-277648-9kxwkcbl 108 4 , , , cord-277648-9kxwkcbl 108 5 42 42 CD cord-277648-9kxwkcbl 108 6 ] ] -RRB- cord-277648-9kxwkcbl 108 7 . . . cord-277648-9kxwkcbl 109 1 S1PR1 s1pr1 JJ cord-277648-9kxwkcbl 109 2 expression expression NN cord-277648-9kxwkcbl 109 3 was be VBD cord-277648-9kxwkcbl 109 4 robustly robustly RB cord-277648-9kxwkcbl 109 5 upregulated upregulate VBN cord-277648-9kxwkcbl 109 6 in in IN cord-277648-9kxwkcbl 109 7 ARDS ARDS NNP cord-277648-9kxwkcbl 109 8 compared compare VBN cord-277648-9kxwkcbl 109 9 to to IN cord-277648-9kxwkcbl 109 10 non non JJ cord-277648-9kxwkcbl 109 11 - - JJ cord-277648-9kxwkcbl 109 12 ARDS ards JJ cord-277648-9kxwkcbl 109 13 patients patient NNS cord-277648-9kxwkcbl 109 14 ( ( -LRB- cord-277648-9kxwkcbl 109 15 Figure figure NN cord-277648-9kxwkcbl 109 16 2E 2e NN cord-277648-9kxwkcbl 109 17 ) ) -RRB- cord-277648-9kxwkcbl 109 18 and and CC cord-277648-9kxwkcbl 109 19 ARDS ARDS NNP cord-277648-9kxwkcbl 109 20 compared compare VBD cord-277648-9kxwkcbl 109 21 to to TO cord-277648-9kxwkcbl 109 22 control control VB cord-277648-9kxwkcbl 109 23 ( ( -LRB- cord-277648-9kxwkcbl 109 24 Figure figure NN cord-277648-9kxwkcbl 109 25 S2D s2d CD cord-277648-9kxwkcbl 109 26 ) ) -RRB- cord-277648-9kxwkcbl 109 27 , , , cord-277648-9kxwkcbl 109 28 and and CC cord-277648-9kxwkcbl 109 29 additionally additionally RB cord-277648-9kxwkcbl 109 30 did do VBD cord-277648-9kxwkcbl 109 31 not not RB cord-277648-9kxwkcbl 109 32 show show VB cord-277648-9kxwkcbl 109 33 upregulation upregulation NN cord-277648-9kxwkcbl 109 34 between between IN cord-277648-9kxwkcbl 109 35 non non JJ cord-277648-9kxwkcbl 109 36 - - JJ cord-277648-9kxwkcbl 109 37 ARDS ARDS NNP cord-277648-9kxwkcbl 109 38 patients patient NNS cord-277648-9kxwkcbl 109 39 and and CC cord-277648-9kxwkcbl 109 40 controls control NNS cord-277648-9kxwkcbl 109 41 . . . cord-277648-9kxwkcbl 110 1 Similarly similarly RB cord-277648-9kxwkcbl 110 2 to to IN cord-277648-9kxwkcbl 110 3 our -PRON- PRP$ cord-277648-9kxwkcbl 110 4 analysis analysis NN cord-277648-9kxwkcbl 110 5 of of IN cord-277648-9kxwkcbl 110 6 the the DT cord-277648-9kxwkcbl 110 7 BALF BALF NNP cord-277648-9kxwkcbl 110 8 , , , cord-277648-9kxwkcbl 110 9 we -PRON- PRP cord-277648-9kxwkcbl 110 10 analyzed analyze VBD cord-277648-9kxwkcbl 110 11 differential differential JJ cord-277648-9kxwkcbl 110 12 expression expression NN cord-277648-9kxwkcbl 110 13 of of IN cord-277648-9kxwkcbl 110 14 surface surface NN cord-277648-9kxwkcbl 110 15 protein protein NN cord-277648-9kxwkcbl 110 16 genes gene NNS cord-277648-9kxwkcbl 110 17 in in IN cord-277648-9kxwkcbl 110 18 every every DT cord-277648-9kxwkcbl 110 19 cell cell NN cord-277648-9kxwkcbl 110 20 type type NN cord-277648-9kxwkcbl 110 21 of of IN cord-277648-9kxwkcbl 110 22 the the DT cord-277648-9kxwkcbl 110 23 PBMC PBMC NNP cord-277648-9kxwkcbl 110 24 pool pool NN cord-277648-9kxwkcbl 110 25 , , , cord-277648-9kxwkcbl 110 26 and and CC cord-277648-9kxwkcbl 110 27 the the DT cord-277648-9kxwkcbl 110 28 matrix matrix NN cord-277648-9kxwkcbl 110 29 of of IN cord-277648-9kxwkcbl 110 30 potential potential JJ cord-277648-9kxwkcbl 110 31 markers marker NNS cord-277648-9kxwkcbl 110 32 is be VBZ cord-277648-9kxwkcbl 110 33 shown show VBN cord-277648-9kxwkcbl 110 34 in in IN cord-277648-9kxwkcbl 110 35 Figure figure NN cord-277648-9kxwkcbl 110 36 2E 2e NN cord-277648-9kxwkcbl 110 37 . . . cord-277648-9kxwkcbl 111 1 We -PRON- PRP cord-277648-9kxwkcbl 111 2 found find VBD cord-277648-9kxwkcbl 111 3 that that IN cord-277648-9kxwkcbl 111 4 S1PR1 S1PR1 NNP cord-277648-9kxwkcbl 111 5 was be VBD cord-277648-9kxwkcbl 111 6 also also RB cord-277648-9kxwkcbl 111 7 differentially differentially RB cord-277648-9kxwkcbl 111 8 expressed express VBN cord-277648-9kxwkcbl 111 9 in in IN cord-277648-9kxwkcbl 111 10 CD8 CD8 NNP cord-277648-9kxwkcbl 111 11 + + CC cord-277648-9kxwkcbl 111 12 effector effector VB cord-277648-9kxwkcbl 111 13 T t NN cord-277648-9kxwkcbl 111 14 cells cell NNS cord-277648-9kxwkcbl 111 15 , , , cord-277648-9kxwkcbl 111 16 and and CC cord-277648-9kxwkcbl 111 17 its -PRON- PRP$ cord-277648-9kxwkcbl 111 18 general general JJ cord-277648-9kxwkcbl 111 19 expression expression NN cord-277648-9kxwkcbl 111 20 on on IN cord-277648-9kxwkcbl 111 21 T t NN cord-277648-9kxwkcbl 111 22 cells cell NNS cord-277648-9kxwkcbl 111 23 was be VBD cord-277648-9kxwkcbl 111 24 verified verify VBN cord-277648-9kxwkcbl 111 25 in in IN cord-277648-9kxwkcbl 111 26 bulk bulk JJ cord-277648-9kxwkcbl 111 27 RNA RNA NNP cord-277648-9kxwkcbl 111 28 - - HYPH cord-277648-9kxwkcbl 111 29 seq seq NN cord-277648-9kxwkcbl 111 30 data datum NNS cord-277648-9kxwkcbl 111 31 ( ( -LRB- cord-277648-9kxwkcbl 111 32 Figure figure NN cord-277648-9kxwkcbl 111 33 _SP cord-277648-9kxwkcbl 111 34 S2F s2f CD cord-277648-9kxwkcbl 111 35 ) ) -RRB- cord-277648-9kxwkcbl 111 36 . . . cord-277648-9kxwkcbl 112 1 Immunoglobulin immunoglobulin JJ cord-277648-9kxwkcbl 112 2 heavy heavy JJ cord-277648-9kxwkcbl 112 3 chain chain NN cord-277648-9kxwkcbl 112 4 genes gene NNS cord-277648-9kxwkcbl 112 5 also also RB cord-277648-9kxwkcbl 112 6 appeared appear VBD cord-277648-9kxwkcbl 112 7 to to TO cord-277648-9kxwkcbl 112 8 be be VB cord-277648-9kxwkcbl 112 9 differentially differentially RB cord-277648-9kxwkcbl 112 10 expressed express VBN cord-277648-9kxwkcbl 112 11 in in IN cord-277648-9kxwkcbl 112 12 unexpected unexpected JJ cord-277648-9kxwkcbl 112 13 blood blood NN cord-277648-9kxwkcbl 112 14 cell cell NN cord-277648-9kxwkcbl 112 15 types type NNS cord-277648-9kxwkcbl 112 16 . . . cord-277648-9kxwkcbl 113 1 In in IN cord-277648-9kxwkcbl 113 2 both both CC cord-277648-9kxwkcbl 113 3 BALF BALF NNP cord-277648-9kxwkcbl 113 4 and and CC cord-277648-9kxwkcbl 113 5 PBMCs pbmc NNS cord-277648-9kxwkcbl 113 6 , , , cord-277648-9kxwkcbl 113 7 we -PRON- PRP cord-277648-9kxwkcbl 113 8 observed observe VBD cord-277648-9kxwkcbl 113 9 that that IN cord-277648-9kxwkcbl 113 10 increasing increase VBG cord-277648-9kxwkcbl 113 11 disease disease NN cord-277648-9kxwkcbl 113 12 severity severity NN cord-277648-9kxwkcbl 113 13 was be VBD cord-277648-9kxwkcbl 113 14 associated associate VBN cord-277648-9kxwkcbl 113 15 with with IN cord-277648-9kxwkcbl 113 16 the the DT cord-277648-9kxwkcbl 113 17 common common JJ cord-277648-9kxwkcbl 113 18 downregulation downregulation NN cord-277648-9kxwkcbl 113 19 of of IN cord-277648-9kxwkcbl 113 20 HLA HLA NNP cord-277648-9kxwkcbl 113 21 class class NN cord-277648-9kxwkcbl 113 22 II II NNP cord-277648-9kxwkcbl 113 23 genes gene NNS cord-277648-9kxwkcbl 113 24 HLADQA1 HLADQA1 NNP cord-277648-9kxwkcbl 114 1 and and CC cord-277648-9kxwkcbl 114 2 HLADQA2 HLADQA2 NNP cord-277648-9kxwkcbl 114 3 on on IN cord-277648-9kxwkcbl 114 4 CD16 CD16 NNP cord-277648-9kxwkcbl 115 1 + + CC cord-277648-9kxwkcbl 115 2 monocytes monocyte NNS cord-277648-9kxwkcbl 115 3 and and CC cord-277648-9kxwkcbl 115 4 BALF BALF NNP cord-277648-9kxwkcbl 115 5 MPs MPs NNPS cord-277648-9kxwkcbl 115 6 and and CC cord-277648-9kxwkcbl 115 7 HLADRA HLADRA NNP cord-277648-9kxwkcbl 115 8 on on IN cord-277648-9kxwkcbl 115 9 CD14 CD14 NNP cord-277648-9kxwkcbl 115 10 + + CC cord-277648-9kxwkcbl 115 11 monocytes monocyte NNS cord-277648-9kxwkcbl 115 12 and and CC cord-277648-9kxwkcbl 115 13 BALF BALF NNP cord-277648-9kxwkcbl 115 14 MPs MPs NNPS cord-277648-9kxwkcbl 115 15 . . . cord-277648-9kxwkcbl 116 1 Overall overall RB cord-277648-9kxwkcbl 116 2 , , , cord-277648-9kxwkcbl 116 3 these these DT cord-277648-9kxwkcbl 116 4 results result NNS cord-277648-9kxwkcbl 116 5 suggest suggest VBP cord-277648-9kxwkcbl 116 6 cell cell NN cord-277648-9kxwkcbl 116 7 surface surface NN cord-277648-9kxwkcbl 116 8 proteins protein NNS cord-277648-9kxwkcbl 116 9 whose whose WP$ cord-277648-9kxwkcbl 116 10 transcripts transcript NNS cord-277648-9kxwkcbl 116 11 are be VBP cord-277648-9kxwkcbl 116 12 differentially differentially RB cord-277648-9kxwkcbl 116 13 expressed express VBN cord-277648-9kxwkcbl 116 14 across across IN cord-277648-9kxwkcbl 116 15 disease disease NN cord-277648-9kxwkcbl 116 16 severity severity NN cord-277648-9kxwkcbl 116 17 categories category NNS cord-277648-9kxwkcbl 116 18 as as IN cord-277648-9kxwkcbl 116 19 candidate candidate NN cord-277648-9kxwkcbl 116 20 immunophenotyping immunophenotyping NN cord-277648-9kxwkcbl 116 21 markers marker NNS cord-277648-9kxwkcbl 116 22 in in IN cord-277648-9kxwkcbl 116 23 cells cell NNS cord-277648-9kxwkcbl 116 24 of of IN cord-277648-9kxwkcbl 116 25 the the DT cord-277648-9kxwkcbl 116 26 lung lung NN cord-277648-9kxwkcbl 116 27 and and CC cord-277648-9kxwkcbl 116 28 blood blood NN cord-277648-9kxwkcbl 116 29 . . . cord-277648-9kxwkcbl 117 1 To to TO cord-277648-9kxwkcbl 117 2 complement complement VB cord-277648-9kxwkcbl 117 3 our -PRON- PRP$ cord-277648-9kxwkcbl 117 4 transcriptomic transcriptomic JJ cord-277648-9kxwkcbl 117 5 analysis analysis NN cord-277648-9kxwkcbl 117 6 , , , cord-277648-9kxwkcbl 117 7 we -PRON- PRP cord-277648-9kxwkcbl 117 8 employed employ VBD cord-277648-9kxwkcbl 117 9 gene gene NN cord-277648-9kxwkcbl 117 10 ontology ontology NN cord-277648-9kxwkcbl 117 11 ( ( -LRB- cord-277648-9kxwkcbl 117 12 GO GO NNP cord-277648-9kxwkcbl 117 13 ) ) -RRB- cord-277648-9kxwkcbl 117 14 analysis analysis NN cord-277648-9kxwkcbl 117 15 to to TO cord-277648-9kxwkcbl 117 16 identify identify VB cord-277648-9kxwkcbl 117 17 the the DT cord-277648-9kxwkcbl 117 18 biological biological JJ cord-277648-9kxwkcbl 117 19 functions function NNS cord-277648-9kxwkcbl 117 20 of of IN cord-277648-9kxwkcbl 117 21 DEGs deg NNS cord-277648-9kxwkcbl 117 22 ( ( -LRB- cord-277648-9kxwkcbl 117 23 Figure figure NN cord-277648-9kxwkcbl 117 24 S2 s2 NN cord-277648-9kxwkcbl 117 25 G G NNP cord-277648-9kxwkcbl 117 26 -I -I NNP cord-277648-9kxwkcbl 117 27 ) ) -RRB- cord-277648-9kxwkcbl 117 28 . . . cord-277648-9kxwkcbl 118 1 GO go VB cord-277648-9kxwkcbl 118 2 analysis analysis NN cord-277648-9kxwkcbl 118 3 of of IN cord-277648-9kxwkcbl 118 4 the the DT cord-277648-9kxwkcbl 118 5 DEGs deg NNS cord-277648-9kxwkcbl 118 6 in in IN cord-277648-9kxwkcbl 118 7 BALF BALF NNP cord-277648-9kxwkcbl 118 8 and and CC cord-277648-9kxwkcbl 118 9 PBMCs PBMCs NNP cord-277648-9kxwkcbl 118 10 shows show VBZ cord-277648-9kxwkcbl 118 11 differential differential JJ cord-277648-9kxwkcbl 118 12 expression expression NN cord-277648-9kxwkcbl 118 13 of of IN cord-277648-9kxwkcbl 118 14 transcripts transcript NNS cord-277648-9kxwkcbl 118 15 belonging belong VBG cord-277648-9kxwkcbl 118 16 to to IN cord-277648-9kxwkcbl 118 17 ontologies ontology NNS cord-277648-9kxwkcbl 118 18 of of IN cord-277648-9kxwkcbl 118 19 the the DT cord-277648-9kxwkcbl 118 20 innate innate JJ cord-277648-9kxwkcbl 118 21 immune immune JJ cord-277648-9kxwkcbl 118 22 system system NN cord-277648-9kxwkcbl 118 23 , , , cord-277648-9kxwkcbl 118 24 cytokine cytokine NN cord-277648-9kxwkcbl 118 25 signaling signaling NN cord-277648-9kxwkcbl 118 26 , , , cord-277648-9kxwkcbl 118 27 and and CC cord-277648-9kxwkcbl 118 28 adaptive adaptive JJ cord-277648-9kxwkcbl 118 29 immune immune JJ cord-277648-9kxwkcbl 118 30 cell cell NN cord-277648-9kxwkcbl 118 31 proliferation proliferation NN cord-277648-9kxwkcbl 118 32 and and CC cord-277648-9kxwkcbl 118 33 activation activation NN cord-277648-9kxwkcbl 118 34 . . . cord-277648-9kxwkcbl 119 1 To to TO cord-277648-9kxwkcbl 119 2 probe probe VB cord-277648-9kxwkcbl 119 3 the the DT cord-277648-9kxwkcbl 119 4 molecular molecular JJ cord-277648-9kxwkcbl 119 5 mechanisms mechanism NNS cord-277648-9kxwkcbl 119 6 of of IN cord-277648-9kxwkcbl 119 7 severe severe JJ cord-277648-9kxwkcbl 119 8 COVID-19 covid-19 NN cord-277648-9kxwkcbl 119 9 at at IN cord-277648-9kxwkcbl 119 10 a a DT cord-277648-9kxwkcbl 119 11 broader broad JJR cord-277648-9kxwkcbl 119 12 scale scale NN cord-277648-9kxwkcbl 119 13 , , , cord-277648-9kxwkcbl 119 14 we -PRON- PRP cord-277648-9kxwkcbl 119 15 sought seek VBD cord-277648-9kxwkcbl 119 16 to to TO cord-277648-9kxwkcbl 119 17 utilize utilize VB cord-277648-9kxwkcbl 119 18 the the DT cord-277648-9kxwkcbl 119 19 large large JJ cord-277648-9kxwkcbl 119 20 number number NN cord-277648-9kxwkcbl 119 21 of of IN cord-277648-9kxwkcbl 119 22 differentially differentially RB cord-277648-9kxwkcbl 119 23 expressed express VBN cord-277648-9kxwkcbl 119 24 transcripts transcript NNS cord-277648-9kxwkcbl 119 25 to to TO cord-277648-9kxwkcbl 119 26 identify identify VB cord-277648-9kxwkcbl 119 27 biological biological JJ cord-277648-9kxwkcbl 119 28 pathways pathway NNS cord-277648-9kxwkcbl 119 29 that that WDT cord-277648-9kxwkcbl 119 30 are be VBP cord-277648-9kxwkcbl 119 31 altered alter VBN cord-277648-9kxwkcbl 119 32 across across IN cord-277648-9kxwkcbl 119 33 the the DT cord-277648-9kxwkcbl 119 34 spectrum spectrum NN cord-277648-9kxwkcbl 119 35 of of IN cord-277648-9kxwkcbl 119 36 disease disease NN cord-277648-9kxwkcbl 119 37 severity severity NN cord-277648-9kxwkcbl 119 38 in in IN cord-277648-9kxwkcbl 119 39 the the DT cord-277648-9kxwkcbl 119 40 local local JJ cord-277648-9kxwkcbl 119 41 lung lung NN cord-277648-9kxwkcbl 119 42 microenvironment microenvironment NN cord-277648-9kxwkcbl 119 43 ( ( -LRB- cord-277648-9kxwkcbl 119 44 BALF BALF NNP cord-277648-9kxwkcbl 119 45 ) ) -RRB- cord-277648-9kxwkcbl 119 46 and and CC cord-277648-9kxwkcbl 119 47 systemic systemic JJ cord-277648-9kxwkcbl 119 48 circulation circulation NN cord-277648-9kxwkcbl 119 49 ( ( -LRB- cord-277648-9kxwkcbl 119 50 PBMCs pbmc NNS cord-277648-9kxwkcbl 119 51 ) ) -RRB- cord-277648-9kxwkcbl 119 52 . . . cord-277648-9kxwkcbl 120 1 Significant significant JJ cord-277648-9kxwkcbl 120 2 transcriptional transcriptional JJ cord-277648-9kxwkcbl 120 3 changes change NNS cord-277648-9kxwkcbl 120 4 in in IN cord-277648-9kxwkcbl 120 5 cells cell NNS cord-277648-9kxwkcbl 120 6 of of IN cord-277648-9kxwkcbl 120 7 the the DT cord-277648-9kxwkcbl 120 8 BALF BALF NNP cord-277648-9kxwkcbl 120 9 were be VBD cord-277648-9kxwkcbl 120 10 abundant abundant JJ cord-277648-9kxwkcbl 120 11 in in IN cord-277648-9kxwkcbl 120 12 all all DT cord-277648-9kxwkcbl 120 13 cell cell NN cord-277648-9kxwkcbl 120 14 types type NNS cord-277648-9kxwkcbl 120 15 with with IN cord-277648-9kxwkcbl 120 16 the the DT cord-277648-9kxwkcbl 120 17 exception exception NN cord-277648-9kxwkcbl 120 18 of of IN cord-277648-9kxwkcbl 120 19 plasma plasma NN cord-277648-9kxwkcbl 120 20 cells cell NNS cord-277648-9kxwkcbl 120 21 . . . cord-277648-9kxwkcbl 121 1 We -PRON- PRP cord-277648-9kxwkcbl 121 2 first first RB cord-277648-9kxwkcbl 121 3 directed direct VBD cord-277648-9kxwkcbl 121 4 our -PRON- PRP$ cord-277648-9kxwkcbl 121 5 attention attention NN cord-277648-9kxwkcbl 121 6 to to IN cord-277648-9kxwkcbl 121 7 the the DT cord-277648-9kxwkcbl 121 8 epithelium epithelium NN cord-277648-9kxwkcbl 121 9 , , , cord-277648-9kxwkcbl 121 10 where where WRB cord-277648-9kxwkcbl 121 11 substantial substantial JJ cord-277648-9kxwkcbl 121 12 morphological morphological JJ cord-277648-9kxwkcbl 121 13 damage damage NN cord-277648-9kxwkcbl 121 14 and and CC cord-277648-9kxwkcbl 121 15 histological histological JJ cord-277648-9kxwkcbl 121 16 atypia atypia NNS cord-277648-9kxwkcbl 121 17 were be VBD cord-277648-9kxwkcbl 121 18 observed observe VBN cord-277648-9kxwkcbl 121 19 in in IN cord-277648-9kxwkcbl 121 20 deceased deceased JJ cord-277648-9kxwkcbl 121 21 COVID-19 covid-19 CD cord-277648-9kxwkcbl 121 22 patients patient NNS cord-277648-9kxwkcbl 121 23 [ [ -LRB- cord-277648-9kxwkcbl 121 24 1 1 CD cord-277648-9kxwkcbl 121 25 , , , cord-277648-9kxwkcbl 121 26 7 7 CD cord-277648-9kxwkcbl 121 27 , , , cord-277648-9kxwkcbl 121 28 15 15 CD cord-277648-9kxwkcbl 121 29 , , , cord-277648-9kxwkcbl 121 30 17 17 CD cord-277648-9kxwkcbl 121 31 , , , cord-277648-9kxwkcbl 121 32 16 16 CD cord-277648-9kxwkcbl 121 33 ] ] -RRB- cord-277648-9kxwkcbl 121 34 . . . cord-277648-9kxwkcbl 122 1 At at IN cord-277648-9kxwkcbl 122 2 the the DT cord-277648-9kxwkcbl 122 3 level level NN cord-277648-9kxwkcbl 122 4 of of IN cord-277648-9kxwkcbl 122 5 individual individual JJ cord-277648-9kxwkcbl 122 6 gene gene NN cord-277648-9kxwkcbl 122 7 regulation regulation NN cord-277648-9kxwkcbl 122 8 , , , cord-277648-9kxwkcbl 122 9 we -PRON- PRP cord-277648-9kxwkcbl 122 10 first first RB cord-277648-9kxwkcbl 122 11 noted note VBD cord-277648-9kxwkcbl 122 12 a a DT cord-277648-9kxwkcbl 122 13 surprisingly surprisingly RB cord-277648-9kxwkcbl 122 14 strong strong JJ cord-277648-9kxwkcbl 122 15 significant significant JJ cord-277648-9kxwkcbl 122 16 upregulation upregulation NN cord-277648-9kxwkcbl 122 17 of of IN cord-277648-9kxwkcbl 122 18 FOS FOS NNP cord-277648-9kxwkcbl 122 19 and and CC cord-277648-9kxwkcbl 122 20 JUN JUN NNP cord-277648-9kxwkcbl 122 21 , , , cord-277648-9kxwkcbl 122 22 which which WDT cord-277648-9kxwkcbl 122 23 code code NN cord-277648-9kxwkcbl 122 24 for for IN cord-277648-9kxwkcbl 122 25 proteins protein NNS cord-277648-9kxwkcbl 122 26 implicated implicate VBN cord-277648-9kxwkcbl 122 27 in in IN cord-277648-9kxwkcbl 122 28 the the DT cord-277648-9kxwkcbl 122 29 development development NN cord-277648-9kxwkcbl 122 30 of of IN cord-277648-9kxwkcbl 122 31 cancer cancer NN cord-277648-9kxwkcbl 122 32 ( ( -LRB- cord-277648-9kxwkcbl 122 33 Figure Figure NNP cord-277648-9kxwkcbl 122 34 3A 3a CD cord-277648-9kxwkcbl 122 35 ) ) -RRB- cord-277648-9kxwkcbl 122 36 . . . cord-277648-9kxwkcbl 123 1 Additionally additionally RB cord-277648-9kxwkcbl 123 2 , , , cord-277648-9kxwkcbl 123 3 we -PRON- PRP cord-277648-9kxwkcbl 123 4 noted note VBD cord-277648-9kxwkcbl 123 5 a a DT cord-277648-9kxwkcbl 123 6 strong strong JJ cord-277648-9kxwkcbl 123 7 significant significant JJ cord-277648-9kxwkcbl 123 8 downregulation downregulation NN cord-277648-9kxwkcbl 123 9 of of IN cord-277648-9kxwkcbl 123 10 the the DT cord-277648-9kxwkcbl 123 11 tumor tumor NN cord-277648-9kxwkcbl 123 12 suppressor suppressor NN cord-277648-9kxwkcbl 123 13 gene gene NN cord-277648-9kxwkcbl 123 14 C2orf40 C2orf40 NNP cord-277648-9kxwkcbl 123 15 . . . cord-277648-9kxwkcbl 124 1 When when WRB cord-277648-9kxwkcbl 124 2 comparing compare VBG cord-277648-9kxwkcbl 124 3 ciliated ciliated JJ cord-277648-9kxwkcbl 124 4 cells cell NNS cord-277648-9kxwkcbl 124 5 between between IN cord-277648-9kxwkcbl 124 6 moderate moderate JJ cord-277648-9kxwkcbl 124 7 disease disease NN cord-277648-9kxwkcbl 124 8 and and CC cord-277648-9kxwkcbl 124 9 healthy healthy JJ cord-277648-9kxwkcbl 124 10 control control NN cord-277648-9kxwkcbl 124 11 subjects subject NNS cord-277648-9kxwkcbl 124 12 ( ( -LRB- cord-277648-9kxwkcbl 124 13 Figure figure NN cord-277648-9kxwkcbl 124 14 S3A s3a NN cord-277648-9kxwkcbl 124 15 ) ) -RRB- cord-277648-9kxwkcbl 124 16 , , , cord-277648-9kxwkcbl 124 17 we -PRON- PRP cord-277648-9kxwkcbl 124 18 did do VBD cord-277648-9kxwkcbl 124 19 not not RB cord-277648-9kxwkcbl 124 20 observe observe VB cord-277648-9kxwkcbl 124 21 differential differential JJ cord-277648-9kxwkcbl 124 22 expression expression NN cord-277648-9kxwkcbl 124 23 of of IN cord-277648-9kxwkcbl 124 24 proto proto JJ cord-277648-9kxwkcbl 124 25 - - HYPH cord-277648-9kxwkcbl 124 26 oncogenic oncogenic JJ cord-277648-9kxwkcbl 124 27 transcripts transcript NNS cord-277648-9kxwkcbl 124 28 . . . cord-277648-9kxwkcbl 125 1 We -PRON- PRP cord-277648-9kxwkcbl 125 2 next next RB cord-277648-9kxwkcbl 125 3 leveraged leveraged JJ cord-277648-9kxwkcbl 125 4 gene gene NN cord-277648-9kxwkcbl 125 5 set set VBD cord-277648-9kxwkcbl 125 6 enrichment enrichment NN cord-277648-9kxwkcbl 125 7 analysis analysis NN cord-277648-9kxwkcbl 125 8 ( ( -LRB- cord-277648-9kxwkcbl 125 9 GSEA GSEA NNP cord-277648-9kxwkcbl 125 10 ) ) -RRB- cord-277648-9kxwkcbl 125 11 to to TO cord-277648-9kxwkcbl 125 12 dissect dissect VB cord-277648-9kxwkcbl 125 13 pathway pathway NN cord-277648-9kxwkcbl 125 14 - - HYPH cord-277648-9kxwkcbl 125 15 level level NN cord-277648-9kxwkcbl 125 16 regulation regulation NN cord-277648-9kxwkcbl 125 17 . . . cord-277648-9kxwkcbl 126 1 GSEA GSEA NNP cord-277648-9kxwkcbl 126 2 provides provide VBZ cord-277648-9kxwkcbl 126 3 positive positive JJ cord-277648-9kxwkcbl 126 4 and and CC cord-277648-9kxwkcbl 126 5 negative negative JJ cord-277648-9kxwkcbl 126 6 enrichment enrichment NN cord-277648-9kxwkcbl 126 7 readouts readout NNS cord-277648-9kxwkcbl 126 8 ; ; : cord-277648-9kxwkcbl 126 9 here here RB cord-277648-9kxwkcbl 126 10 , , , cord-277648-9kxwkcbl 126 11 we -PRON- PRP cord-277648-9kxwkcbl 126 12 define define VBP cord-277648-9kxwkcbl 126 13 pathways pathway NNS cord-277648-9kxwkcbl 126 14 with with IN cord-277648-9kxwkcbl 126 15 positive positive JJ cord-277648-9kxwkcbl 126 16 normalized normalized JJ cord-277648-9kxwkcbl 126 17 enrichment enrichment NN cord-277648-9kxwkcbl 126 18 score score NN cord-277648-9kxwkcbl 126 19 as as IN cord-277648-9kxwkcbl 126 20 " " `` cord-277648-9kxwkcbl 126 21 enriched enrich VBN cord-277648-9kxwkcbl 126 22 " " '' cord-277648-9kxwkcbl 126 23 and and CC cord-277648-9kxwkcbl 126 24 those those DT cord-277648-9kxwkcbl 126 25 with with IN cord-277648-9kxwkcbl 126 26 a a DT cord-277648-9kxwkcbl 126 27 negative negative JJ cord-277648-9kxwkcbl 126 28 normalized normalize VBN cord-277648-9kxwkcbl 126 29 enrichment enrichment NN cord-277648-9kxwkcbl 126 30 score score NN cord-277648-9kxwkcbl 126 31 as as IN cord-277648-9kxwkcbl 126 32 " " `` cord-277648-9kxwkcbl 126 33 depleted deplete VBN cord-277648-9kxwkcbl 126 34 " " '' cord-277648-9kxwkcbl 126 35 . . . cord-277648-9kxwkcbl 127 1 GSEA GSEA NNP cord-277648-9kxwkcbl 127 2 revealed reveal VBD cord-277648-9kxwkcbl 127 3 the the DT cord-277648-9kxwkcbl 127 4 enrichment enrichment NN cord-277648-9kxwkcbl 127 5 of of IN cord-277648-9kxwkcbl 127 6 pathways pathway NNS cord-277648-9kxwkcbl 127 7 involved involve VBN cord-277648-9kxwkcbl 127 8 in in IN cord-277648-9kxwkcbl 127 9 the the DT cord-277648-9kxwkcbl 127 10 innate innate JJ cord-277648-9kxwkcbl 127 11 immune immune JJ cord-277648-9kxwkcbl 127 12 response response NN cord-277648-9kxwkcbl 127 13 , , , cord-277648-9kxwkcbl 127 14 general general JJ cord-277648-9kxwkcbl 127 15 inflammatory inflammatory JJ cord-277648-9kxwkcbl 127 16 response response NN cord-277648-9kxwkcbl 127 17 , , , cord-277648-9kxwkcbl 127 18 and and CC cord-277648-9kxwkcbl 127 19 , , , cord-277648-9kxwkcbl 127 20 surprisingly surprisingly RB cord-277648-9kxwkcbl 127 21 , , , cord-277648-9kxwkcbl 127 22 oncogenic oncogenic JJ cord-277648-9kxwkcbl 127 23 signaling signaling NN cord-277648-9kxwkcbl 127 24 in in IN cord-277648-9kxwkcbl 127 25 severe severe JJ cord-277648-9kxwkcbl 127 26 versus versus IN cord-277648-9kxwkcbl 127 27 moderate moderate JJ cord-277648-9kxwkcbl 127 28 donors donor NNS cord-277648-9kxwkcbl 127 29 . . . cord-277648-9kxwkcbl 128 1 Specifically specifically RB cord-277648-9kxwkcbl 128 2 , , , cord-277648-9kxwkcbl 128 3 we -PRON- PRP cord-277648-9kxwkcbl 128 4 observed observe VBD cord-277648-9kxwkcbl 128 5 the the DT cord-277648-9kxwkcbl 128 6 significant significant JJ cord-277648-9kxwkcbl 128 7 enrichment enrichment NN cord-277648-9kxwkcbl 128 8 of of IN cord-277648-9kxwkcbl 128 9 the the DT cord-277648-9kxwkcbl 128 10 epithelial epithelial NN cord-277648-9kxwkcbl 128 11 - - HYPH cord-277648-9kxwkcbl 128 12 tomesenchymal tomesenchymal JJ cord-277648-9kxwkcbl 128 13 transition transition NN cord-277648-9kxwkcbl 128 14 , , , cord-277648-9kxwkcbl 128 15 K K NNP cord-277648-9kxwkcbl 128 16 - - HYPH cord-277648-9kxwkcbl 128 17 Ras Ras NNP cord-277648-9kxwkcbl 128 18 , , , cord-277648-9kxwkcbl 128 19 PI3K PI3K NNP cord-277648-9kxwkcbl 128 20 / / SYM cord-277648-9kxwkcbl 128 21 Akt Akt NNP cord-277648-9kxwkcbl 128 22 and and CC cord-277648-9kxwkcbl 128 23 p53 p53 NN cord-277648-9kxwkcbl 128 24 pathways pathway NNS cord-277648-9kxwkcbl 128 25 in in IN cord-277648-9kxwkcbl 128 26 addition addition NN cord-277648-9kxwkcbl 128 27 to to IN cord-277648-9kxwkcbl 128 28 the the DT cord-277648-9kxwkcbl 128 29 TNF TNF NNP cord-277648-9kxwkcbl 128 30 - - HYPH cord-277648-9kxwkcbl 128 31 α α NNP cord-277648-9kxwkcbl 128 32 signaling signal VBG cord-277648-9kxwkcbl 128 33 via via IN cord-277648-9kxwkcbl 128 34 NF nf NN cord-277648-9kxwkcbl 128 35 - - HYPH cord-277648-9kxwkcbl 128 36 κB κB NNP cord-277648-9kxwkcbl 128 37 and and CC cord-277648-9kxwkcbl 128 38 IL-2 IL-2 NNP cord-277648-9kxwkcbl 128 39 / / SYM cord-277648-9kxwkcbl 128 40 STAT5 STAT5 NNP cord-277648-9kxwkcbl 128 41 pathways pathway NNS cord-277648-9kxwkcbl 128 42 . . . cord-277648-9kxwkcbl 129 1 When when WRB cord-277648-9kxwkcbl 129 2 we -PRON- PRP cord-277648-9kxwkcbl 129 3 increased increase VBD cord-277648-9kxwkcbl 129 4 this this DT cord-277648-9kxwkcbl 129 5 analysis analysis NN cord-277648-9kxwkcbl 129 6 to to TO cord-277648-9kxwkcbl 129 7 include include VB cord-277648-9kxwkcbl 129 8 all all DT cord-277648-9kxwkcbl 129 9 of of IN cord-277648-9kxwkcbl 129 10 the the DT cord-277648-9kxwkcbl 129 11 cell cell NN cord-277648-9kxwkcbl 129 12 types type NNS cord-277648-9kxwkcbl 129 13 found find VBN cord-277648-9kxwkcbl 129 14 in in IN cord-277648-9kxwkcbl 129 15 the the DT cord-277648-9kxwkcbl 129 16 BALF BALF NNP cord-277648-9kxwkcbl 130 1 ( ( -LRB- cord-277648-9kxwkcbl 130 2 Figure figure NN cord-277648-9kxwkcbl 130 3 3A 3a CD cord-277648-9kxwkcbl 131 1 We -PRON- PRP cord-277648-9kxwkcbl 131 2 next next RB cord-277648-9kxwkcbl 131 3 investigated investigate VBN cord-277648-9kxwkcbl 131 4 pathway pathway NN cord-277648-9kxwkcbl 131 5 - - HYPH cord-277648-9kxwkcbl 131 6 level level NN cord-277648-9kxwkcbl 131 7 changes change NNS cord-277648-9kxwkcbl 131 8 occurring occur VBG cord-277648-9kxwkcbl 131 9 in in IN cord-277648-9kxwkcbl 131 10 PBMCs pbmc NNS cord-277648-9kxwkcbl 131 11 and and CC cord-277648-9kxwkcbl 131 12 found find VBD cord-277648-9kxwkcbl 131 13 that that IN cord-277648-9kxwkcbl 131 14 differential differential JJ cord-277648-9kxwkcbl 131 15 gene gene NN cord-277648-9kxwkcbl 131 16 expression expression NN cord-277648-9kxwkcbl 131 17 between between IN cord-277648-9kxwkcbl 131 18 ARDS ARDS NNP cord-277648-9kxwkcbl 131 19 and and CC cord-277648-9kxwkcbl 131 20 non non NNP cord-277648-9kxwkcbl 131 21 - - JJ cord-277648-9kxwkcbl 131 22 ARDS ARDS NNP cord-277648-9kxwkcbl 131 23 patients patient NNS cord-277648-9kxwkcbl 131 24 supported support VBD cord-277648-9kxwkcbl 131 25 the the DT cord-277648-9kxwkcbl 131 26 detection detection NN cord-277648-9kxwkcbl 131 27 of of IN cord-277648-9kxwkcbl 131 28 statistically statistically RB cord-277648-9kxwkcbl 131 29 enriched enrich VBN cord-277648-9kxwkcbl 131 30 pathways pathway NNS cord-277648-9kxwkcbl 131 31 through through IN cord-277648-9kxwkcbl 131 32 GSEA GSEA NNP cord-277648-9kxwkcbl 131 33 . . . cord-277648-9kxwkcbl 132 1 We -PRON- PRP cord-277648-9kxwkcbl 132 2 first first RB cord-277648-9kxwkcbl 132 3 examined examine VBD cord-277648-9kxwkcbl 132 4 CD14 CD14 NNP cord-277648-9kxwkcbl 132 5 + + CC cord-277648-9kxwkcbl 132 6 blood blood NN cord-277648-9kxwkcbl 132 7 monocytes monocyte NNS cord-277648-9kxwkcbl 132 8 , , , cord-277648-9kxwkcbl 132 9 a a DT cord-277648-9kxwkcbl 132 10 cell cell NN cord-277648-9kxwkcbl 132 11 type type NN cord-277648-9kxwkcbl 132 12 whose whose WP$ cord-277648-9kxwkcbl 132 13 severe severe JJ cord-277648-9kxwkcbl 132 14 disease disease NN cord-277648-9kxwkcbl 132 15 response response NN cord-277648-9kxwkcbl 132 16 could could MD cord-277648-9kxwkcbl 132 17 be be VB cord-277648-9kxwkcbl 132 18 compared compare VBN cord-277648-9kxwkcbl 132 19 to to IN cord-277648-9kxwkcbl 132 20 that that DT cord-277648-9kxwkcbl 132 21 of of IN cord-277648-9kxwkcbl 132 22 BALF BALF NNP cord-277648-9kxwkcbl 132 23 MPs MPs NNPS cord-277648-9kxwkcbl 132 24 . . . cord-277648-9kxwkcbl 133 1 In in IN cord-277648-9kxwkcbl 133 2 ARDS ARDS NNP cord-277648-9kxwkcbl 133 3 patients patient NNS cord-277648-9kxwkcbl 133 4 , , , cord-277648-9kxwkcbl 133 5 CD14 CD14 NNP cord-277648-9kxwkcbl 133 6 + + CC cord-277648-9kxwkcbl 133 7 monocytes monocyte NNS cord-277648-9kxwkcbl 133 8 demonstrated demonstrate VBD cord-277648-9kxwkcbl 133 9 pronounced pronounced JJ cord-277648-9kxwkcbl 133 10 downregulation downregulation NN cord-277648-9kxwkcbl 133 11 of of IN cord-277648-9kxwkcbl 133 12 ISG15 ISG15 NNP cord-277648-9kxwkcbl 133 13 , , , cord-277648-9kxwkcbl 133 14 TNFAIP3 TNFAIP3 NNS cord-277648-9kxwkcbl 133 15 , , , cord-277648-9kxwkcbl 133 16 and and CC cord-277648-9kxwkcbl 133 17 NFKBIA NFKBIA NNP cord-277648-9kxwkcbl 133 18 compared compare VBN cord-277648-9kxwkcbl 133 19 to to IN cord-277648-9kxwkcbl 133 20 non non JJ cord-277648-9kxwkcbl 133 21 - - JJ cord-277648-9kxwkcbl 133 22 ARDS ARDS NNP cord-277648-9kxwkcbl 133 23 patients patient NNS cord-277648-9kxwkcbl 133 24 , , , cord-277648-9kxwkcbl 133 25 manifesting manifest VBG cord-277648-9kxwkcbl 133 26 in in IN cord-277648-9kxwkcbl 133 27 the the DT cord-277648-9kxwkcbl 133 28 depletion depletion NN cord-277648-9kxwkcbl 133 29 of of IN cord-277648-9kxwkcbl 133 30 the the DT cord-277648-9kxwkcbl 133 31 IFN IFN NNP cord-277648-9kxwkcbl 133 32 - - HYPH cord-277648-9kxwkcbl 133 33 α α NNP cord-277648-9kxwkcbl 133 34 , , , cord-277648-9kxwkcbl 133 35 IFN IFN NNP cord-277648-9kxwkcbl 133 36 - - HYPH cord-277648-9kxwkcbl 133 37 γ γ NNP cord-277648-9kxwkcbl 133 38 , , , cord-277648-9kxwkcbl 133 39 and and CC cord-277648-9kxwkcbl 133 40 TNF TNF NNP cord-277648-9kxwkcbl 133 41 - - HYPH cord-277648-9kxwkcbl 133 42 α α NNP cord-277648-9kxwkcbl 133 43 signaling signal VBG cord-277648-9kxwkcbl 133 44 via via IN cord-277648-9kxwkcbl 133 45 NF nf NN cord-277648-9kxwkcbl 133 46 - - HYPH cord-277648-9kxwkcbl 133 47 κB κB NNP cord-277648-9kxwkcbl 133 48 pathways pathway NNS cord-277648-9kxwkcbl 133 49 ( ( -LRB- cord-277648-9kxwkcbl 133 50 Figure figure NN cord-277648-9kxwkcbl 133 51 3B 3b CD cord-277648-9kxwkcbl 133 52 ) ) -RRB- cord-277648-9kxwkcbl 133 53 . . . cord-277648-9kxwkcbl 134 1 Expression expression NN cord-277648-9kxwkcbl 134 2 of of IN cord-277648-9kxwkcbl 134 3 the the DT cord-277648-9kxwkcbl 134 4 immunoglobulin immunoglobulin NN cord-277648-9kxwkcbl 134 5 G G NNP cord-277648-9kxwkcbl 134 6 and and CC cord-277648-9kxwkcbl 134 7 M M NNP cord-277648-9kxwkcbl 134 8 heavy heavy JJ cord-277648-9kxwkcbl 134 9 chains chain NNS cord-277648-9kxwkcbl 134 10 appeared appear VBD cord-277648-9kxwkcbl 134 11 to to TO cord-277648-9kxwkcbl 134 12 be be VB cord-277648-9kxwkcbl 134 13 altered alter VBN cord-277648-9kxwkcbl 134 14 at at IN cord-277648-9kxwkcbl 134 15 the the DT cord-277648-9kxwkcbl 134 16 transcriptional transcriptional JJ cord-277648-9kxwkcbl 134 17 level level NN cord-277648-9kxwkcbl 134 18 but but CC cord-277648-9kxwkcbl 134 19 did do VBD cord-277648-9kxwkcbl 134 20 not not RB cord-277648-9kxwkcbl 134 21 contribute contribute VB cord-277648-9kxwkcbl 134 22 to to IN cord-277648-9kxwkcbl 134 23 significantly significantly RB cord-277648-9kxwkcbl 134 24 enriched enrich VBN cord-277648-9kxwkcbl 134 25 pathways pathway NNS cord-277648-9kxwkcbl 134 26 . . . cord-277648-9kxwkcbl 135 1 When when WRB cord-277648-9kxwkcbl 135 2 expanding expand VBG cord-277648-9kxwkcbl 135 3 this this DT cord-277648-9kxwkcbl 135 4 analysis analysis NN cord-277648-9kxwkcbl 135 5 to to IN cord-277648-9kxwkcbl 135 6 all all DT cord-277648-9kxwkcbl 135 7 PBMC PBMC NNP cord-277648-9kxwkcbl 135 8 cell cell NN cord-277648-9kxwkcbl 135 9 types type NNS cord-277648-9kxwkcbl 135 10 ( ( -LRB- cord-277648-9kxwkcbl 135 11 Figure figure NN cord-277648-9kxwkcbl 135 12 3B 3b CD cord-277648-9kxwkcbl 135 13 ) ) -RRB- cord-277648-9kxwkcbl 135 14 , , , cord-277648-9kxwkcbl 135 15 we -PRON- PRP cord-277648-9kxwkcbl 135 16 observed observe VBD cord-277648-9kxwkcbl 135 17 a a DT cord-277648-9kxwkcbl 135 18 striking striking JJ cord-277648-9kxwkcbl 135 19 depletion depletion NN cord-277648-9kxwkcbl 135 20 of of IN cord-277648-9kxwkcbl 135 21 IFN IFN NNP cord-277648-9kxwkcbl 135 22 - - HYPH cord-277648-9kxwkcbl 135 23 α α NNP cord-277648-9kxwkcbl 135 24 , , , cord-277648-9kxwkcbl 135 25 IFN IFN NNP cord-277648-9kxwkcbl 135 26 - - HYPH cord-277648-9kxwkcbl 135 27 γ γ NNP cord-277648-9kxwkcbl 135 28 , , , cord-277648-9kxwkcbl 135 29 and and CC cord-277648-9kxwkcbl 135 30 TNF TNF NNP cord-277648-9kxwkcbl 135 31 - - HYPH cord-277648-9kxwkcbl 135 32 α α NNP cord-277648-9kxwkcbl 135 33 signaling signal VBG cord-277648-9kxwkcbl 135 34 via via IN cord-277648-9kxwkcbl 135 35 NF nf NN cord-277648-9kxwkcbl 135 36 - - HYPH cord-277648-9kxwkcbl 135 37 κB κB NNP cord-277648-9kxwkcbl 135 38 pathways pathway NNS cord-277648-9kxwkcbl 135 39 in in IN cord-277648-9kxwkcbl 135 40 a a DT cord-277648-9kxwkcbl 135 41 conserved conserve VBN cord-277648-9kxwkcbl 135 42 trend trend NN cord-277648-9kxwkcbl 135 43 across across IN cord-277648-9kxwkcbl 135 44 nearly nearly RB cord-277648-9kxwkcbl 135 45 every every DT cord-277648-9kxwkcbl 135 46 cell cell NN cord-277648-9kxwkcbl 135 47 type type NN cord-277648-9kxwkcbl 135 48 . . . cord-277648-9kxwkcbl 136 1 The the DT cord-277648-9kxwkcbl 136 2 IL-2 IL-2 NNP cord-277648-9kxwkcbl 136 3 / / SYM cord-277648-9kxwkcbl 136 4 STAT5 STAT5 NNP cord-277648-9kxwkcbl 136 5 and and CC cord-277648-9kxwkcbl 136 6 IL-6 IL-6 NNP cord-277648-9kxwkcbl 136 7 / / SYM cord-277648-9kxwkcbl 136 8 JAK JAK NNP cord-277648-9kxwkcbl 136 9 / / SYM cord-277648-9kxwkcbl 136 10 STAT3 STAT3 NNP cord-277648-9kxwkcbl 136 11 pathways pathway NNS cord-277648-9kxwkcbl 136 12 did do VBD cord-277648-9kxwkcbl 136 13 not not RB cord-277648-9kxwkcbl 136 14 appear appear VB cord-277648-9kxwkcbl 136 15 to to TO cord-277648-9kxwkcbl 136 16 be be VB cord-277648-9kxwkcbl 136 17 significantly significantly RB cord-277648-9kxwkcbl 136 18 altered alter VBN cord-277648-9kxwkcbl 136 19 in in IN cord-277648-9kxwkcbl 136 20 the the DT cord-277648-9kxwkcbl 136 21 majority majority NN cord-277648-9kxwkcbl 136 22 of of IN cord-277648-9kxwkcbl 136 23 cell cell NN cord-277648-9kxwkcbl 136 24 types type NNS cord-277648-9kxwkcbl 136 25 . . . cord-277648-9kxwkcbl 137 1 Comparing compare VBG cord-277648-9kxwkcbl 137 2 PBMCs pbmc NNS cord-277648-9kxwkcbl 137 3 of of IN cord-277648-9kxwkcbl 137 4 non non JJ cord-277648-9kxwkcbl 137 5 - - JJ cord-277648-9kxwkcbl 137 6 ARDS ARDS NNP cord-277648-9kxwkcbl 137 7 donors donor NNS cord-277648-9kxwkcbl 137 8 to to IN cord-277648-9kxwkcbl 137 9 healthy healthy JJ cord-277648-9kxwkcbl 137 10 controls control NNS cord-277648-9kxwkcbl 137 11 revealed reveal VBD cord-277648-9kxwkcbl 137 12 a a DT cord-277648-9kxwkcbl 137 13 strong strong JJ cord-277648-9kxwkcbl 137 14 enrichment enrichment NN cord-277648-9kxwkcbl 137 15 of of IN cord-277648-9kxwkcbl 137 16 the the DT cord-277648-9kxwkcbl 137 17 IFN IFN NNP cord-277648-9kxwkcbl 137 18 - - HYPH cord-277648-9kxwkcbl 137 19 α α NNP cord-277648-9kxwkcbl 137 20 , , , cord-277648-9kxwkcbl 137 21 IFN IFN NNP cord-277648-9kxwkcbl 137 22 - - HYPH cord-277648-9kxwkcbl 137 23 γ γ NNP cord-277648-9kxwkcbl 137 24 , , , cord-277648-9kxwkcbl 137 25 and and CC cord-277648-9kxwkcbl 137 26 TNF TNF NNP cord-277648-9kxwkcbl 137 27 - - HYPH cord-277648-9kxwkcbl 137 28 α α NNP cord-277648-9kxwkcbl 137 29 signaling signal VBG cord-277648-9kxwkcbl 137 30 via via IN cord-277648-9kxwkcbl 137 31 NF nf NN cord-277648-9kxwkcbl 137 32 - - HYPH cord-277648-9kxwkcbl 137 33 κB κB NNP cord-277648-9kxwkcbl 137 34 pathways pathway NNS cord-277648-9kxwkcbl 137 35 , , , cord-277648-9kxwkcbl 137 36 as as RB cord-277648-9kxwkcbl 137 37 well well RB cord-277648-9kxwkcbl 137 38 as as IN cord-277648-9kxwkcbl 137 39 some some DT cord-277648-9kxwkcbl 137 40 inclusion inclusion NN cord-277648-9kxwkcbl 137 41 of of IN cord-277648-9kxwkcbl 137 42 the the DT cord-277648-9kxwkcbl 137 43 IL-2 IL-2 NNP cord-277648-9kxwkcbl 137 44 / / SYM cord-277648-9kxwkcbl 137 45 STAT5 STAT5 NNP cord-277648-9kxwkcbl 137 46 and and CC cord-277648-9kxwkcbl 137 47 IL-6 IL-6 NNP cord-277648-9kxwkcbl 137 48 / / SYM cord-277648-9kxwkcbl 137 49 JAK JAK NNP cord-277648-9kxwkcbl 137 50 / / SYM cord-277648-9kxwkcbl 137 51 STAT3 STAT3 NNP cord-277648-9kxwkcbl 137 52 pathways pathway NNS cord-277648-9kxwkcbl 137 53 ( ( -LRB- cord-277648-9kxwkcbl 137 54 Figure figure NN cord-277648-9kxwkcbl 137 55 _SP cord-277648-9kxwkcbl 137 56 S3B s3b NN cord-277648-9kxwkcbl 137 57 ) ) -RRB- cord-277648-9kxwkcbl 137 58 . . . cord-277648-9kxwkcbl 138 1 Interestingly interestingly RB cord-277648-9kxwkcbl 138 2 , , , cord-277648-9kxwkcbl 138 3 comparing compare VBG cord-277648-9kxwkcbl 138 4 ARDS ARDS NNP cord-277648-9kxwkcbl 138 5 donors donor NNS cord-277648-9kxwkcbl 138 6 to to IN cord-277648-9kxwkcbl 138 7 healthy healthy JJ cord-277648-9kxwkcbl 138 8 controls control NNS cord-277648-9kxwkcbl 138 9 showed show VBD cord-277648-9kxwkcbl 138 10 that that IN cord-277648-9kxwkcbl 138 11 these these DT cord-277648-9kxwkcbl 138 12 same same JJ cord-277648-9kxwkcbl 138 13 pathways pathway NNS cord-277648-9kxwkcbl 138 14 exhibited exhibit VBD cord-277648-9kxwkcbl 138 15 weaker weak JJR cord-277648-9kxwkcbl 138 16 enrichment enrichment NN cord-277648-9kxwkcbl 138 17 ( ( -LRB- cord-277648-9kxwkcbl 138 18 Figure figure NN cord-277648-9kxwkcbl 138 19 S3E s3e CD cord-277648-9kxwkcbl 138 20 ) ) -RRB- cord-277648-9kxwkcbl 138 21 . . . cord-277648-9kxwkcbl 139 1 To to TO cord-277648-9kxwkcbl 139 2 establish establish VB cord-277648-9kxwkcbl 139 3 a a DT cord-277648-9kxwkcbl 139 4 comparison comparison NN cord-277648-9kxwkcbl 139 5 between between IN cord-277648-9kxwkcbl 139 6 blood blood NN cord-277648-9kxwkcbl 139 7 monocytes monocyte NNS cord-277648-9kxwkcbl 139 8 and and CC cord-277648-9kxwkcbl 139 9 BALF BALF NNP cord-277648-9kxwkcbl 139 10 MPs MPs NNPS cord-277648-9kxwkcbl 139 11 and and CC cord-277648-9kxwkcbl 139 12 explore explore VB cord-277648-9kxwkcbl 139 13 the the DT cord-277648-9kxwkcbl 139 14 heterogeneity heterogeneity NN cord-277648-9kxwkcbl 139 15 of of IN cord-277648-9kxwkcbl 139 16 BALF BALF NNP cord-277648-9kxwkcbl 139 17 MPs MPs NNPS cord-277648-9kxwkcbl 139 18 observed observe VBD cord-277648-9kxwkcbl 139 19 in in IN cord-277648-9kxwkcbl 139 20 our -PRON- PRP$ cord-277648-9kxwkcbl 139 21 dataset dataset NN cord-277648-9kxwkcbl 139 22 , , , cord-277648-9kxwkcbl 139 23 we -PRON- PRP cord-277648-9kxwkcbl 139 24 analyzed analyze VBD cord-277648-9kxwkcbl 139 25 differential differential JJ cord-277648-9kxwkcbl 139 26 expression expression NN cord-277648-9kxwkcbl 139 27 and and CC cord-277648-9kxwkcbl 139 28 pathway pathway NN cord-277648-9kxwkcbl 139 29 - - HYPH cord-277648-9kxwkcbl 139 30 level level NN cord-277648-9kxwkcbl 139 31 responses response NNS cord-277648-9kxwkcbl 139 32 across across IN cord-277648-9kxwkcbl 139 33 14 14 CD cord-277648-9kxwkcbl 139 34 of of IN cord-277648-9kxwkcbl 139 35 the the DT cord-277648-9kxwkcbl 139 36 16 16 CD cord-277648-9kxwkcbl 139 37 clusters cluster NNS cord-277648-9kxwkcbl 139 38 resulting result VBG cord-277648-9kxwkcbl 139 39 from from IN cord-277648-9kxwkcbl 139 40 iterative iterative JJ cord-277648-9kxwkcbl 139 41 data data NN cord-277648-9kxwkcbl 139 42 integration integration NN cord-277648-9kxwkcbl 139 43 of of IN cord-277648-9kxwkcbl 139 44 the the DT cord-277648-9kxwkcbl 139 45 MP MP NNP cord-277648-9kxwkcbl 139 46 population population NN cord-277648-9kxwkcbl 139 47 . . . cord-277648-9kxwkcbl 140 1 Two two CD cord-277648-9kxwkcbl 140 2 clusters cluster NNS cord-277648-9kxwkcbl 140 3 containing contain VBG cord-277648-9kxwkcbl 140 4 probable probable JJ cord-277648-9kxwkcbl 140 5 doublets doublet NNS cord-277648-9kxwkcbl 140 6 were be VBD cord-277648-9kxwkcbl 140 7 excluded exclude VBN cord-277648-9kxwkcbl 140 8 from from IN cord-277648-9kxwkcbl 140 9 the the DT cord-277648-9kxwkcbl 140 10 analysis analysis NN cord-277648-9kxwkcbl 140 11 , , , cord-277648-9kxwkcbl 140 12 namely namely RB cord-277648-9kxwkcbl 140 13 cluster cluster NN cord-277648-9kxwkcbl 140 14 12 12 CD cord-277648-9kxwkcbl 140 15 ( ( -LRB- cord-277648-9kxwkcbl 140 16 CD68+/CD3D+ CD68+/CD3D+ NNS cord-277648-9kxwkcbl 140 17 ) ) -RRB- cord-277648-9kxwkcbl 140 18 and and CC cord-277648-9kxwkcbl 140 19 To to TO cord-277648-9kxwkcbl 140 20 nominate nominate VB cord-277648-9kxwkcbl 140 21 potential potential JJ cord-277648-9kxwkcbl 140 22 transcription transcription NN cord-277648-9kxwkcbl 140 23 factors factor NNS cord-277648-9kxwkcbl 140 24 related relate VBN cord-277648-9kxwkcbl 140 25 to to IN cord-277648-9kxwkcbl 140 26 differentially differentially RB cord-277648-9kxwkcbl 140 27 expressed express VBN cord-277648-9kxwkcbl 140 28 gene gene NN cord-277648-9kxwkcbl 140 29 sets set NNS cord-277648-9kxwkcbl 140 30 , , , cord-277648-9kxwkcbl 140 31 we -PRON- PRP cord-277648-9kxwkcbl 140 32 sought seek VBD cord-277648-9kxwkcbl 140 33 to to TO cord-277648-9kxwkcbl 140 34 identify identify VB cord-277648-9kxwkcbl 140 35 transcription transcription NN cord-277648-9kxwkcbl 140 36 factors factor NNS cord-277648-9kxwkcbl 140 37 linked link VBN cord-277648-9kxwkcbl 140 38 to to IN cord-277648-9kxwkcbl 140 39 DEG deg NN cord-277648-9kxwkcbl 140 40 lists list NNS cord-277648-9kxwkcbl 140 41 using use VBG cord-277648-9kxwkcbl 140 42 the the DT cord-277648-9kxwkcbl 140 43 ENCODE ENCODE NNP cord-277648-9kxwkcbl 140 44 and and CC cord-277648-9kxwkcbl 140 45 ChEA ChEA NNP cord-277648-9kxwkcbl 140 46 ChIP ChIP NNP cord-277648-9kxwkcbl 140 47 - - HYPH cord-277648-9kxwkcbl 140 48 X x NN cord-277648-9kxwkcbl 140 49 databases database NNS cord-277648-9kxwkcbl 140 50 . . . cord-277648-9kxwkcbl 141 1 Consistent consistent JJ cord-277648-9kxwkcbl 141 2 with with IN cord-277648-9kxwkcbl 141 3 the the DT cord-277648-9kxwkcbl 141 4 identified identify VBN cord-277648-9kxwkcbl 141 5 activity activity NN cord-277648-9kxwkcbl 141 6 of of IN cord-277648-9kxwkcbl 141 7 the the DT cord-277648-9kxwkcbl 141 8 IL-6 IL-6 NNP cord-277648-9kxwkcbl 141 9 / / SYM cord-277648-9kxwkcbl 141 10 JAK JAK NNP cord-277648-9kxwkcbl 141 11 / / SYM cord-277648-9kxwkcbl 141 12 STAT3 STAT3 NNP cord-277648-9kxwkcbl 141 13 pathway pathway NN cord-277648-9kxwkcbl 141 14 , , , cord-277648-9kxwkcbl 141 15 we -PRON- PRP cord-277648-9kxwkcbl 141 16 observed observe VBD cord-277648-9kxwkcbl 141 17 enrichment enrichment NN cord-277648-9kxwkcbl 141 18 of of IN cord-277648-9kxwkcbl 141 19 STAT3 STAT3 NNP cord-277648-9kxwkcbl 141 20 in in IN cord-277648-9kxwkcbl 141 21 many many JJ cord-277648-9kxwkcbl 141 22 cells cell NNS cord-277648-9kxwkcbl 141 23 of of IN cord-277648-9kxwkcbl 141 24 the the DT cord-277648-9kxwkcbl 141 25 BALF BALF NNP cord-277648-9kxwkcbl 141 26 ( ( -LRB- cord-277648-9kxwkcbl 141 27 Figure figure NN cord-277648-9kxwkcbl 141 28 S3 S3 NNP cord-277648-9kxwkcbl 141 29 G G NNP cord-277648-9kxwkcbl 141 30 ) ) -RRB- cord-277648-9kxwkcbl 141 31 . . . cord-277648-9kxwkcbl 142 1 CEBPB CEBPB NNP cord-277648-9kxwkcbl 142 2 and and CC cord-277648-9kxwkcbl 142 3 CEBPD CEBPD NNP cord-277648-9kxwkcbl 142 4 appeared appear VBD cord-277648-9kxwkcbl 142 5 to to TO cord-277648-9kxwkcbl 142 6 be be VB cord-277648-9kxwkcbl 142 7 depleted deplete VBN cord-277648-9kxwkcbl 142 8 in in IN cord-277648-9kxwkcbl 142 9 the the DT cord-277648-9kxwkcbl 142 10 PBMC PBMC NNP cord-277648-9kxwkcbl 142 11 but but CC cord-277648-9kxwkcbl 142 12 enriched enrich VBN cord-277648-9kxwkcbl 142 13 in in IN cord-277648-9kxwkcbl 142 14 the the DT cord-277648-9kxwkcbl 142 15 BALF BALF NNP cord-277648-9kxwkcbl 142 16 , , , cord-277648-9kxwkcbl 142 17 and and CC cord-277648-9kxwkcbl 143 1 opposite opposite JJ cord-277648-9kxwkcbl 143 2 directionality directionality NN cord-277648-9kxwkcbl 143 3 of of IN cord-277648-9kxwkcbl 143 4 these these DT cord-277648-9kxwkcbl 143 5 genes gene NNS cord-277648-9kxwkcbl 143 6 was be VBD cord-277648-9kxwkcbl 143 7 observed observe VBN cord-277648-9kxwkcbl 143 8 between between IN cord-277648-9kxwkcbl 143 9 MPs MPs NNPS cord-277648-9kxwkcbl 143 10 and and CC cord-277648-9kxwkcbl 143 11 CD14 CD14 NNP cord-277648-9kxwkcbl 143 12 + + CC cord-277648-9kxwkcbl 143 13 monocytes monocyte NNS cord-277648-9kxwkcbl 143 14 in in IN cord-277648-9kxwkcbl 143 15 particular particular JJ cord-277648-9kxwkcbl 143 16 . . . cord-277648-9kxwkcbl 144 1 NELFE NELFE NNP cord-277648-9kxwkcbl 144 2 appeared appear VBD cord-277648-9kxwkcbl 144 3 to to TO cord-277648-9kxwkcbl 144 4 be be VB cord-277648-9kxwkcbl 144 5 enriched enrich VBN cord-277648-9kxwkcbl 144 6 in in IN cord-277648-9kxwkcbl 144 7 T T NNP cord-277648-9kxwkcbl 144 8 cells cell NNS cord-277648-9kxwkcbl 144 9 of of IN cord-277648-9kxwkcbl 144 10 the the DT cord-277648-9kxwkcbl 144 11 BALF BALF NNP cord-277648-9kxwkcbl 144 12 and and CC cord-277648-9kxwkcbl 144 13 PBMC PBMC NNP cord-277648-9kxwkcbl 145 1 ( ( -LRB- cord-277648-9kxwkcbl 145 2 Figure figure NN cord-277648-9kxwkcbl 145 3 S3G S3G NNP cord-277648-9kxwkcbl 145 4 - - HYPH cord-277648-9kxwkcbl 145 5 H H NNP cord-277648-9kxwkcbl 145 6 ) ) -RRB- cord-277648-9kxwkcbl 145 7 , , , cord-277648-9kxwkcbl 145 8 representing represent VBG cord-277648-9kxwkcbl 145 9 a a DT cord-277648-9kxwkcbl 145 10 commonality commonality NN cord-277648-9kxwkcbl 145 11 between between IN cord-277648-9kxwkcbl 145 12 the the DT cord-277648-9kxwkcbl 145 13 lung lung NN cord-277648-9kxwkcbl 145 14 and and CC cord-277648-9kxwkcbl 145 15 blood blood NN cord-277648-9kxwkcbl 145 16 responses response NNS cord-277648-9kxwkcbl 145 17 to to IN cord-277648-9kxwkcbl 145 18 increasing increase VBG cord-277648-9kxwkcbl 145 19 disease disease NN cord-277648-9kxwkcbl 145 20 severity severity NN cord-277648-9kxwkcbl 145 21 . . . cord-277648-9kxwkcbl 146 1 Following follow VBG cord-277648-9kxwkcbl 146 2 the the DT cord-277648-9kxwkcbl 146 3 identification identification NN cord-277648-9kxwkcbl 146 4 of of IN cord-277648-9kxwkcbl 146 5 severity severity NN cord-277648-9kxwkcbl 146 6 - - HYPH cord-277648-9kxwkcbl 146 7 specific specific JJ cord-277648-9kxwkcbl 146 8 pathway pathway NN cord-277648-9kxwkcbl 146 9 - - HYPH cord-277648-9kxwkcbl 146 10 level level NN cord-277648-9kxwkcbl 146 11 regulation regulation NN cord-277648-9kxwkcbl 146 12 differentiating differentiate VBG cord-277648-9kxwkcbl 146 13 severe severe JJ cord-277648-9kxwkcbl 146 14 and and CC cord-277648-9kxwkcbl 146 15 moderate moderate JJ cord-277648-9kxwkcbl 146 16 disease disease NN cord-277648-9kxwkcbl 146 17 courses course NNS cord-277648-9kxwkcbl 146 18 , , , cord-277648-9kxwkcbl 146 19 we -PRON- PRP cord-277648-9kxwkcbl 146 20 sought seek VBD cord-277648-9kxwkcbl 146 21 to to TO cord-277648-9kxwkcbl 146 22 construct construct VB cord-277648-9kxwkcbl 146 23 a a DT cord-277648-9kxwkcbl 146 24 putative putative JJ cord-277648-9kxwkcbl 146 25 network network NN cord-277648-9kxwkcbl 146 26 for for IN cord-277648-9kxwkcbl 146 27 how how WRB cord-277648-9kxwkcbl 146 28 these these DT cord-277648-9kxwkcbl 146 29 transcriptional transcriptional JJ cord-277648-9kxwkcbl 146 30 programs program NNS cord-277648-9kxwkcbl 146 31 could could MD cord-277648-9kxwkcbl 146 32 be be VB cord-277648-9kxwkcbl 146 33 induced induce VBN cord-277648-9kxwkcbl 146 34 by by IN cord-277648-9kxwkcbl 146 35 soluble soluble JJ cord-277648-9kxwkcbl 146 36 and and CC cord-277648-9kxwkcbl 146 37 surface surface NN cord-277648-9kxwkcbl 146 38 - - HYPH cord-277648-9kxwkcbl 146 39 level level NN cord-277648-9kxwkcbl 146 40 cell cell NN cord-277648-9kxwkcbl 146 41 - - HYPH cord-277648-9kxwkcbl 146 42 cell cell NN cord-277648-9kxwkcbl 146 43 interactions interaction NNS cord-277648-9kxwkcbl 146 44 . . . cord-277648-9kxwkcbl 147 1 Specifically specifically RB cord-277648-9kxwkcbl 147 2 , , , cord-277648-9kxwkcbl 147 3 we -PRON- PRP cord-277648-9kxwkcbl 147 4 aimed aim VBD cord-277648-9kxwkcbl 147 5 to to TO cord-277648-9kxwkcbl 147 6 identify identify VB cord-277648-9kxwkcbl 147 7 ligands ligand NNS cord-277648-9kxwkcbl 147 8 acting act VBG cord-277648-9kxwkcbl 147 9 as as IN cord-277648-9kxwkcbl 147 10 potential potential JJ cord-277648-9kxwkcbl 147 11 key key JJ cord-277648-9kxwkcbl 147 12 regulators regulator NNS cord-277648-9kxwkcbl 147 13 of of IN cord-277648-9kxwkcbl 147 14 severe severe JJ cord-277648-9kxwkcbl 147 15 disease disease NN cord-277648-9kxwkcbl 147 16 in in IN cord-277648-9kxwkcbl 147 17 many many JJ cord-277648-9kxwkcbl 147 18 cell cell NN cord-277648-9kxwkcbl 147 19 types type NNS cord-277648-9kxwkcbl 147 20 of of IN cord-277648-9kxwkcbl 147 21 the the DT cord-277648-9kxwkcbl 147 22 lung lung NN cord-277648-9kxwkcbl 147 23 in in IN cord-277648-9kxwkcbl 147 24 order order NN cord-277648-9kxwkcbl 147 25 to to TO cord-277648-9kxwkcbl 147 26 nominate nominate VB cord-277648-9kxwkcbl 147 27 targets target NNS cord-277648-9kxwkcbl 147 28 for for IN cord-277648-9kxwkcbl 147 29 further further JJ cord-277648-9kxwkcbl 147 30 study study NN cord-277648-9kxwkcbl 147 31 as as IN cord-277648-9kxwkcbl 147 32 therapeutic therapeutic JJ cord-277648-9kxwkcbl 147 33 options option NNS cord-277648-9kxwkcbl 147 34 for for IN cord-277648-9kxwkcbl 147 35 severe severe JJ cord-277648-9kxwkcbl 147 36 COVID-19 covid-19 NN cord-277648-9kxwkcbl 147 37 . . . cord-277648-9kxwkcbl 148 1 Figure figure NN cord-277648-9kxwkcbl 148 2 4A 4a CD cord-277648-9kxwkcbl 148 3 shows show VBZ cord-277648-9kxwkcbl 148 4 a a DT cord-277648-9kxwkcbl 148 5 flow flow NN cord-277648-9kxwkcbl 148 6 diagram diagram NN cord-277648-9kxwkcbl 148 7 detailing detail VBG cord-277648-9kxwkcbl 148 8 the the DT cord-277648-9kxwkcbl 148 9 steps step NNS cord-277648-9kxwkcbl 148 10 carried carry VBN cord-277648-9kxwkcbl 148 11 out out RP cord-277648-9kxwkcbl 148 12 to to TO cord-277648-9kxwkcbl 148 13 nominate nominate VB cord-277648-9kxwkcbl 148 14 severity severity NN cord-277648-9kxwkcbl 148 15 - - HYPH cord-277648-9kxwkcbl 148 16 specific specific JJ cord-277648-9kxwkcbl 148 17 " " `` cord-277648-9kxwkcbl 148 18 pan pan NN cord-277648-9kxwkcbl 148 19 - - HYPH cord-277648-9kxwkcbl 148 20 ligands ligand NNS cord-277648-9kxwkcbl 148 21 " " '' cord-277648-9kxwkcbl 148 22 local local JJ cord-277648-9kxwkcbl 148 23 to to IN cord-277648-9kxwkcbl 148 24 the the DT cord-277648-9kxwkcbl 148 25 site site NN cord-277648-9kxwkcbl 148 26 of of IN cord-277648-9kxwkcbl 148 27 viral viral JJ cord-277648-9kxwkcbl 148 28 infection infection NN cord-277648-9kxwkcbl 148 29 . . . cord-277648-9kxwkcbl 149 1 Briefly briefly RB cord-277648-9kxwkcbl 149 2 , , , cord-277648-9kxwkcbl 149 3 differential differential JJ cord-277648-9kxwkcbl 149 4 gene gene NN cord-277648-9kxwkcbl 149 5 expression expression NN cord-277648-9kxwkcbl 149 6 between between IN cord-277648-9kxwkcbl 149 7 moderate moderate JJ cord-277648-9kxwkcbl 149 8 and and CC cord-277648-9kxwkcbl 149 9 severe severe JJ cord-277648-9kxwkcbl 149 10 donors donor NNS cord-277648-9kxwkcbl 149 11 was be VBD cord-277648-9kxwkcbl 149 12 first first RB cord-277648-9kxwkcbl 149 13 evaluated evaluate VBN cord-277648-9kxwkcbl 149 14 for for IN cord-277648-9kxwkcbl 149 15 each each DT cord-277648-9kxwkcbl 149 16 cell cell NN cord-277648-9kxwkcbl 149 17 type type NN cord-277648-9kxwkcbl 149 18 in in IN cord-277648-9kxwkcbl 149 19 the the DT cord-277648-9kxwkcbl 149 20 BALF BALF NNP cord-277648-9kxwkcbl 149 21 . . . cord-277648-9kxwkcbl 150 1 We -PRON- PRP cord-277648-9kxwkcbl 150 2 classified classify VBD cord-277648-9kxwkcbl 150 3 these these DT cord-277648-9kxwkcbl 150 4 transcripts transcript NNS cord-277648-9kxwkcbl 150 5 as as IN cord-277648-9kxwkcbl 150 6 " " `` cord-277648-9kxwkcbl 150 7 target target NN cord-277648-9kxwkcbl 150 8 genes gene NNS cord-277648-9kxwkcbl 150 9 " " '' cord-277648-9kxwkcbl 150 10 whose whose WP$ cord-277648-9kxwkcbl 150 11 differential differential JJ cord-277648-9kxwkcbl 150 12 expression expression NN cord-277648-9kxwkcbl 150 13 is be VBZ cord-277648-9kxwkcbl 150 14 potentially potentially RB cord-277648-9kxwkcbl 150 15 regulated regulate VBN cord-277648-9kxwkcbl 150 16 through through IN cord-277648-9kxwkcbl 150 17 ligand ligand NN cord-277648-9kxwkcbl 150 18 - - HYPH cord-277648-9kxwkcbl 150 19 receptor receptor NN cord-277648-9kxwkcbl 150 20 interactions interaction NNS cord-277648-9kxwkcbl 150 21 [ [ -LRB- cord-277648-9kxwkcbl 150 22 37 37 CD cord-277648-9kxwkcbl 150 23 ] ] -RRB- cord-277648-9kxwkcbl 150 24 . . . cord-277648-9kxwkcbl 151 1 Next next RB cord-277648-9kxwkcbl 151 2 , , , cord-277648-9kxwkcbl 151 3 we -PRON- PRP cord-277648-9kxwkcbl 151 4 employed employ VBD cord-277648-9kxwkcbl 151 5 NicheNet NicheNet NNP cord-277648-9kxwkcbl 151 6 to to TO cord-277648-9kxwkcbl 151 7 identify identify VB cord-277648-9kxwkcbl 151 8 potential potential JJ cord-277648-9kxwkcbl 151 9 ligands ligand NNS cord-277648-9kxwkcbl 151 10 linked link VBN cord-277648-9kxwkcbl 151 11 to to IN cord-277648-9kxwkcbl 151 12 regulation regulation NN cord-277648-9kxwkcbl 151 13 of of IN cord-277648-9kxwkcbl 151 14 these these DT cord-277648-9kxwkcbl 151 15 differentially differentially RB cord-277648-9kxwkcbl 151 16 expressed express VBN cord-277648-9kxwkcbl 151 17 target target NN cord-277648-9kxwkcbl 151 18 genes gene NNS cord-277648-9kxwkcbl 151 19 [ [ -LRB- cord-277648-9kxwkcbl 151 20 37 37 CD cord-277648-9kxwkcbl 151 21 ] ] -RRB- cord-277648-9kxwkcbl 151 22 . . . cord-277648-9kxwkcbl 152 1 We -PRON- PRP cord-277648-9kxwkcbl 152 2 applied apply VBD cord-277648-9kxwkcbl 152 3 two two CD cord-277648-9kxwkcbl 152 4 filtering filter VBG cord-277648-9kxwkcbl 152 5 criteria criterion NNS cord-277648-9kxwkcbl 152 6 to to TO cord-277648-9kxwkcbl 152 7 nominate nominate VB cord-277648-9kxwkcbl 152 8 potential potential JJ cord-277648-9kxwkcbl 152 9 ligands ligand NNS cord-277648-9kxwkcbl 152 10 : : : cord-277648-9kxwkcbl 152 11 Ligands Ligands NNP cord-277648-9kxwkcbl 152 12 should should MD cord-277648-9kxwkcbl 152 13 ( ( -LRB- cord-277648-9kxwkcbl 152 14 1 1 LS cord-277648-9kxwkcbl 152 15 ) ) -RRB- cord-277648-9kxwkcbl 152 16 act act VB cord-277648-9kxwkcbl 152 17 on on RP cord-277648-9kxwkcbl 152 18 over over IN cord-277648-9kxwkcbl 152 19 one one CD cord-277648-9kxwkcbl 152 20 - - HYPH cord-277648-9kxwkcbl 152 21 third third NN cord-277648-9kxwkcbl 152 22 of of IN cord-277648-9kxwkcbl 152 23 the the DT cord-277648-9kxwkcbl 152 24 cell cell NN cord-277648-9kxwkcbl 152 25 types type NNS cord-277648-9kxwkcbl 152 26 in in IN cord-277648-9kxwkcbl 152 27 the the DT cord-277648-9kxwkcbl 152 28 BALF BALF NNP cord-277648-9kxwkcbl 153 1 and and CC cord-277648-9kxwkcbl 153 2 ( ( -LRB- cord-277648-9kxwkcbl 153 3 2 2 LS cord-277648-9kxwkcbl 153 4 ) ) -RRB- cord-277648-9kxwkcbl 153 5 be be VB cord-277648-9kxwkcbl 153 6 differentially differentially RB cord-277648-9kxwkcbl 153 7 expressed express VBN cord-277648-9kxwkcbl 153 8 by by IN cord-277648-9kxwkcbl 153 9 at at RB cord-277648-9kxwkcbl 153 10 least least RBS cord-277648-9kxwkcbl 153 11 one one CD cord-277648-9kxwkcbl 153 12 cell cell NN cord-277648-9kxwkcbl 153 13 type type NN cord-277648-9kxwkcbl 153 14 in in IN cord-277648-9kxwkcbl 153 15 severe severe JJ cord-277648-9kxwkcbl 153 16 disease disease NN cord-277648-9kxwkcbl 153 17 . . . cord-277648-9kxwkcbl 154 1 To to TO cord-277648-9kxwkcbl 154 2 follow follow VB cord-277648-9kxwkcbl 154 3 up up RP cord-277648-9kxwkcbl 154 4 on on IN cord-277648-9kxwkcbl 154 5 our -PRON- PRP$ cord-277648-9kxwkcbl 154 6 observation observation NN cord-277648-9kxwkcbl 154 7 of of IN cord-277648-9kxwkcbl 154 8 AREG AREG NNP cord-277648-9kxwkcbl 154 9 upregulation upregulation NN cord-277648-9kxwkcbl 154 10 in in IN cord-277648-9kxwkcbl 154 11 pDCs pDCs NNP cord-277648-9kxwkcbl 154 12 during during IN cord-277648-9kxwkcbl 154 13 severe severe JJ cord-277648-9kxwkcbl 154 14 disease disease NN cord-277648-9kxwkcbl 154 15 , , , cord-277648-9kxwkcbl 154 16 we -PRON- PRP cord-277648-9kxwkcbl 154 17 used use VBD cord-277648-9kxwkcbl 154 18 NicheNet NicheNet NNP cord-277648-9kxwkcbl 154 19 to to TO cord-277648-9kxwkcbl 154 20 nominate nominate VB cord-277648-9kxwkcbl 154 21 potential potential JJ cord-277648-9kxwkcbl 154 22 soluble soluble JJ cord-277648-9kxwkcbl 154 23 or or CC cord-277648-9kxwkcbl 154 24 cell cell NN cord-277648-9kxwkcbl 154 25 - - HYPH cord-277648-9kxwkcbl 154 26 surface surface NN cord-277648-9kxwkcbl 154 27 mediators mediator NNS cord-277648-9kxwkcbl 154 28 of of IN cord-277648-9kxwkcbl 154 29 pDC pDC NNP cord-277648-9kxwkcbl 154 30 differential differential JJ cord-277648-9kxwkcbl 154 31 gene gene NN cord-277648-9kxwkcbl 154 32 expression expression NN cord-277648-9kxwkcbl 154 33 . . . cord-277648-9kxwkcbl 155 1 Ligand ligand NN cord-277648-9kxwkcbl 155 2 activities activity NNS cord-277648-9kxwkcbl 155 3 were be VBD cord-277648-9kxwkcbl 155 4 ranked rank VBN cord-277648-9kxwkcbl 155 5 using use VBG cord-277648-9kxwkcbl 155 6 a a DT cord-277648-9kxwkcbl 155 7 NicheNet NicheNet NNP cord-277648-9kxwkcbl 155 8 - - HYPH cord-277648-9kxwkcbl 155 9 generated generate VBN cord-277648-9kxwkcbl 155 10 Pearson Pearson NNP cord-277648-9kxwkcbl 155 11 correlation correlation NN cord-277648-9kxwkcbl 155 12 coefficient coefficient NN cord-277648-9kxwkcbl 155 13 indicating indicate VBG cord-277648-9kxwkcbl 155 14 the the DT cord-277648-9kxwkcbl 155 15 correlation correlation NN cord-277648-9kxwkcbl 155 16 between between IN cord-277648-9kxwkcbl 155 17 the the DT cord-277648-9kxwkcbl 155 18 target target NN cord-277648-9kxwkcbl 155 19 genes gene NNS cord-277648-9kxwkcbl 155 20 of of IN cord-277648-9kxwkcbl 155 21 a a DT cord-277648-9kxwkcbl 155 22 given give VBN cord-277648-9kxwkcbl 155 23 ligand ligand NN cord-277648-9kxwkcbl 155 24 and and CC cord-277648-9kxwkcbl 155 25 the the DT cord-277648-9kxwkcbl 155 26 list list NN cord-277648-9kxwkcbl 155 27 of of IN cord-277648-9kxwkcbl 155 28 differentially differentially RB cord-277648-9kxwkcbl 155 29 expressed express VBN cord-277648-9kxwkcbl 155 30 target target NN cord-277648-9kxwkcbl 155 31 genes gene NNS cord-277648-9kxwkcbl 155 32 in in IN cord-277648-9kxwkcbl 155 33 the the DT cord-277648-9kxwkcbl 155 34 " " `` cord-277648-9kxwkcbl 155 35 receiver receiver NN cord-277648-9kxwkcbl 155 36 " " '' cord-277648-9kxwkcbl 155 37 cell cell NN cord-277648-9kxwkcbl 155 38 ( ( -LRB- cord-277648-9kxwkcbl 155 39 Figure figure NN cord-277648-9kxwkcbl 155 40 4B 4b NN cord-277648-9kxwkcbl 155 41 ) ) -RRB- cord-277648-9kxwkcbl 155 42 . . . cord-277648-9kxwkcbl 156 1 The the DT cord-277648-9kxwkcbl 156 2 receptors receptor NNS cord-277648-9kxwkcbl 156 3 for for IN cord-277648-9kxwkcbl 156 4 the the DT cord-277648-9kxwkcbl 156 5 top top JJ cord-277648-9kxwkcbl 156 6 predicted predict VBN cord-277648-9kxwkcbl 156 7 ligands ligand NNS cord-277648-9kxwkcbl 156 8 ANXA1 ANXA1 NNS cord-277648-9kxwkcbl 156 9 , , , cord-277648-9kxwkcbl 156 10 SPP1 SPP1 NNP cord-277648-9kxwkcbl 156 11 , , , cord-277648-9kxwkcbl 156 12 TNF TNF NNP cord-277648-9kxwkcbl 156 13 , , , cord-277648-9kxwkcbl 156 14 CSF CSF NNP cord-277648-9kxwkcbl 156 15 , , , cord-277648-9kxwkcbl 156 16 CXCL9 CXCL9 NNP cord-277648-9kxwkcbl 156 17 , , , cord-277648-9kxwkcbl 156 18 IFNG IFNG NNP cord-277648-9kxwkcbl 156 19 , , , cord-277648-9kxwkcbl 156 20 CD40LG CD40LG NNP cord-277648-9kxwkcbl 156 21 , , , cord-277648-9kxwkcbl 156 22 ITGB2 itgb2 NN cord-277648-9kxwkcbl 156 23 , , , cord-277648-9kxwkcbl 156 24 CD28 CD28 NNP cord-277648-9kxwkcbl 156 25 , , , cord-277648-9kxwkcbl 156 26 ICAM1 ICAM1 NNP cord-277648-9kxwkcbl 156 27 , , , cord-277648-9kxwkcbl 156 28 ADM ADM NNP cord-277648-9kxwkcbl 156 29 , , , cord-277648-9kxwkcbl 156 30 and and CC cord-277648-9kxwkcbl 156 31 IL18 IL18 NNP cord-277648-9kxwkcbl 156 32 all all DT cord-277648-9kxwkcbl 156 33 showed show VBD cord-277648-9kxwkcbl 156 34 non non JJ cord-277648-9kxwkcbl 156 35 - - JJ cord-277648-9kxwkcbl 156 36 zero zero JJ cord-277648-9kxwkcbl 156 37 expression expression NN cord-277648-9kxwkcbl 156 38 in in IN cord-277648-9kxwkcbl 156 39 pDCs pDCs NNP cord-277648-9kxwkcbl 156 40 . . . cord-277648-9kxwkcbl 157 1 To to TO cord-277648-9kxwkcbl 157 2 identify identify VB cord-277648-9kxwkcbl 157 3 which which WDT cord-277648-9kxwkcbl 157 4 genes gene NNS cord-277648-9kxwkcbl 157 5 may may MD cord-277648-9kxwkcbl 157 6 be be VB cord-277648-9kxwkcbl 157 7 regulated regulate VBN cord-277648-9kxwkcbl 157 8 by by IN cord-277648-9kxwkcbl 157 9 top top RB cord-277648-9kxwkcbl 157 10 - - HYPH cord-277648-9kxwkcbl 157 11 ranked rank VBN cord-277648-9kxwkcbl 157 12 ligands ligand NNS cord-277648-9kxwkcbl 157 13 , , , cord-277648-9kxwkcbl 157 14 putative putative JJ cord-277648-9kxwkcbl 157 15 ligand ligand NN cord-277648-9kxwkcbl 157 16 - - HYPH cord-277648-9kxwkcbl 157 17 gene gene NN cord-277648-9kxwkcbl 157 18 interactions interaction NNS cord-277648-9kxwkcbl 157 19 were be VBD cord-277648-9kxwkcbl 157 20 scored score VBN cord-277648-9kxwkcbl 157 21 by by IN cord-277648-9kxwkcbl 157 22 NicheNet NicheNet NNP cord-277648-9kxwkcbl 157 23 according accord VBG cord-277648-9kxwkcbl 157 24 to to IN cord-277648-9kxwkcbl 157 25 " " `` cord-277648-9kxwkcbl 157 26 regulatory regulatory JJ cord-277648-9kxwkcbl 157 27 potential potential NN cord-277648-9kxwkcbl 157 28 " " '' cord-277648-9kxwkcbl 157 29 , , , cord-277648-9kxwkcbl 157 30 a a DT cord-277648-9kxwkcbl 157 31 graph graph NN cord-277648-9kxwkcbl 157 32 - - HYPH cord-277648-9kxwkcbl 157 33 based base VBN cord-277648-9kxwkcbl 157 34 likelihood likelihood NN cord-277648-9kxwkcbl 157 35 for for IN cord-277648-9kxwkcbl 157 36 a a DT cord-277648-9kxwkcbl 157 37 ligand ligand NN cord-277648-9kxwkcbl 157 38 to to TO cord-277648-9kxwkcbl 157 39 regulate regulate VB cord-277648-9kxwkcbl 157 40 a a DT cord-277648-9kxwkcbl 157 41 particular particular JJ cord-277648-9kxwkcbl 157 42 target target NN cord-277648-9kxwkcbl 157 43 gene gene NN cord-277648-9kxwkcbl 157 44 [ [ -LRB- cord-277648-9kxwkcbl 157 45 37 37 CD cord-277648-9kxwkcbl 157 46 ] ] -RRB- cord-277648-9kxwkcbl 157 47 . . . cord-277648-9kxwkcbl 158 1 We -PRON- PRP cord-277648-9kxwkcbl 158 2 next next RB cord-277648-9kxwkcbl 158 3 sought seek VBD cord-277648-9kxwkcbl 158 4 to to TO cord-277648-9kxwkcbl 158 5 identify identify VB cord-277648-9kxwkcbl 158 6 candidate candidate NN cord-277648-9kxwkcbl 158 7 " " '' cord-277648-9kxwkcbl 158 8 sender sender NN cord-277648-9kxwkcbl 158 9 cells cell NNS cord-277648-9kxwkcbl 158 10 " " '' cord-277648-9kxwkcbl 158 11 expressing express VBG cord-277648-9kxwkcbl 158 12 these these DT cord-277648-9kxwkcbl 158 13 ligands ligand NNS cord-277648-9kxwkcbl 158 14 ( ( -LRB- cord-277648-9kxwkcbl 158 15 Figure figure NN cord-277648-9kxwkcbl 158 16 S4A s4a NN cord-277648-9kxwkcbl 158 17 ) ) -RRB- cord-277648-9kxwkcbl 158 18 . . . cord-277648-9kxwkcbl 159 1 We -PRON- PRP cord-277648-9kxwkcbl 159 2 found find VBD cord-277648-9kxwkcbl 159 3 that that IN cord-277648-9kxwkcbl 159 4 MPs mp NNS cord-277648-9kxwkcbl 159 5 and and CC cord-277648-9kxwkcbl 159 6 neutrophils neutrophil NNS cord-277648-9kxwkcbl 159 7 expressed express VBD cord-277648-9kxwkcbl 159 8 transcripts transcript NNS cord-277648-9kxwkcbl 159 9 for for IN cord-277648-9kxwkcbl 159 10 pDC pDC NNP cord-277648-9kxwkcbl 159 11 ligands ligand NNS cord-277648-9kxwkcbl 159 12 , , , cord-277648-9kxwkcbl 159 13 and and CC cord-277648-9kxwkcbl 159 14 we -PRON- PRP cord-277648-9kxwkcbl 159 15 chose choose VBD cord-277648-9kxwkcbl 159 16 to to TO cord-277648-9kxwkcbl 159 17 further further RB cord-277648-9kxwkcbl 159 18 investigate investigate VB cord-277648-9kxwkcbl 159 19 these these DT cord-277648-9kxwkcbl 159 20 relationships relationship NNS cord-277648-9kxwkcbl 159 21 . . . cord-277648-9kxwkcbl 160 1 Ligand ligand NN cord-277648-9kxwkcbl 160 2 - - HYPH cord-277648-9kxwkcbl 160 3 mediated mediate VBN cord-277648-9kxwkcbl 160 4 cell cell NN cord-277648-9kxwkcbl 160 5 - - HYPH cord-277648-9kxwkcbl 160 6 cell cell NN cord-277648-9kxwkcbl 160 7 interactions interaction NNS cord-277648-9kxwkcbl 160 8 between between IN cord-277648-9kxwkcbl 160 9 MPs mp NNS cord-277648-9kxwkcbl 160 10 , , , cord-277648-9kxwkcbl 160 11 neutrophils neutrophil NNS cord-277648-9kxwkcbl 160 12 , , , cord-277648-9kxwkcbl 160 13 and and CC cord-277648-9kxwkcbl 160 14 pDCs pdcs PRP cord-277648-9kxwkcbl 160 15 are be VBP cord-277648-9kxwkcbl 160 16 visualized visualize VBN cord-277648-9kxwkcbl 160 17 in in IN cord-277648-9kxwkcbl 160 18 the the DT cord-277648-9kxwkcbl 160 19 network network NN cord-277648-9kxwkcbl 160 20 diagram diagram NN cord-277648-9kxwkcbl 160 21 in in IN cord-277648-9kxwkcbl 160 22 Figure figure NN cord-277648-9kxwkcbl 160 23 4B 4b NN cord-277648-9kxwkcbl 160 24 . . . cord-277648-9kxwkcbl 161 1 As as IN cord-277648-9kxwkcbl 161 2 shown show VBN cord-277648-9kxwkcbl 161 3 , , , cord-277648-9kxwkcbl 161 4 the the DT cord-277648-9kxwkcbl 161 5 differential differential JJ cord-277648-9kxwkcbl 161 6 expression expression NN cord-277648-9kxwkcbl 161 7 of of IN cord-277648-9kxwkcbl 161 8 AREG AREG NNP cord-277648-9kxwkcbl 161 9 is be VBZ cord-277648-9kxwkcbl 161 10 potentially potentially RB cord-277648-9kxwkcbl 161 11 regulated regulate VBN cord-277648-9kxwkcbl 161 12 by by IN cord-277648-9kxwkcbl 161 13 IL-6 IL-6 NNP cord-277648-9kxwkcbl 161 14 and and CC cord-277648-9kxwkcbl 161 15 SPP1 SPP1 NNPS cord-277648-9kxwkcbl 161 16 from from IN cord-277648-9kxwkcbl 161 17 MPs MPs NNPS cord-277648-9kxwkcbl 161 18 , , , cord-277648-9kxwkcbl 161 19 and and CC cord-277648-9kxwkcbl 161 20 IL1-β IL1-β NNPS cord-277648-9kxwkcbl 161 21 from from IN cord-277648-9kxwkcbl 161 22 neutrophils neutrophil NNS cord-277648-9kxwkcbl 161 23 , , , cord-277648-9kxwkcbl 161 24 although although IN cord-277648-9kxwkcbl 161 25 the the DT cord-277648-9kxwkcbl 161 26 receptors receptor NNS cord-277648-9kxwkcbl 161 27 for for IN cord-277648-9kxwkcbl 161 28 IL-6 IL-6 NNP cord-277648-9kxwkcbl 161 29 and and CC cord-277648-9kxwkcbl 161 30 IL1-β IL1-β NNPS cord-277648-9kxwkcbl 161 31 could could MD cord-277648-9kxwkcbl 161 32 not not RB cord-277648-9kxwkcbl 161 33 be be VB cord-277648-9kxwkcbl 161 34 verified verify VBN cord-277648-9kxwkcbl 161 35 at at IN cord-277648-9kxwkcbl 161 36 the the DT cord-277648-9kxwkcbl 161 37 transcript transcript NN cord-277648-9kxwkcbl 161 38 level level NN cord-277648-9kxwkcbl 161 39 in in IN cord-277648-9kxwkcbl 161 40 pDCs pDCs NNP cord-277648-9kxwkcbl 161 41 in in IN cord-277648-9kxwkcbl 161 42 our -PRON- PRP$ cord-277648-9kxwkcbl 161 43 dataset dataset NN cord-277648-9kxwkcbl 161 44 . . . cord-277648-9kxwkcbl 162 1 Additionally additionally RB cord-277648-9kxwkcbl 162 2 , , , cord-277648-9kxwkcbl 162 3 given give VBN cord-277648-9kxwkcbl 162 4 the the DT cord-277648-9kxwkcbl 162 5 enrichment enrichment NN cord-277648-9kxwkcbl 162 6 of of IN cord-277648-9kxwkcbl 162 7 oncogenic oncogenic JJ cord-277648-9kxwkcbl 162 8 pathways pathway NNS cord-277648-9kxwkcbl 162 9 in in IN cord-277648-9kxwkcbl 162 10 epithelial epithelial JJ cord-277648-9kxwkcbl 162 11 cells cell NNS cord-277648-9kxwkcbl 162 12 of of IN cord-277648-9kxwkcbl 162 13 the the DT cord-277648-9kxwkcbl 162 14 BALF BALF NNP cord-277648-9kxwkcbl 162 15 , , , cord-277648-9kxwkcbl 162 16 we -PRON- PRP cord-277648-9kxwkcbl 162 17 identified identify VBD cord-277648-9kxwkcbl 162 18 cell cell NN cord-277648-9kxwkcbl 162 19 types type NNS cord-277648-9kxwkcbl 162 20 and and CC cord-277648-9kxwkcbl 162 21 signaling signal VBG cord-277648-9kxwkcbl 162 22 molecules molecule NNS cord-277648-9kxwkcbl 162 23 potentially potentially RB cord-277648-9kxwkcbl 162 24 regulating regulate VBG cord-277648-9kxwkcbl 162 25 epithelial epithelial JJ cord-277648-9kxwkcbl 162 26 DEGs deg NNS cord-277648-9kxwkcbl 162 27 . . . cord-277648-9kxwkcbl 163 1 We -PRON- PRP cord-277648-9kxwkcbl 163 2 applied apply VBD cord-277648-9kxwkcbl 163 3 the the DT cord-277648-9kxwkcbl 163 4 NicheNet NicheNet NNP cord-277648-9kxwkcbl 163 5 procedure procedure NN cord-277648-9kxwkcbl 163 6 outlined outline VBN cord-277648-9kxwkcbl 163 7 above above RB cord-277648-9kxwkcbl 163 8 for for IN cord-277648-9kxwkcbl 163 9 pDCs pDCs NNP cord-277648-9kxwkcbl 163 10 to to IN cord-277648-9kxwkcbl 163 11 club club NN cord-277648-9kxwkcbl 163 12 and and CC cord-277648-9kxwkcbl 163 13 ciliated ciliated JJ cord-277648-9kxwkcbl 163 14 cells cell NNS cord-277648-9kxwkcbl 163 15 of of IN cord-277648-9kxwkcbl 163 16 the the DT cord-277648-9kxwkcbl 163 17 BALF BALF NNP cord-277648-9kxwkcbl 163 18 , , , cord-277648-9kxwkcbl 163 19 resulting result VBG cord-277648-9kxwkcbl 163 20 in in IN cord-277648-9kxwkcbl 163 21 the the DT cord-277648-9kxwkcbl 163 22 ligandgene ligandgene JJ cord-277648-9kxwkcbl 163 23 regulatory regulatory JJ cord-277648-9kxwkcbl 163 24 matrix matrix NN cord-277648-9kxwkcbl 163 25 shown show VBN cord-277648-9kxwkcbl 163 26 in in IN cord-277648-9kxwkcbl 163 27 Figure Figure NNP cord-277648-9kxwkcbl 163 28 4C 4c CD cord-277648-9kxwkcbl 163 29 . . . cord-277648-9kxwkcbl 164 1 The the DT cord-277648-9kxwkcbl 164 2 ligands ligand NNS cord-277648-9kxwkcbl 164 3 IL1B il1b NN cord-277648-9kxwkcbl 164 4 , , , cord-277648-9kxwkcbl 164 5 IL1A IL1A NNP cord-277648-9kxwkcbl 164 6 , , , cord-277648-9kxwkcbl 164 7 TNF TNF NNP cord-277648-9kxwkcbl 164 8 , , , cord-277648-9kxwkcbl 164 9 IFNG IFNG NNP cord-277648-9kxwkcbl 164 10 , , , cord-277648-9kxwkcbl 164 11 APOE APOE NNP cord-277648-9kxwkcbl 164 12 , , , cord-277648-9kxwkcbl 164 13 IL1RN IL1RN NNP cord-277648-9kxwkcbl 164 14 , , , cord-277648-9kxwkcbl 164 15 OSM OSM NNP cord-277648-9kxwkcbl 164 16 , , , cord-277648-9kxwkcbl 164 17 _SP cord-277648-9kxwkcbl 164 18 EDN1 EDN1 NNP cord-277648-9kxwkcbl 164 19 , , , cord-277648-9kxwkcbl 164 20 LIF LIF NNP cord-277648-9kxwkcbl 164 21 , , , cord-277648-9kxwkcbl 164 22 MIF MIF NNP cord-277648-9kxwkcbl 164 23 , , , cord-277648-9kxwkcbl 164 24 CSF2 CSF2 NNP cord-277648-9kxwkcbl 164 25 , , , cord-277648-9kxwkcbl 164 26 SPP1 SPP1 NNPS cord-277648-9kxwkcbl 164 27 , , , cord-277648-9kxwkcbl 164 28 CD28 CD28 NNP cord-277648-9kxwkcbl 164 29 , , , cord-277648-9kxwkcbl 164 30 CCL2 CCL2 NNP cord-277648-9kxwkcbl 164 31 , , , cord-277648-9kxwkcbl 164 32 VEGFA VEGFA NNP cord-277648-9kxwkcbl 164 33 , , , cord-277648-9kxwkcbl 164 34 and and CC cord-277648-9kxwkcbl 164 35 CCL5 CCL5 NNP cord-277648-9kxwkcbl 164 36 show show VBP cord-277648-9kxwkcbl 164 37 potential potential NN cord-277648-9kxwkcbl 164 38 for for IN cord-277648-9kxwkcbl 164 39 regulating regulate VBG cord-277648-9kxwkcbl 164 40 differential differential JJ cord-277648-9kxwkcbl 164 41 expression expression NN cord-277648-9kxwkcbl 164 42 , , , cord-277648-9kxwkcbl 164 43 and and CC cord-277648-9kxwkcbl 164 44 receptors receptor NNS cord-277648-9kxwkcbl 164 45 for for IN cord-277648-9kxwkcbl 164 46 all all DT cord-277648-9kxwkcbl 164 47 of of IN cord-277648-9kxwkcbl 164 48 these these DT cord-277648-9kxwkcbl 164 49 ligands ligand NNS cord-277648-9kxwkcbl 164 50 were be VBD cord-277648-9kxwkcbl 164 51 manually manually RB cord-277648-9kxwkcbl 164 52 verified verify VBN cord-277648-9kxwkcbl 164 53 at at IN cord-277648-9kxwkcbl 164 54 the the DT cord-277648-9kxwkcbl 164 55 transcript transcript NN cord-277648-9kxwkcbl 164 56 level level NN cord-277648-9kxwkcbl 164 57 in in IN cord-277648-9kxwkcbl 164 58 club club NN cord-277648-9kxwkcbl 164 59 or or CC cord-277648-9kxwkcbl 164 60 ciliated ciliated JJ cord-277648-9kxwkcbl 164 61 cells cell NNS cord-277648-9kxwkcbl 164 62 . . . cord-277648-9kxwkcbl 165 1 Interestingly interestingly RB cord-277648-9kxwkcbl 165 2 , , , cord-277648-9kxwkcbl 165 3 FOS FOS NNP cord-277648-9kxwkcbl 165 4 and and CC cord-277648-9kxwkcbl 165 5 JUN JUN NNP cord-277648-9kxwkcbl 165 6 are be VBP cord-277648-9kxwkcbl 165 7 among among IN cord-277648-9kxwkcbl 165 8 the the DT cord-277648-9kxwkcbl 165 9 genes gene NNS cord-277648-9kxwkcbl 165 10 potentially potentially RB cord-277648-9kxwkcbl 165 11 driven drive VBN cord-277648-9kxwkcbl 165 12 by by IN cord-277648-9kxwkcbl 165 13 the the DT cord-277648-9kxwkcbl 165 14 proposed propose VBN cord-277648-9kxwkcbl 165 15 ligands ligand NNS cord-277648-9kxwkcbl 165 16 . . . cord-277648-9kxwkcbl 166 1 As as IN cord-277648-9kxwkcbl 166 2 MPs mp NNS cord-277648-9kxwkcbl 166 3 and and CC cord-277648-9kxwkcbl 166 4 neutrophils neutrophil NNS cord-277648-9kxwkcbl 166 5 appear appear VBP cord-277648-9kxwkcbl 166 6 to to TO cord-277648-9kxwkcbl 166 7 express express VB cord-277648-9kxwkcbl 166 8 the the DT cord-277648-9kxwkcbl 166 9 ligands ligand NNS cord-277648-9kxwkcbl 166 10 of of IN cord-277648-9kxwkcbl 166 11 interest interest NN cord-277648-9kxwkcbl 166 12 ( ( -LRB- cord-277648-9kxwkcbl 166 13 Figure figure NN cord-277648-9kxwkcbl 166 14 S4B S4B NNP cord-277648-9kxwkcbl 166 15 ) ) -RRB- cord-277648-9kxwkcbl 166 16 , , , cord-277648-9kxwkcbl 166 17 we -PRON- PRP cord-277648-9kxwkcbl 166 18 investigated investigate VBD cord-277648-9kxwkcbl 166 19 the the DT cord-277648-9kxwkcbl 166 20 role role NN cord-277648-9kxwkcbl 166 21 of of IN cord-277648-9kxwkcbl 166 22 these these DT cord-277648-9kxwkcbl 166 23 cells cell NNS cord-277648-9kxwkcbl 166 24 in in IN cord-277648-9kxwkcbl 166 25 regulating regulate VBG cord-277648-9kxwkcbl 166 26 epithelial epithelial JJ cord-277648-9kxwkcbl 166 27 gene gene NN cord-277648-9kxwkcbl 166 28 expression expression NN cord-277648-9kxwkcbl 166 29 , , , cord-277648-9kxwkcbl 166 30 visualized visualize VBN cord-277648-9kxwkcbl 166 31 in in IN cord-277648-9kxwkcbl 166 32 the the DT cord-277648-9kxwkcbl 166 33 network network NN cord-277648-9kxwkcbl 166 34 diagram diagram NN cord-277648-9kxwkcbl 166 35 in in IN cord-277648-9kxwkcbl 166 36 Figure Figure NNP cord-277648-9kxwkcbl 166 37 4C 4c CD cord-277648-9kxwkcbl 166 38 ( ( -LRB- cord-277648-9kxwkcbl 166 39 at at IN cord-277648-9kxwkcbl 166 40 larger large JJR cord-277648-9kxwkcbl 166 41 scale scale NN cord-277648-9kxwkcbl 166 42 in in IN cord-277648-9kxwkcbl 166 43 Figure figure NN cord-277648-9kxwkcbl 166 44 S4E s4e NN cord-277648-9kxwkcbl 166 45 ) ) -RRB- cord-277648-9kxwkcbl 166 46 . . . cord-277648-9kxwkcbl 167 1 As as IN cord-277648-9kxwkcbl 167 2 shown show VBN cord-277648-9kxwkcbl 167 3 , , , cord-277648-9kxwkcbl 167 4 MPs MPs NNPS cord-277648-9kxwkcbl 167 5 may may MD cord-277648-9kxwkcbl 167 6 induce induce VB cord-277648-9kxwkcbl 167 7 both both DT cord-277648-9kxwkcbl 167 8 FOS FOS NNP cord-277648-9kxwkcbl 167 9 and and CC cord-277648-9kxwkcbl 167 10 JUN JUN NNP cord-277648-9kxwkcbl 167 11 through through IN cord-277648-9kxwkcbl 167 12 IL1-α IL1-α NNP cord-277648-9kxwkcbl 167 13 , , , cord-277648-9kxwkcbl 167 14 while while IN cord-277648-9kxwkcbl 167 15 neutrophils neutrophil NNS cord-277648-9kxwkcbl 167 16 may may MD cord-277648-9kxwkcbl 167 17 induce induce VB cord-277648-9kxwkcbl 167 18 both both DT cord-277648-9kxwkcbl 167 19 FOS FOS NNP cord-277648-9kxwkcbl 167 20 and and CC cord-277648-9kxwkcbl 167 21 JUN JUN NNP cord-277648-9kxwkcbl 167 22 through through IN cord-277648-9kxwkcbl 167 23 IL1-β IL1-β NNPS cord-277648-9kxwkcbl 167 24 , , , cord-277648-9kxwkcbl 167 25 TNF TNF NNP cord-277648-9kxwkcbl 167 26 , , , cord-277648-9kxwkcbl 167 27 and and CC cord-277648-9kxwkcbl 167 28 IFNG IFNG NNP cord-277648-9kxwkcbl 167 29 , , , cord-277648-9kxwkcbl 167 30 with with IN cord-277648-9kxwkcbl 167 31 additional additional JJ cord-277648-9kxwkcbl 167 32 regulation regulation NN cord-277648-9kxwkcbl 167 33 of of IN cord-277648-9kxwkcbl 167 34 JUN JUN NNP cord-277648-9kxwkcbl 167 35 by by IN cord-277648-9kxwkcbl 167 36 EDN1 EDN1 NNP cord-277648-9kxwkcbl 167 37 . . . cord-277648-9kxwkcbl 168 1 Finally finally RB cord-277648-9kxwkcbl 168 2 , , , cord-277648-9kxwkcbl 168 3 we -PRON- PRP cord-277648-9kxwkcbl 168 4 aggregated aggregate VBD cord-277648-9kxwkcbl 168 5 ligand ligand NN cord-277648-9kxwkcbl 168 6 - - HYPH cord-277648-9kxwkcbl 168 7 receptor receptor NN cord-277648-9kxwkcbl 168 8 relationships relationship NNS cord-277648-9kxwkcbl 168 9 across across IN cord-277648-9kxwkcbl 168 10 all all DT cord-277648-9kxwkcbl 168 11 of of IN cord-277648-9kxwkcbl 168 12 the the DT cord-277648-9kxwkcbl 168 13 cell cell NN cord-277648-9kxwkcbl 168 14 types type NNS cord-277648-9kxwkcbl 168 15 in in IN cord-277648-9kxwkcbl 168 16 the the DT cord-277648-9kxwkcbl 168 17 BALF BALF NNP cord-277648-9kxwkcbl 168 18 and and CC cord-277648-9kxwkcbl 168 19 proposed propose VBD cord-277648-9kxwkcbl 168 20 broadly broadly RB cord-277648-9kxwkcbl 168 21 - - HYPH cord-277648-9kxwkcbl 168 22 acting act VBG cord-277648-9kxwkcbl 168 23 " " '' cord-277648-9kxwkcbl 168 24 pan pan NN cord-277648-9kxwkcbl 168 25 - - HYPH cord-277648-9kxwkcbl 168 26 ligands ligand NNS cord-277648-9kxwkcbl 168 27 " " '' cord-277648-9kxwkcbl 168 28 possibly possibly RB cord-277648-9kxwkcbl 168 29 contributing contribute VBG cord-277648-9kxwkcbl 168 30 to to IN cord-277648-9kxwkcbl 168 31 the the DT cord-277648-9kxwkcbl 168 32 induction induction NN cord-277648-9kxwkcbl 168 33 of of IN cord-277648-9kxwkcbl 168 34 transcriptional transcriptional JJ cord-277648-9kxwkcbl 168 35 programs program NNS cord-277648-9kxwkcbl 168 36 in in IN cord-277648-9kxwkcbl 168 37 the the DT cord-277648-9kxwkcbl 168 38 lung lung NN cord-277648-9kxwkcbl 168 39 microenvironment microenvironment NN cord-277648-9kxwkcbl 168 40 . . . cord-277648-9kxwkcbl 169 1 Following follow VBG cord-277648-9kxwkcbl 169 2 the the DT cord-277648-9kxwkcbl 169 3 procedure procedure NN cord-277648-9kxwkcbl 169 4 described describe VBN cord-277648-9kxwkcbl 169 5 above above IN cord-277648-9kxwkcbl 169 6 ( ( -LRB- cord-277648-9kxwkcbl 169 7 Figure figure NN cord-277648-9kxwkcbl 169 8 4A 4a CD cord-277648-9kxwkcbl 169 9 ) ) -RRB- cord-277648-9kxwkcbl 169 10 using use VBG cord-277648-9kxwkcbl 169 11 each each DT cord-277648-9kxwkcbl 169 12 cell cell NN cord-277648-9kxwkcbl 169 13 type type NN cord-277648-9kxwkcbl 169 14 in in IN cord-277648-9kxwkcbl 169 15 the the DT cord-277648-9kxwkcbl 169 16 BALF BALF NNP cord-277648-9kxwkcbl 169 17 as as IN cord-277648-9kxwkcbl 169 18 a a DT cord-277648-9kxwkcbl 169 19 receiver receiver NN cord-277648-9kxwkcbl 169 20 , , , cord-277648-9kxwkcbl 169 21 we -PRON- PRP cord-277648-9kxwkcbl 169 22 identified identify VBD cord-277648-9kxwkcbl 169 23 a a DT cord-277648-9kxwkcbl 169 24 list list NN cord-277648-9kxwkcbl 169 25 of of IN cord-277648-9kxwkcbl 169 26 potential potential JJ cord-277648-9kxwkcbl 169 27 pan pan NN cord-277648-9kxwkcbl 169 28 - - HYPH cord-277648-9kxwkcbl 169 29 ligands ligand NNS cord-277648-9kxwkcbl 169 30 and and CC cord-277648-9kxwkcbl 169 31 developed develop VBD cord-277648-9kxwkcbl 169 32 a a DT cord-277648-9kxwkcbl 169 33 ligand ligand NN cord-277648-9kxwkcbl 169 34 - - HYPH cord-277648-9kxwkcbl 169 35 receiver receiver NN cord-277648-9kxwkcbl 169 36 cell cell NN cord-277648-9kxwkcbl 169 37 correlation correlation NN cord-277648-9kxwkcbl 169 38 matrix matrix NN cord-277648-9kxwkcbl 169 39 ( ( -LRB- cord-277648-9kxwkcbl 169 40 Figure figure NN cord-277648-9kxwkcbl 169 41 S4C s4c NN cord-277648-9kxwkcbl 169 42 ) ) -RRB- cord-277648-9kxwkcbl 169 43 . . . cord-277648-9kxwkcbl 170 1 This this DT cord-277648-9kxwkcbl 170 2 matrix matrix NN cord-277648-9kxwkcbl 170 3 was be VBD cord-277648-9kxwkcbl 170 4 subsequently subsequently RB cord-277648-9kxwkcbl 170 5 filtered filter VBN cord-277648-9kxwkcbl 170 6 to to TO cord-277648-9kxwkcbl 170 7 preserve preserve VB cord-277648-9kxwkcbl 170 8 ligands ligand NNS cord-277648-9kxwkcbl 170 9 acting act VBG cord-277648-9kxwkcbl 170 10 on on IN cord-277648-9kxwkcbl 170 11 over over IN cord-277648-9kxwkcbl 170 12 one one CD cord-277648-9kxwkcbl 170 13 - - HYPH cord-277648-9kxwkcbl 170 14 third third NN cord-277648-9kxwkcbl 170 15 of of IN cord-277648-9kxwkcbl 170 16 cell cell NN cord-277648-9kxwkcbl 170 17 types type NNS cord-277648-9kxwkcbl 170 18 in in IN cord-277648-9kxwkcbl 170 19 the the DT cord-277648-9kxwkcbl 170 20 BALF BALF NNP cord-277648-9kxwkcbl 170 21 ( ( -LRB- cord-277648-9kxwkcbl 170 22 ≥6 ≥6 NNP cord-277648-9kxwkcbl 170 23 cell cell NN cord-277648-9kxwkcbl 170 24 types type NNS cord-277648-9kxwkcbl 170 25 ) ) -RRB- cord-277648-9kxwkcbl 170 26 with with IN cord-277648-9kxwkcbl 170 27 > > XX cord-277648-9kxwkcbl 170 28 10 10 CD cord-277648-9kxwkcbl 170 29 % % NN cord-277648-9kxwkcbl 170 30 receptor receptor NN cord-277648-9kxwkcbl 170 31 expression expression NN cord-277648-9kxwkcbl 170 32 and and CC cord-277648-9kxwkcbl 170 33 thresholded thresholde VBD cord-277648-9kxwkcbl 170 34 Pearson Pearson NNP cord-277648-9kxwkcbl 170 35 correlation correlation NN cord-277648-9kxwkcbl 170 36 values value NNS cord-277648-9kxwkcbl 170 37 . . . cord-277648-9kxwkcbl 171 1 Of of IN cord-277648-9kxwkcbl 171 2 these these DT cord-277648-9kxwkcbl 171 3 candidates candidate NNS cord-277648-9kxwkcbl 171 4 , , , cord-277648-9kxwkcbl 171 5 we -PRON- PRP cord-277648-9kxwkcbl 171 6 selected select VBD cord-277648-9kxwkcbl 171 7 ligands ligand NNS cord-277648-9kxwkcbl 171 8 differentially differentially RB cord-277648-9kxwkcbl 171 9 expressed express VBN cord-277648-9kxwkcbl 171 10 between between IN cord-277648-9kxwkcbl 171 11 severe severe JJ cord-277648-9kxwkcbl 171 12 and and CC cord-277648-9kxwkcbl 171 13 moderate moderate JJ cord-277648-9kxwkcbl 171 14 disease disease NN cord-277648-9kxwkcbl 171 15 in in IN cord-277648-9kxwkcbl 171 16 one one CD cord-277648-9kxwkcbl 171 17 or or CC cord-277648-9kxwkcbl 171 18 more more JJR cord-277648-9kxwkcbl 171 19 BALF BALF NNP cord-277648-9kxwkcbl 171 20 cell cell NN cord-277648-9kxwkcbl 171 21 types type NNS cord-277648-9kxwkcbl 171 22 ( ( -LRB- cord-277648-9kxwkcbl 171 23 Figure figure NN cord-277648-9kxwkcbl 171 24 S4D s4d CD cord-277648-9kxwkcbl 171 25 ) ) -RRB- cord-277648-9kxwkcbl 171 26 to to TO cord-277648-9kxwkcbl 171 27 further far RBR cord-277648-9kxwkcbl 171 28 filter filter VB cord-277648-9kxwkcbl 171 29 the the DT cord-277648-9kxwkcbl 171 30 ligand ligand NN cord-277648-9kxwkcbl 171 31 - - HYPH cord-277648-9kxwkcbl 171 32 receiver receiver NN cord-277648-9kxwkcbl 171 33 matrix matrix NN cord-277648-9kxwkcbl 171 34 . . . cord-277648-9kxwkcbl 172 1 Interestingly interestingly RB cord-277648-9kxwkcbl 172 2 , , , cord-277648-9kxwkcbl 172 3 the the DT cord-277648-9kxwkcbl 172 4 IL6 IL6 NNP cord-277648-9kxwkcbl 172 5 transcript transcript NN cord-277648-9kxwkcbl 172 6 was be VBD cord-277648-9kxwkcbl 172 7 not not RB cord-277648-9kxwkcbl 172 8 found find VBN cord-277648-9kxwkcbl 172 9 to to TO cord-277648-9kxwkcbl 172 10 be be VB cord-277648-9kxwkcbl 172 11 differentially differentially RB cord-277648-9kxwkcbl 172 12 expressed express VBN cord-277648-9kxwkcbl 172 13 in in IN cord-277648-9kxwkcbl 172 14 any any DT cord-277648-9kxwkcbl 172 15 of of IN cord-277648-9kxwkcbl 172 16 the the DT cord-277648-9kxwkcbl 172 17 BALF BALF NNP cord-277648-9kxwkcbl 172 18 cell cell NN cord-277648-9kxwkcbl 172 19 types type NNS cord-277648-9kxwkcbl 172 20 and and CC cord-277648-9kxwkcbl 172 21 failed fail VBD cord-277648-9kxwkcbl 172 22 at at IN cord-277648-9kxwkcbl 172 23 this this DT cord-277648-9kxwkcbl 172 24 filtering filter VBG cord-277648-9kxwkcbl 172 25 step step NN cord-277648-9kxwkcbl 172 26 . . . cord-277648-9kxwkcbl 173 1 After after IN cord-277648-9kxwkcbl 173 2 filtering filter VBG cord-277648-9kxwkcbl 173 3 , , , cord-277648-9kxwkcbl 173 4 we -PRON- PRP cord-277648-9kxwkcbl 173 5 arrived arrive VBD cord-277648-9kxwkcbl 173 6 at at IN cord-277648-9kxwkcbl 173 7 a a DT cord-277648-9kxwkcbl 173 8 list list NN cord-277648-9kxwkcbl 173 9 of of IN cord-277648-9kxwkcbl 173 10 differentially differentially RB cord-277648-9kxwkcbl 173 11 expressed express VBN cord-277648-9kxwkcbl 173 12 pan pan NN cord-277648-9kxwkcbl 173 13 - - HYPH cord-277648-9kxwkcbl 173 14 ligands ligand NNS cord-277648-9kxwkcbl 173 15 implicated implicate VBN cord-277648-9kxwkcbl 173 16 in in IN cord-277648-9kxwkcbl 173 17 broad broad JJ cord-277648-9kxwkcbl 173 18 severity severity NN cord-277648-9kxwkcbl 173 19 - - HYPH cord-277648-9kxwkcbl 173 20 specific specific JJ cord-277648-9kxwkcbl 173 21 responses response NNS cord-277648-9kxwkcbl 173 22 across across IN cord-277648-9kxwkcbl 173 23 cell cell NN cord-277648-9kxwkcbl 173 24 types type NNS cord-277648-9kxwkcbl 173 25 in in IN cord-277648-9kxwkcbl 173 26 the the DT cord-277648-9kxwkcbl 173 27 lung lung NN cord-277648-9kxwkcbl 173 28 , , , cord-277648-9kxwkcbl 173 29 consisting consist VBG cord-277648-9kxwkcbl 173 30 of of IN cord-277648-9kxwkcbl 173 31 IFNG IFNG NNP cord-277648-9kxwkcbl 173 32 , , , cord-277648-9kxwkcbl 173 33 IL18 IL18 NNP cord-277648-9kxwkcbl 173 34 , , , cord-277648-9kxwkcbl 173 35 CCL3 CCL3 NNP cord-277648-9kxwkcbl 173 36 , , , cord-277648-9kxwkcbl 173 37 CCL8 CCL8 NNP cord-277648-9kxwkcbl 173 38 , , , cord-277648-9kxwkcbl 173 39 and and CC cord-277648-9kxwkcbl 173 40 SPP1 SPP1 NNS cord-277648-9kxwkcbl 173 41 . . . cord-277648-9kxwkcbl 174 1 These these DT cord-277648-9kxwkcbl 174 2 ligands ligand NNS cord-277648-9kxwkcbl 174 3 were be VBD cord-277648-9kxwkcbl 174 4 differentially differentially RB cord-277648-9kxwkcbl 174 5 expressed express VBN cord-277648-9kxwkcbl 174 6 in in IN cord-277648-9kxwkcbl 174 7 at at RB cord-277648-9kxwkcbl 174 8 least least RBS cord-277648-9kxwkcbl 174 9 one one CD cord-277648-9kxwkcbl 174 10 BALF BALF NNP cord-277648-9kxwkcbl 174 11 sender sender NN cord-277648-9kxwkcbl 174 12 cell cell NN cord-277648-9kxwkcbl 174 13 type type NN cord-277648-9kxwkcbl 174 14 and and CC cord-277648-9kxwkcbl 174 15 act act VB cord-277648-9kxwkcbl 174 16 on on RP cord-277648-9kxwkcbl 174 17 over over IN cord-277648-9kxwkcbl 174 18 one one CD cord-277648-9kxwkcbl 174 19 - - HYPH cord-277648-9kxwkcbl 174 20 third third NN cord-277648-9kxwkcbl 174 21 of of IN cord-277648-9kxwkcbl 174 22 the the DT cord-277648-9kxwkcbl 174 23 cell cell NN cord-277648-9kxwkcbl 174 24 types type NNS cord-277648-9kxwkcbl 174 25 in in IN cord-277648-9kxwkcbl 174 26 the the DT cord-277648-9kxwkcbl 174 27 BALF BALF NNP cord-277648-9kxwkcbl 174 28 ( ( -LRB- cord-277648-9kxwkcbl 174 29 Figure Figure NNP cord-277648-9kxwkcbl 174 30 4D 4d CD cord-277648-9kxwkcbl 174 31 ) ) -RRB- cord-277648-9kxwkcbl 174 32 , , , cord-277648-9kxwkcbl 174 33 indicating indicate VBG cord-277648-9kxwkcbl 174 34 these these DT cord-277648-9kxwkcbl 174 35 ligands ligand NNS cord-277648-9kxwkcbl 174 36 should should MD cord-277648-9kxwkcbl 174 37 be be VB cord-277648-9kxwkcbl 174 38 further further RB cord-277648-9kxwkcbl 174 39 investigated investigate VBN cord-277648-9kxwkcbl 174 40 to to TO cord-277648-9kxwkcbl 174 41 elucidate elucidate VB cord-277648-9kxwkcbl 174 42 their -PRON- PRP$ cord-277648-9kxwkcbl 174 43 role role NN cord-277648-9kxwkcbl 174 44 in in IN cord-277648-9kxwkcbl 174 45 the the DT cord-277648-9kxwkcbl 174 46 life life NN cord-277648-9kxwkcbl 174 47 - - HYPH cord-277648-9kxwkcbl 174 48 threatening threaten VBG cord-277648-9kxwkcbl 174 49 immunopathology immunopathology NN cord-277648-9kxwkcbl 174 50 of of IN cord-277648-9kxwkcbl 174 51 severe severe JJ cord-277648-9kxwkcbl 174 52 COVID-19 covid-19 NN cord-277648-9kxwkcbl 174 53 . . . cord-277648-9kxwkcbl 175 1 In in IN cord-277648-9kxwkcbl 175 2 the the DT cord-277648-9kxwkcbl 175 3 course course NN cord-277648-9kxwkcbl 175 4 of of IN cord-277648-9kxwkcbl 175 5 a a DT cord-277648-9kxwkcbl 175 6 severe severe JJ cord-277648-9kxwkcbl 175 7 SARS SARS NNP cord-277648-9kxwkcbl 175 8 - - HYPH cord-277648-9kxwkcbl 175 9 CoV-2 CoV-2 NNP cord-277648-9kxwkcbl 175 10 viral viral JJ cord-277648-9kxwkcbl 175 11 infection infection NN cord-277648-9kxwkcbl 175 12 , , , cord-277648-9kxwkcbl 175 13 acute acute JJ cord-277648-9kxwkcbl 175 14 pulmonary pulmonary JJ cord-277648-9kxwkcbl 175 15 damage damage NN cord-277648-9kxwkcbl 175 16 has have VBZ cord-277648-9kxwkcbl 175 17 been be VBN cord-277648-9kxwkcbl 175 18 observed observe VBN cord-277648-9kxwkcbl 175 19 concomitantly concomitantly RB cord-277648-9kxwkcbl 175 20 with with IN cord-277648-9kxwkcbl 175 21 elevated elevated JJ cord-277648-9kxwkcbl 175 22 cytokine cytokine NN cord-277648-9kxwkcbl 175 23 levels level NNS cord-277648-9kxwkcbl 175 24 in in IN cord-277648-9kxwkcbl 175 25 serum serum NN cord-277648-9kxwkcbl 175 26 and and CC cord-277648-9kxwkcbl 175 27 infiltration infiltration NN cord-277648-9kxwkcbl 175 28 of of IN cord-277648-9kxwkcbl 175 29 macrophages macrophage NNS cord-277648-9kxwkcbl 175 30 and and CC cord-277648-9kxwkcbl 175 31 lymphocytes lymphocyte NNS cord-277648-9kxwkcbl 175 32 into into IN cord-277648-9kxwkcbl 175 33 multiple multiple JJ cord-277648-9kxwkcbl 175 34 organs organ NNS cord-277648-9kxwkcbl 175 35 , , , cord-277648-9kxwkcbl 175 36 indicative indicative JJ cord-277648-9kxwkcbl 175 37 of of IN cord-277648-9kxwkcbl 175 38 both both DT cord-277648-9kxwkcbl 175 39 local local JJ cord-277648-9kxwkcbl 175 40 and and CC cord-277648-9kxwkcbl 175 41 systemic systemic JJ cord-277648-9kxwkcbl 175 42 immunological immunological JJ cord-277648-9kxwkcbl 175 43 responses response NNS cord-277648-9kxwkcbl 175 44 [ [ -LRB- cord-277648-9kxwkcbl 175 45 11 11 CD cord-277648-9kxwkcbl 175 46 , , , cord-277648-9kxwkcbl 175 47 15 15 CD cord-277648-9kxwkcbl 175 48 ] ] -RRB- cord-277648-9kxwkcbl 175 49 . . . cord-277648-9kxwkcbl 176 1 To to TO cord-277648-9kxwkcbl 176 2 better well RBR cord-277648-9kxwkcbl 176 3 understand understand VB cord-277648-9kxwkcbl 176 4 these these DT cord-277648-9kxwkcbl 176 5 dynamics dynamic NNS cord-277648-9kxwkcbl 176 6 , , , cord-277648-9kxwkcbl 176 7 we -PRON- PRP cord-277648-9kxwkcbl 176 8 leveraged leverage VBD cord-277648-9kxwkcbl 176 9 scRNA scrna XX cord-277648-9kxwkcbl 176 10 - - HYPH cord-277648-9kxwkcbl 176 11 seq seq NN cord-277648-9kxwkcbl 176 12 data datum NNS cord-277648-9kxwkcbl 176 13 from from IN cord-277648-9kxwkcbl 176 14 BALF BALF NNP cord-277648-9kxwkcbl 176 15 and and CC cord-277648-9kxwkcbl 176 16 blood blood NN cord-277648-9kxwkcbl 176 17 to to TO cord-277648-9kxwkcbl 176 18 compare compare VB cord-277648-9kxwkcbl 176 19 severity severity NN cord-277648-9kxwkcbl 176 20 - - HYPH cord-277648-9kxwkcbl 176 21 specific specific JJ cord-277648-9kxwkcbl 176 22 shifts shift NNS cord-277648-9kxwkcbl 176 23 in in IN cord-277648-9kxwkcbl 176 24 cellular cellular JJ cord-277648-9kxwkcbl 176 25 composition composition NN cord-277648-9kxwkcbl 176 26 at at IN cord-277648-9kxwkcbl 176 27 the the DT cord-277648-9kxwkcbl 176 28 local local JJ cord-277648-9kxwkcbl 176 29 and and CC cord-277648-9kxwkcbl 176 30 systemic systemic JJ cord-277648-9kxwkcbl 176 31 levels level NNS cord-277648-9kxwkcbl 176 32 . . . cord-277648-9kxwkcbl 177 1 In in IN cord-277648-9kxwkcbl 177 2 BALF BALF NNP cord-277648-9kxwkcbl 177 3 , , , cord-277648-9kxwkcbl 177 4 compositional compositional JJ cord-277648-9kxwkcbl 177 5 analysis analysis NN cord-277648-9kxwkcbl 177 6 indicated indicate VBD cord-277648-9kxwkcbl 177 7 expansion expansion NN cord-277648-9kxwkcbl 177 8 of of IN cord-277648-9kxwkcbl 177 9 NK NK NNP cord-277648-9kxwkcbl 177 10 cells cell NNS cord-277648-9kxwkcbl 177 11 , , , cord-277648-9kxwkcbl 177 12 T t NN cord-277648-9kxwkcbl 177 13 cells cell NNS cord-277648-9kxwkcbl 177 14 ( ( -LRB- cord-277648-9kxwkcbl 177 15 general general JJ cord-277648-9kxwkcbl 177 16 T T NNP cord-277648-9kxwkcbl 177 17 cell cell NN cord-277648-9kxwkcbl 177 18 population population NN cord-277648-9kxwkcbl 177 19 , , , cord-277648-9kxwkcbl 177 20 CD4 CD4 NNP cord-277648-9kxwkcbl 177 21 + + CC cord-277648-9kxwkcbl 177 22 naive naive JJ cord-277648-9kxwkcbl 177 23 T t NN cord-277648-9kxwkcbl 177 24 cells cell NNS cord-277648-9kxwkcbl 177 25 , , , cord-277648-9kxwkcbl 177 26 and and CC cord-277648-9kxwkcbl 177 27 CD4 CD4 NNP cord-277648-9kxwkcbl 177 28 + + CC cord-277648-9kxwkcbl 177 29 effector effector VB cord-277648-9kxwkcbl 177 30 Treg Treg NNP cord-277648-9kxwkcbl 177 31 cells cell NNS cord-277648-9kxwkcbl 177 32 ) ) -RRB- cord-277648-9kxwkcbl 177 33 , , , cord-277648-9kxwkcbl 177 34 and and CC cord-277648-9kxwkcbl 177 35 pDCs pdc VBD cord-277648-9kxwkcbl 177 36 in in IN cord-277648-9kxwkcbl 177 37 moderate moderate JJ cord-277648-9kxwkcbl 177 38 patients patient NNS cord-277648-9kxwkcbl 177 39 compared compare VBN cord-277648-9kxwkcbl 177 40 to to IN cord-277648-9kxwkcbl 177 41 both both CC cord-277648-9kxwkcbl 177 42 severe severe JJ cord-277648-9kxwkcbl 177 43 and and CC cord-277648-9kxwkcbl 177 44 control control NN cord-277648-9kxwkcbl 177 45 patients patient NNS cord-277648-9kxwkcbl 177 46 . . . cord-277648-9kxwkcbl 178 1 Although although IN cord-277648-9kxwkcbl 178 2 severityspecific severityspecific JJ cord-277648-9kxwkcbl 178 3 compositional compositional JJ cord-277648-9kxwkcbl 178 4 changes change NNS cord-277648-9kxwkcbl 178 5 in in IN cord-277648-9kxwkcbl 178 6 BALF BALF NNP cord-277648-9kxwkcbl 178 7 samples sample NNS cord-277648-9kxwkcbl 178 8 remain remain VBP cord-277648-9kxwkcbl 178 9 largely largely RB cord-277648-9kxwkcbl 178 10 unaddressed unaddressed JJ cord-277648-9kxwkcbl 178 11 in in IN cord-277648-9kxwkcbl 178 12 the the DT cord-277648-9kxwkcbl 178 13 literature literature NN cord-277648-9kxwkcbl 178 14 [ [ -LRB- cord-277648-9kxwkcbl 178 15 27 27 CD cord-277648-9kxwkcbl 178 16 ] ] -RRB- cord-277648-9kxwkcbl 178 17 , , , cord-277648-9kxwkcbl 178 18 the the DT cord-277648-9kxwkcbl 178 19 severity severity NN cord-277648-9kxwkcbl 178 20 - - HYPH cord-277648-9kxwkcbl 178 21 specific specific JJ cord-277648-9kxwkcbl 178 22 lymphopenia lymphopenia NN cord-277648-9kxwkcbl 178 23 of of IN cord-277648-9kxwkcbl 178 24 NK NK NNP cord-277648-9kxwkcbl 178 25 cells cell NNS cord-277648-9kxwkcbl 178 26 and and CC cord-277648-9kxwkcbl 178 27 CD4 CD4 NNP cord-277648-9kxwkcbl 178 28 + + CC cord-277648-9kxwkcbl 178 29 naive naive JJ cord-277648-9kxwkcbl 178 30 T t NN cord-277648-9kxwkcbl 178 31 cells cell NNS cord-277648-9kxwkcbl 178 32 that that WDT cord-277648-9kxwkcbl 178 33 we -PRON- PRP cord-277648-9kxwkcbl 178 34 report report VBP cord-277648-9kxwkcbl 178 35 in in IN cord-277648-9kxwkcbl 178 36 BALF BALF NNP cord-277648-9kxwkcbl 178 37 agrees agree VBZ cord-277648-9kxwkcbl 178 38 with with IN cord-277648-9kxwkcbl 178 39 findings finding NNS cord-277648-9kxwkcbl 178 40 from from IN cord-277648-9kxwkcbl 178 41 compositional compositional JJ cord-277648-9kxwkcbl 178 42 studies study NNS cord-277648-9kxwkcbl 178 43 of of IN cord-277648-9kxwkcbl 178 44 PBMCs pbmc NNS cord-277648-9kxwkcbl 178 45 [ [ -LRB- cord-277648-9kxwkcbl 178 46 30 30 CD cord-277648-9kxwkcbl 178 47 , , , cord-277648-9kxwkcbl 178 48 31 31 CD cord-277648-9kxwkcbl 178 49 , , , cord-277648-9kxwkcbl 178 50 34 34 CD cord-277648-9kxwkcbl 178 51 ] ] -RRB- cord-277648-9kxwkcbl 178 52 . . . cord-277648-9kxwkcbl 179 1 We -PRON- PRP cord-277648-9kxwkcbl 179 2 additionally additionally RB cord-277648-9kxwkcbl 179 3 report report VBP cord-277648-9kxwkcbl 179 4 severity severity NN cord-277648-9kxwkcbl 179 5 - - HYPH cord-277648-9kxwkcbl 179 6 specific specific JJ cord-277648-9kxwkcbl 179 7 compositional compositional JJ cord-277648-9kxwkcbl 179 8 shifts shift NNS cord-277648-9kxwkcbl 179 9 in in IN cord-277648-9kxwkcbl 179 10 lung lung NN cord-277648-9kxwkcbl 179 11 MP MP NNP cord-277648-9kxwkcbl 179 12 populations population NNS cord-277648-9kxwkcbl 179 13 and and CC cord-277648-9kxwkcbl 179 14 identify identify VB cord-277648-9kxwkcbl 179 15 clusters cluster NNS cord-277648-9kxwkcbl 179 16 expressing express VBG cord-277648-9kxwkcbl 179 17 MRC1 MRC1 NNP cord-277648-9kxwkcbl 179 18 , , , cord-277648-9kxwkcbl 179 19 C1QA c1qa UH cord-277648-9kxwkcbl 179 20 , , , cord-277648-9kxwkcbl 179 21 and and CC cord-277648-9kxwkcbl 179 22 FABP4 FABP4 NNP cord-277648-9kxwkcbl 179 23 suggesting suggest VBG cord-277648-9kxwkcbl 179 24 an an DT cord-277648-9kxwkcbl 179 25 M2 M2 NNP cord-277648-9kxwkcbl 179 26 macrophage macrophage NN cord-277648-9kxwkcbl 179 27 - - HYPH cord-277648-9kxwkcbl 179 28 like like JJ cord-277648-9kxwkcbl 179 29 phenotype phenotype NN cord-277648-9kxwkcbl 179 30 expanded expand VBN cord-277648-9kxwkcbl 179 31 in in IN cord-277648-9kxwkcbl 179 32 control control NN cord-277648-9kxwkcbl 179 33 subjects subject NNS cord-277648-9kxwkcbl 179 34 . . . cord-277648-9kxwkcbl 180 1 Moderate moderate JJ cord-277648-9kxwkcbl 180 2 donors donor NNS cord-277648-9kxwkcbl 180 3 showed show VBD cord-277648-9kxwkcbl 180 4 expanded expand VBN cord-277648-9kxwkcbl 180 5 clusters cluster NNS cord-277648-9kxwkcbl 180 6 expressing express VBG cord-277648-9kxwkcbl 180 7 HLADQA1 HLADQA1 NNP cord-277648-9kxwkcbl 180 8 and and CC cord-277648-9kxwkcbl 180 9 HLADQA2 HLADQA2 NNP cord-277648-9kxwkcbl 180 10 , , , cord-277648-9kxwkcbl 180 11 indicating indicate VBG cord-277648-9kxwkcbl 180 12 increased increase VBN cord-277648-9kxwkcbl 180 13 antigen antigen NN cord-277648-9kxwkcbl 180 14 presentation presentation NN cord-277648-9kxwkcbl 180 15 through through IN cord-277648-9kxwkcbl 180 16 HLA HLA NNP cord-277648-9kxwkcbl 180 17 class class NN cord-277648-9kxwkcbl 180 18 II II NNP cord-277648-9kxwkcbl 180 19 . . . cord-277648-9kxwkcbl 181 1 Expanded expand VBN cord-277648-9kxwkcbl 181 2 clusters cluster NNS cord-277648-9kxwkcbl 181 3 in in IN cord-277648-9kxwkcbl 181 4 severe severe JJ cord-277648-9kxwkcbl 181 5 donors donor NNS cord-277648-9kxwkcbl 181 6 expressing express VBG cord-277648-9kxwkcbl 181 7 SPP1 SPP1 NNS cord-277648-9kxwkcbl 181 8 as as RB cord-277648-9kxwkcbl 181 9 well well RB cord-277648-9kxwkcbl 181 10 as as IN cord-277648-9kxwkcbl 181 11 various various JJ cord-277648-9kxwkcbl 181 12 chemokines chemokine NNS cord-277648-9kxwkcbl 181 13 including include VBG cord-277648-9kxwkcbl 181 14 CCL2 CCL2 NNP cord-277648-9kxwkcbl 181 15 , , , cord-277648-9kxwkcbl 181 16 CCL3 CCL3 NNP cord-277648-9kxwkcbl 181 17 , , , cord-277648-9kxwkcbl 181 18 and and CC cord-277648-9kxwkcbl 181 19 CCL8 CCL8 NNP cord-277648-9kxwkcbl 181 20 are be VBP cord-277648-9kxwkcbl 181 21 likely likely RB cord-277648-9kxwkcbl 181 22 associated associate VBN cord-277648-9kxwkcbl 181 23 with with IN cord-277648-9kxwkcbl 181 24 an an DT cord-277648-9kxwkcbl 181 25 M1 M1 NNP cord-277648-9kxwkcbl 181 26 macrophage macrophage NN cord-277648-9kxwkcbl 181 27 - - HYPH cord-277648-9kxwkcbl 181 28 like like JJ cord-277648-9kxwkcbl 181 29 phenotype phenotype NN cord-277648-9kxwkcbl 181 30 , , , cord-277648-9kxwkcbl 181 31 in in IN cord-277648-9kxwkcbl 181 32 agreement agreement NN cord-277648-9kxwkcbl 181 33 with with IN cord-277648-9kxwkcbl 181 34 previous previous JJ cord-277648-9kxwkcbl 181 35 analyses analysis NNS cord-277648-9kxwkcbl 181 36 [ [ -LRB- cord-277648-9kxwkcbl 181 37 27 27 CD cord-277648-9kxwkcbl 181 38 ] ] -RRB- cord-277648-9kxwkcbl 181 39 . . . cord-277648-9kxwkcbl 182 1 Strong strong JJ cord-277648-9kxwkcbl 182 2 macrophage macrophage NN cord-277648-9kxwkcbl 182 3 expression expression NN cord-277648-9kxwkcbl 182 4 of of IN cord-277648-9kxwkcbl 182 5 osteopontin osteopontin NNP cord-277648-9kxwkcbl 182 6 , , , cord-277648-9kxwkcbl 182 7 the the DT cord-277648-9kxwkcbl 182 8 gene gene NN cord-277648-9kxwkcbl 182 9 product product NN cord-277648-9kxwkcbl 182 10 of of IN cord-277648-9kxwkcbl 182 11 SPP1 SPP1 NNP cord-277648-9kxwkcbl 182 12 , , , cord-277648-9kxwkcbl 182 13 has have VBZ cord-277648-9kxwkcbl 182 14 been be VBN cord-277648-9kxwkcbl 182 15 previously previously RB cord-277648-9kxwkcbl 182 16 observed observe VBN cord-277648-9kxwkcbl 182 17 during during IN cord-277648-9kxwkcbl 182 18 influenza influenza NN cord-277648-9kxwkcbl 182 19 A a DT cord-277648-9kxwkcbl 182 20 infection infection NN cord-277648-9kxwkcbl 182 21 , , , cord-277648-9kxwkcbl 182 22 suggesting suggest VBG cord-277648-9kxwkcbl 182 23 that that IN cord-277648-9kxwkcbl 182 24 macrophages macrophage NNS cord-277648-9kxwkcbl 182 25 in in IN cord-277648-9kxwkcbl 182 26 severe severe JJ cord-277648-9kxwkcbl 182 27 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 182 28 may may MD cord-277648-9kxwkcbl 182 29 be be VB cord-277648-9kxwkcbl 182 30 following follow VBG cord-277648-9kxwkcbl 182 31 a a DT cord-277648-9kxwkcbl 182 32 similar similar JJ cord-277648-9kxwkcbl 182 33 viral viral JJ cord-277648-9kxwkcbl 182 34 response response NN cord-277648-9kxwkcbl 182 35 to to IN cord-277648-9kxwkcbl 182 36 influenza influenza NN cord-277648-9kxwkcbl 182 37 [ [ -LRB- cord-277648-9kxwkcbl 182 38 43 43 CD cord-277648-9kxwkcbl 182 39 ] ] -RRB- cord-277648-9kxwkcbl 182 40 . . . cord-277648-9kxwkcbl 183 1 Compositional compositional JJ cord-277648-9kxwkcbl 183 2 changes change NNS cord-277648-9kxwkcbl 183 3 were be VBD cord-277648-9kxwkcbl 183 4 not not RB cord-277648-9kxwkcbl 183 5 readily readily RB cord-277648-9kxwkcbl 183 6 apparent apparent JJ cord-277648-9kxwkcbl 183 7 in in IN cord-277648-9kxwkcbl 183 8 PBMCs pbmc NNS cord-277648-9kxwkcbl 183 9 when when WRB cord-277648-9kxwkcbl 183 10 comparing compare VBG cord-277648-9kxwkcbl 183 11 ARDS ARDS NNP cord-277648-9kxwkcbl 183 12 patients patient NNS cord-277648-9kxwkcbl 183 13 to to IN cord-277648-9kxwkcbl 183 14 non non JJ cord-277648-9kxwkcbl 183 15 - - JJ cord-277648-9kxwkcbl 183 16 ARDS ARDS NNP cord-277648-9kxwkcbl 183 17 patients patient NNS cord-277648-9kxwkcbl 183 18 , , , cord-277648-9kxwkcbl 183 19 although although IN cord-277648-9kxwkcbl 183 20 we -PRON- PRP cord-277648-9kxwkcbl 183 21 observed observe VBD cord-277648-9kxwkcbl 183 22 an an DT cord-277648-9kxwkcbl 183 23 expansion expansion NN cord-277648-9kxwkcbl 183 24 of of IN cord-277648-9kxwkcbl 183 25 multiple multiple JJ cord-277648-9kxwkcbl 183 26 plasma plasma NN cord-277648-9kxwkcbl 183 27 cell cell NN cord-277648-9kxwkcbl 183 28 types type NNS cord-277648-9kxwkcbl 183 29 in in IN cord-277648-9kxwkcbl 183 30 ARDS ARDS NNP cord-277648-9kxwkcbl 183 31 patients patient NNS cord-277648-9kxwkcbl 183 32 compared compare VBN cord-277648-9kxwkcbl 183 33 to to IN cord-277648-9kxwkcbl 183 34 healthy healthy JJ cord-277648-9kxwkcbl 183 35 control control NN cord-277648-9kxwkcbl 183 36 subjects subject NNS cord-277648-9kxwkcbl 183 37 , , , cord-277648-9kxwkcbl 183 38 consistent consistent JJ cord-277648-9kxwkcbl 183 39 with with IN cord-277648-9kxwkcbl 183 40 previous previous JJ cord-277648-9kxwkcbl 183 41 reports report NNS cord-277648-9kxwkcbl 183 42 [ [ -LRB- cord-277648-9kxwkcbl 183 43 23 23 CD cord-277648-9kxwkcbl 183 44 , , , cord-277648-9kxwkcbl 183 45 33 33 CD cord-277648-9kxwkcbl 183 46 , , , cord-277648-9kxwkcbl 183 47 34 34 CD cord-277648-9kxwkcbl 183 48 , , , cord-277648-9kxwkcbl 183 49 44 44 CD cord-277648-9kxwkcbl 183 50 ] ] -RRB- cord-277648-9kxwkcbl 183 51 . . . cord-277648-9kxwkcbl 184 1 Despite despite IN cord-277648-9kxwkcbl 184 2 recent recent JJ cord-277648-9kxwkcbl 184 3 advances advance NNS cord-277648-9kxwkcbl 184 4 , , , cord-277648-9kxwkcbl 184 5 the the DT cord-277648-9kxwkcbl 184 6 immunological immunological JJ cord-277648-9kxwkcbl 184 7 signatures signature NNS cord-277648-9kxwkcbl 184 8 of of IN cord-277648-9kxwkcbl 184 9 severe severe JJ cord-277648-9kxwkcbl 184 10 COVID-19 covid-19 NN cord-277648-9kxwkcbl 184 11 remain remain VBP cord-277648-9kxwkcbl 184 12 largely largely RB cord-277648-9kxwkcbl 184 13 uncharacterized uncharacterized JJ cord-277648-9kxwkcbl 184 14 in in IN cord-277648-9kxwkcbl 184 15 both both CC cord-277648-9kxwkcbl 184 16 the the DT cord-277648-9kxwkcbl 184 17 lung lung NN cord-277648-9kxwkcbl 184 18 [ [ -LRB- cord-277648-9kxwkcbl 184 19 27 27 CD cord-277648-9kxwkcbl 184 20 , , , cord-277648-9kxwkcbl 184 21 28 28 CD cord-277648-9kxwkcbl 184 22 ] ] -RRB- cord-277648-9kxwkcbl 184 23 and and CC cord-277648-9kxwkcbl 184 24 systemic systemic JJ cord-277648-9kxwkcbl 184 25 circulation circulation NN cord-277648-9kxwkcbl 184 26 [ [ -LRB- cord-277648-9kxwkcbl 184 27 34 34 CD cord-277648-9kxwkcbl 184 28 , , , cord-277648-9kxwkcbl 184 29 36 36 CD cord-277648-9kxwkcbl 184 30 ] ] -RRB- cord-277648-9kxwkcbl 184 31 . . . cord-277648-9kxwkcbl 185 1 In in IN cord-277648-9kxwkcbl 185 2 particular particular JJ cord-277648-9kxwkcbl 185 3 , , , cord-277648-9kxwkcbl 185 4 a a DT cord-277648-9kxwkcbl 185 5 need need NN cord-277648-9kxwkcbl 185 6 exists exist VBZ cord-277648-9kxwkcbl 185 7 to to TO cord-277648-9kxwkcbl 185 8 define define VB cord-277648-9kxwkcbl 185 9 markers marker NNS cord-277648-9kxwkcbl 185 10 of of IN cord-277648-9kxwkcbl 185 11 severity severity NN cord-277648-9kxwkcbl 185 12 that that WDT cord-277648-9kxwkcbl 185 13 can can MD cord-277648-9kxwkcbl 185 14 be be VB cord-277648-9kxwkcbl 185 15 used use VBN cord-277648-9kxwkcbl 185 16 to to TO cord-277648-9kxwkcbl 185 17 assess assess VB cord-277648-9kxwkcbl 185 18 patient patient JJ cord-277648-9kxwkcbl 185 19 disease disease NN cord-277648-9kxwkcbl 185 20 trajectory trajectory NN cord-277648-9kxwkcbl 185 21 in in IN cord-277648-9kxwkcbl 185 22 a a DT cord-277648-9kxwkcbl 185 23 clinical clinical JJ cord-277648-9kxwkcbl 185 24 setting setting NN cord-277648-9kxwkcbl 185 25 for for IN cord-277648-9kxwkcbl 185 26 the the DT cord-277648-9kxwkcbl 185 27 purposes purpose NNS cord-277648-9kxwkcbl 185 28 of of IN cord-277648-9kxwkcbl 185 29 triage triage NN cord-277648-9kxwkcbl 185 30 or or CC cord-277648-9kxwkcbl 185 31 to to TO cord-277648-9kxwkcbl 185 32 inform inform VB cord-277648-9kxwkcbl 185 33 the the DT cord-277648-9kxwkcbl 185 34 use use NN cord-277648-9kxwkcbl 185 35 of of IN cord-277648-9kxwkcbl 185 36 immunomodulatory immunomodulatory JJ cord-277648-9kxwkcbl 185 37 treatment treatment NN cord-277648-9kxwkcbl 185 38 strategies strategy NNS cord-277648-9kxwkcbl 185 39 [ [ -LRB- cord-277648-9kxwkcbl 185 40 34 34 CD cord-277648-9kxwkcbl 185 41 ] ] -RRB- cord-277648-9kxwkcbl 185 42 . . . cord-277648-9kxwkcbl 186 1 Here here RB cord-277648-9kxwkcbl 186 2 , , , cord-277648-9kxwkcbl 186 3 we -PRON- PRP cord-277648-9kxwkcbl 186 4 leveraged leverage VBD cord-277648-9kxwkcbl 186 5 BALF BALF NNP cord-277648-9kxwkcbl 186 6 and and CC cord-277648-9kxwkcbl 186 7 PBMC PBMC NNP cord-277648-9kxwkcbl 186 8 transcriptional transcriptional JJ cord-277648-9kxwkcbl 186 9 data datum NNS cord-277648-9kxwkcbl 186 10 to to TO cord-277648-9kxwkcbl 186 11 nominate nominate VB cord-277648-9kxwkcbl 186 12 cell cell NN cord-277648-9kxwkcbl 186 13 surface surface NN cord-277648-9kxwkcbl 186 14 proteins protein NNS cord-277648-9kxwkcbl 186 15 that that WDT cord-277648-9kxwkcbl 186 16 could could MD cord-277648-9kxwkcbl 186 17 be be VB cord-277648-9kxwkcbl 186 18 incorporated incorporate VBN cord-277648-9kxwkcbl 186 19 into into IN cord-277648-9kxwkcbl 186 20 a a DT cord-277648-9kxwkcbl 186 21 flow flow NN cord-277648-9kxwkcbl 186 22 cytometry cytometry NN cord-277648-9kxwkcbl 186 23 panel panel NN cord-277648-9kxwkcbl 186 24 for for IN cord-277648-9kxwkcbl 186 25 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 186 26 patient patient JJ cord-277648-9kxwkcbl 186 27 immunophenotyping immunophenotyping NN cord-277648-9kxwkcbl 186 28 . . . cord-277648-9kxwkcbl 187 1 Notably notably RB cord-277648-9kxwkcbl 187 2 , , , cord-277648-9kxwkcbl 187 3 in in IN cord-277648-9kxwkcbl 187 4 BALF BALF NNP cord-277648-9kxwkcbl 187 5 samples sample NNS cord-277648-9kxwkcbl 187 6 we -PRON- PRP cord-277648-9kxwkcbl 187 7 observed observe VBD cord-277648-9kxwkcbl 187 8 upregulation upregulation NN cord-277648-9kxwkcbl 187 9 of of IN cord-277648-9kxwkcbl 187 10 AREG AREG NNP cord-277648-9kxwkcbl 187 11 in in IN cord-277648-9kxwkcbl 187 12 pDCs pDCs NNP cord-277648-9kxwkcbl 188 1 and and CC cord-277648-9kxwkcbl 188 2 mDCs mdcs NN cord-277648-9kxwkcbl 188 3 of of IN cord-277648-9kxwkcbl 188 4 patients patient NNS cord-277648-9kxwkcbl 188 5 undergoing undergo VBG cord-277648-9kxwkcbl 188 6 a a DT cord-277648-9kxwkcbl 188 7 severe severe JJ cord-277648-9kxwkcbl 188 8 disease disease NN cord-277648-9kxwkcbl 188 9 course course NN cord-277648-9kxwkcbl 188 10 compared compare VBN cord-277648-9kxwkcbl 188 11 to to IN cord-277648-9kxwkcbl 188 12 patients patient NNS cord-277648-9kxwkcbl 188 13 who who WP cord-277648-9kxwkcbl 188 14 experienced experience VBD cord-277648-9kxwkcbl 188 15 moderate moderate JJ cord-277648-9kxwkcbl 188 16 disease disease NN cord-277648-9kxwkcbl 188 17 . . . cord-277648-9kxwkcbl 189 1 The the DT cord-277648-9kxwkcbl 189 2 AREG AREG NNP cord-277648-9kxwkcbl 189 3 transcript transcript NN cord-277648-9kxwkcbl 189 4 was be VBD cord-277648-9kxwkcbl 189 5 verified verify VBN cord-277648-9kxwkcbl 189 6 to to TO cord-277648-9kxwkcbl 189 7 be be VB cord-277648-9kxwkcbl 189 8 expressed express VBN cord-277648-9kxwkcbl 189 9 by by IN cord-277648-9kxwkcbl 189 10 dendritic dendritic JJ cord-277648-9kxwkcbl 189 11 cells cell NNS cord-277648-9kxwkcbl 189 12 in in IN cord-277648-9kxwkcbl 189 13 bulk bulk JJ cord-277648-9kxwkcbl 189 14 RNA RNA NNP cord-277648-9kxwkcbl 189 15 - - HYPH cord-277648-9kxwkcbl 189 16 seq seq NNP cord-277648-9kxwkcbl 189 17 data datum NNS cord-277648-9kxwkcbl 189 18 [ [ -LRB- cord-277648-9kxwkcbl 189 19 39 39 CD cord-277648-9kxwkcbl 189 20 , , , cord-277648-9kxwkcbl 189 21 40 40 CD cord-277648-9kxwkcbl 189 22 ] ] -RRB- cord-277648-9kxwkcbl 189 23 , , , cord-277648-9kxwkcbl 189 24 has have VBZ cord-277648-9kxwkcbl 189 25 been be VBN cord-277648-9kxwkcbl 189 26 previously previously RB cord-277648-9kxwkcbl 189 27 shown show VBN cord-277648-9kxwkcbl 189 28 to to TO cord-277648-9kxwkcbl 189 29 orchestrate orchestrate VB cord-277648-9kxwkcbl 189 30 tissue tissue NN cord-277648-9kxwkcbl 189 31 homeostasis homeostasis NN cord-277648-9kxwkcbl 189 32 during during IN cord-277648-9kxwkcbl 189 33 influenza influenza NN cord-277648-9kxwkcbl 189 34 infection infection NN cord-277648-9kxwkcbl 189 35 [ [ -LRB- cord-277648-9kxwkcbl 189 36 45 45 CD cord-277648-9kxwkcbl 189 37 , , , cord-277648-9kxwkcbl 189 38 46 46 CD cord-277648-9kxwkcbl 189 39 ] ] -RRB- cord-277648-9kxwkcbl 189 40 , , , cord-277648-9kxwkcbl 189 41 and and CC cord-277648-9kxwkcbl 189 42 has have VBZ cord-277648-9kxwkcbl 189 43 been be VBN cord-277648-9kxwkcbl 189 44 previously previously RB cord-277648-9kxwkcbl 189 45 labeled label VBN cord-277648-9kxwkcbl 189 46 in in IN cord-277648-9kxwkcbl 189 47 flow flow NN cord-277648-9kxwkcbl 189 48 cytometry cytometry NN cord-277648-9kxwkcbl 189 49 studies study NNS cord-277648-9kxwkcbl 189 50 [ [ -LRB- cord-277648-9kxwkcbl 189 51 47 47 CD cord-277648-9kxwkcbl 189 52 ] ] -RRB- cord-277648-9kxwkcbl 189 53 . . . cord-277648-9kxwkcbl 190 1 Additionally additionally RB cord-277648-9kxwkcbl 190 2 , , , cord-277648-9kxwkcbl 190 3 TIMP1 TIMP1 NNP cord-277648-9kxwkcbl 190 4 , , , cord-277648-9kxwkcbl 190 5 VAMP5 VAMP5 NNP cord-277648-9kxwkcbl 190 6 , , , cord-277648-9kxwkcbl 190 7 and and CC cord-277648-9kxwkcbl 190 8 IL1R2 IL1R2 NNP cord-277648-9kxwkcbl 190 9 were be VBD cord-277648-9kxwkcbl 190 10 strongly strongly RB cord-277648-9kxwkcbl 190 11 differentially differentially RB cord-277648-9kxwkcbl 190 12 expressed express VBN cord-277648-9kxwkcbl 190 13 in in IN cord-277648-9kxwkcbl 190 14 BALF BALF NNP cord-277648-9kxwkcbl 190 15 MPs MPs NNPS cord-277648-9kxwkcbl 190 16 during during IN cord-277648-9kxwkcbl 190 17 severe severe JJ cord-277648-9kxwkcbl 190 18 disease disease NN cord-277648-9kxwkcbl 190 19 and and CC cord-277648-9kxwkcbl 190 20 have have VBP cord-277648-9kxwkcbl 190 21 been be VBN cord-277648-9kxwkcbl 190 22 previously previously RB cord-277648-9kxwkcbl 190 23 documented document VBN cord-277648-9kxwkcbl 190 24 to to TO cord-277648-9kxwkcbl 190 25 play play VB cord-277648-9kxwkcbl 190 26 a a DT cord-277648-9kxwkcbl 190 27 role role NN cord-277648-9kxwkcbl 190 28 in in IN cord-277648-9kxwkcbl 190 29 the the DT cord-277648-9kxwkcbl 190 30 immune immune JJ cord-277648-9kxwkcbl 190 31 response response NN cord-277648-9kxwkcbl 190 32 to to IN cord-277648-9kxwkcbl 190 33 respiratory respiratory JJ cord-277648-9kxwkcbl 190 34 viral viral JJ cord-277648-9kxwkcbl 190 35 infections infection NNS cord-277648-9kxwkcbl 190 36 . . . cord-277648-9kxwkcbl 191 1 TIMP1 TIMP1 NNP cord-277648-9kxwkcbl 191 2 has have VBZ cord-277648-9kxwkcbl 191 3 been be VBN cord-277648-9kxwkcbl 191 4 shown show VBN cord-277648-9kxwkcbl 191 5 to to TO cord-277648-9kxwkcbl 191 6 promote promote VB cord-277648-9kxwkcbl 191 7 deleterious deleterious JJ cord-277648-9kxwkcbl 191 8 immune immune JJ cord-277648-9kxwkcbl 191 9 responses response NNS cord-277648-9kxwkcbl 191 10 in in IN cord-277648-9kxwkcbl 191 11 the the DT cord-277648-9kxwkcbl 191 12 lung lung NN cord-277648-9kxwkcbl 191 13 during during IN cord-277648-9kxwkcbl 191 14 murine murine JJ cord-277648-9kxwkcbl 191 15 influenza influenza NN cord-277648-9kxwkcbl 191 16 infection infection NN cord-277648-9kxwkcbl 191 17 [ [ -LRB- cord-277648-9kxwkcbl 191 18 48 48 CD cord-277648-9kxwkcbl 191 19 ] ] -RRB- cord-277648-9kxwkcbl 191 20 , , , cord-277648-9kxwkcbl 191 21 VAMP5 VAMP5 NNP cord-277648-9kxwkcbl 191 22 is be VBZ cord-277648-9kxwkcbl 191 23 implicated implicate VBN cord-277648-9kxwkcbl 191 24 in in IN cord-277648-9kxwkcbl 191 25 signaling signal VBG cord-277648-9kxwkcbl 191 26 pathways pathway NNS cord-277648-9kxwkcbl 191 27 regulating regulate VBG cord-277648-9kxwkcbl 191 28 influenza influenza NN cord-277648-9kxwkcbl 191 29 viral viral JJ cord-277648-9kxwkcbl 191 30 replication replication NN cord-277648-9kxwkcbl 191 31 in in IN cord-277648-9kxwkcbl 191 32 vitro vitro FW cord-277648-9kxwkcbl 191 33 [ [ -LRB- cord-277648-9kxwkcbl 191 34 48 48 CD cord-277648-9kxwkcbl 191 35 , , , cord-277648-9kxwkcbl 191 36 49 49 CD cord-277648-9kxwkcbl 191 37 ] ] -RRB- cord-277648-9kxwkcbl 191 38 , , , cord-277648-9kxwkcbl 191 39 and and CC cord-277648-9kxwkcbl 191 40 IL1R2 IL1R2 NNP cord-277648-9kxwkcbl 191 41 encodes encode VBZ cord-277648-9kxwkcbl 191 42 a a DT cord-277648-9kxwkcbl 191 43 decoy decoy NN cord-277648-9kxwkcbl 191 44 receptor receptor NN cord-277648-9kxwkcbl 191 45 for for IN cord-277648-9kxwkcbl 191 46 IL1-β IL1-β NNPS cord-277648-9kxwkcbl 191 47 that that WDT cord-277648-9kxwkcbl 191 48 is be VBZ cord-277648-9kxwkcbl 191 49 upregulated upregulate VBN cord-277648-9kxwkcbl 191 50 during during IN cord-277648-9kxwkcbl 191 51 severe severe JJ cord-277648-9kxwkcbl 191 52 influenza influenza NN cord-277648-9kxwkcbl 191 53 [ [ -LRB- cord-277648-9kxwkcbl 191 54 50 50 CD cord-277648-9kxwkcbl 191 55 ] ] -RRB- cord-277648-9kxwkcbl 191 56 . . . cord-277648-9kxwkcbl 192 1 All all DT cord-277648-9kxwkcbl 192 2 of of IN cord-277648-9kxwkcbl 192 3 the the DT cord-277648-9kxwkcbl 192 4 BALF BALF NNP cord-277648-9kxwkcbl 192 5 identified identify VBD cord-277648-9kxwkcbl 192 6 surface surface NN cord-277648-9kxwkcbl 192 7 markers marker NNS cord-277648-9kxwkcbl 192 8 in in IN cord-277648-9kxwkcbl 192 9 Figure figure NN cord-277648-9kxwkcbl 192 10 2C 2c NN cord-277648-9kxwkcbl 192 11 with with IN cord-277648-9kxwkcbl 192 12 the the DT cord-277648-9kxwkcbl 192 13 exception exception NN cord-277648-9kxwkcbl 192 14 of of IN cord-277648-9kxwkcbl 192 15 VAMP5 vamp5 NN cord-277648-9kxwkcbl 192 16 , , , cord-277648-9kxwkcbl 192 17 HLA HLA NNP cord-277648-9kxwkcbl 192 18 - - HYPH cord-277648-9kxwkcbl 192 19 DRA DRA NNP cord-277648-9kxwkcbl 192 20 , , , cord-277648-9kxwkcbl 192 21 and and CC cord-277648-9kxwkcbl 192 22 CCR7 CCR7 NNP cord-277648-9kxwkcbl 192 23 were be VBD cord-277648-9kxwkcbl 192 24 specifically specifically RB cord-277648-9kxwkcbl 192 25 differentially differentially RB cord-277648-9kxwkcbl 192 26 expressed express VBN cord-277648-9kxwkcbl 192 27 between between IN cord-277648-9kxwkcbl 192 28 severe severe JJ cord-277648-9kxwkcbl 192 29 and and CC cord-277648-9kxwkcbl 192 30 moderate moderate JJ cord-277648-9kxwkcbl 192 31 donors donor NNS cord-277648-9kxwkcbl 192 32 but but CC cord-277648-9kxwkcbl 192 33 not not RB cord-277648-9kxwkcbl 192 34 between between IN cord-277648-9kxwkcbl 192 35 moderate moderate JJ cord-277648-9kxwkcbl 192 36 and and CC cord-277648-9kxwkcbl 192 37 control control NN cord-277648-9kxwkcbl 192 38 donors donor NNS cord-277648-9kxwkcbl 192 39 ( ( -LRB- cord-277648-9kxwkcbl 192 40 Figure figure NN cord-277648-9kxwkcbl 192 41 S2B S2B NNP cord-277648-9kxwkcbl 192 42 ) ) -RRB- cord-277648-9kxwkcbl 192 43 . . . cord-277648-9kxwkcbl 193 1 Investigating investigate VBG cord-277648-9kxwkcbl 193 2 cell cell NN cord-277648-9kxwkcbl 193 3 surface surface NN cord-277648-9kxwkcbl 193 4 markers marker NNS cord-277648-9kxwkcbl 193 5 in in IN cord-277648-9kxwkcbl 193 6 PBMCs pbmc NNS cord-277648-9kxwkcbl 193 7 , , , cord-277648-9kxwkcbl 193 8 we -PRON- PRP cord-277648-9kxwkcbl 193 9 found find VBD cord-277648-9kxwkcbl 193 10 that that IN cord-277648-9kxwkcbl 193 11 IL7R il7r NN cord-277648-9kxwkcbl 193 12 on on IN cord-277648-9kxwkcbl 193 13 NK NK NNP cord-277648-9kxwkcbl 193 14 cells cell NNS cord-277648-9kxwkcbl 193 15 as as RB cord-277648-9kxwkcbl 193 16 well well RB cord-277648-9kxwkcbl 193 17 as as IN cord-277648-9kxwkcbl 193 18 S1PR1 S1PR1 NNP cord-277648-9kxwkcbl 193 19 ( ( -LRB- cord-277648-9kxwkcbl 193 20 CD363 CD363 NNP cord-277648-9kxwkcbl 193 21 ) ) -RRB- cord-277648-9kxwkcbl 193 22 on on IN cord-277648-9kxwkcbl 193 23 γδ γδ NNP cord-277648-9kxwkcbl 193 24 T T NNP cord-277648-9kxwkcbl 193 25 cells cell NNS cord-277648-9kxwkcbl 193 26 differentiate differentiate VBP cord-277648-9kxwkcbl 193 27 ARDS ARDS NNP cord-277648-9kxwkcbl 193 28 from from IN cord-277648-9kxwkcbl 193 29 non non JJ cord-277648-9kxwkcbl 193 30 - - NNP cord-277648-9kxwkcbl 193 31 ARDS ARDS NNP cord-277648-9kxwkcbl 193 32 COVID-19 covid-19 CC cord-277648-9kxwkcbl 193 33 blood blood NN cord-277648-9kxwkcbl 193 34 samples sample NNS cord-277648-9kxwkcbl 193 35 . . . cord-277648-9kxwkcbl 194 1 IL-7 il-7 JJ cord-277648-9kxwkcbl 194 2 stimulation stimulation NN cord-277648-9kxwkcbl 194 3 through through IN cord-277648-9kxwkcbl 194 4 IL-7R IL-7R NNP cord-277648-9kxwkcbl 194 5 has have VBZ cord-277648-9kxwkcbl 194 6 been be VBN cord-277648-9kxwkcbl 194 7 shown show VBN cord-277648-9kxwkcbl 194 8 to to TO cord-277648-9kxwkcbl 194 9 promote promote VB cord-277648-9kxwkcbl 194 10 NK NK NNP cord-277648-9kxwkcbl 194 11 cell cell NN cord-277648-9kxwkcbl 194 12 survival survival NN cord-277648-9kxwkcbl 194 13 by by IN cord-277648-9kxwkcbl 194 14 inhibiting inhibit VBG cord-277648-9kxwkcbl 194 15 apoptosis apoptosis NN cord-277648-9kxwkcbl 194 16 [ [ -LRB- cord-277648-9kxwkcbl 194 17 50 50 CD cord-277648-9kxwkcbl 194 18 , , , cord-277648-9kxwkcbl 194 19 51 51 CD cord-277648-9kxwkcbl 194 20 ] ] -RRB- cord-277648-9kxwkcbl 194 21 . . . cord-277648-9kxwkcbl 195 1 S1PR1 S1PR1 NNP cord-277648-9kxwkcbl 195 2 is be VBZ cord-277648-9kxwkcbl 195 3 a a DT cord-277648-9kxwkcbl 195 4 particularly particularly RB cord-277648-9kxwkcbl 195 5 interesting interesting JJ cord-277648-9kxwkcbl 195 6 marker marker NN cord-277648-9kxwkcbl 195 7 due due IN cord-277648-9kxwkcbl 195 8 to to IN cord-277648-9kxwkcbl 195 9 previous previous JJ cord-277648-9kxwkcbl 195 10 literature literature NN cord-277648-9kxwkcbl 195 11 documenting document VBG cord-277648-9kxwkcbl 195 12 its -PRON- PRP$ cord-277648-9kxwkcbl 195 13 role role NN cord-277648-9kxwkcbl 195 14 in in IN cord-277648-9kxwkcbl 195 15 stimulating stimulate VBG cord-277648-9kxwkcbl 195 16 highly highly RB cord-277648-9kxwkcbl 195 17 inflammatory inflammatory JJ cord-277648-9kxwkcbl 195 18 pathways pathway NNS cord-277648-9kxwkcbl 195 19 such such JJ cord-277648-9kxwkcbl 195 20 as as IN cord-277648-9kxwkcbl 195 21 JAK JAK NNP cord-277648-9kxwkcbl 195 22 / / SYM cord-277648-9kxwkcbl 195 23 STAT STAT NNP cord-277648-9kxwkcbl 195 24 and and CC cord-277648-9kxwkcbl 195 25 mTOR/ mTOR/ NNP cord-277648-9kxwkcbl 196 1 PI3K PI3K NNP cord-277648-9kxwkcbl 196 2 / / SYM cord-277648-9kxwkcbl 196 3 Akt Akt NNP cord-277648-9kxwkcbl 196 4 . . . cord-277648-9kxwkcbl 197 1 Additionally additionally RB cord-277648-9kxwkcbl 197 2 , , , cord-277648-9kxwkcbl 197 3 suppression suppression NN cord-277648-9kxwkcbl 197 4 of of IN cord-277648-9kxwkcbl 197 5 the the DT cord-277648-9kxwkcbl 197 6 S1PR1 S1PR1 NNP cord-277648-9kxwkcbl 197 7 cognate cognate NN cord-277648-9kxwkcbl 197 8 ligand ligand NN cord-277648-9kxwkcbl 197 9 S1P1 S1P1 NNP cord-277648-9kxwkcbl 197 10 decreased decrease VBD cord-277648-9kxwkcbl 197 11 mortality mortality NN cord-277648-9kxwkcbl 197 12 rates rate NNS cord-277648-9kxwkcbl 197 13 during during IN cord-277648-9kxwkcbl 197 14 influenza influenza NN cord-277648-9kxwkcbl 197 15 infection infection NN cord-277648-9kxwkcbl 197 16 in in IN cord-277648-9kxwkcbl 197 17 mice mouse NNS cord-277648-9kxwkcbl 197 18 [ [ -LRB- cord-277648-9kxwkcbl 197 19 41 41 CD cord-277648-9kxwkcbl 197 20 , , , cord-277648-9kxwkcbl 197 21 42 42 CD cord-277648-9kxwkcbl 197 22 , , , cord-277648-9kxwkcbl 197 23 52 52 CD cord-277648-9kxwkcbl 197 24 ] ] -RRB- cord-277648-9kxwkcbl 197 25 . . . cord-277648-9kxwkcbl 198 1 All all DT cord-277648-9kxwkcbl 198 2 of of IN cord-277648-9kxwkcbl 198 3 the the DT cord-277648-9kxwkcbl 198 4 identified identify VBN cord-277648-9kxwkcbl 198 5 PBMC PBMC NNP cord-277648-9kxwkcbl 198 6 surface surface NN cord-277648-9kxwkcbl 198 7 markers marker NNS cord-277648-9kxwkcbl 198 8 in in IN cord-277648-9kxwkcbl 198 9 Figure figure NN cord-277648-9kxwkcbl 198 10 2F 2f NN cord-277648-9kxwkcbl 198 11 were be VBD cord-277648-9kxwkcbl 198 12 specifically specifically RB cord-277648-9kxwkcbl 198 13 differentially differentially RB cord-277648-9kxwkcbl 198 14 expressed express VBN cord-277648-9kxwkcbl 198 15 between between IN cord-277648-9kxwkcbl 198 16 ARDS ARDS NNP cord-277648-9kxwkcbl 198 17 and and CC cord-277648-9kxwkcbl 198 18 non non NNP cord-277648-9kxwkcbl 198 19 - - JJ cord-277648-9kxwkcbl 198 20 ARDS ARDS NNP cord-277648-9kxwkcbl 198 21 donors donor NNS cord-277648-9kxwkcbl 198 22 but but CC cord-277648-9kxwkcbl 198 23 not not RB cord-277648-9kxwkcbl 198 24 between between IN cord-277648-9kxwkcbl 198 25 non non JJ cord-277648-9kxwkcbl 198 26 - - JJ cord-277648-9kxwkcbl 198 27 ARDS ARDS NNP cord-277648-9kxwkcbl 198 28 and and CC cord-277648-9kxwkcbl 198 29 control control NN cord-277648-9kxwkcbl 198 30 donors donor NNS cord-277648-9kxwkcbl 198 31 ( ( -LRB- cord-277648-9kxwkcbl 198 32 Figure figure NN cord-277648-9kxwkcbl 198 33 _SP cord-277648-9kxwkcbl 198 34 S2E s2e NN cord-277648-9kxwkcbl 198 35 ) ) -RRB- cord-277648-9kxwkcbl 198 36 . . . cord-277648-9kxwkcbl 199 1 Our -PRON- PRP$ cord-277648-9kxwkcbl 199 2 investigation investigation NN cord-277648-9kxwkcbl 199 3 revealed reveal VBD cord-277648-9kxwkcbl 199 4 a a DT cord-277648-9kxwkcbl 199 5 small small JJ cord-277648-9kxwkcbl 199 6 number number NN cord-277648-9kxwkcbl 199 7 of of IN cord-277648-9kxwkcbl 199 8 common common JJ cord-277648-9kxwkcbl 199 9 surface surface NN cord-277648-9kxwkcbl 199 10 markers marker NNS cord-277648-9kxwkcbl 199 11 of of IN cord-277648-9kxwkcbl 199 12 interest interest NN cord-277648-9kxwkcbl 199 13 between between IN cord-277648-9kxwkcbl 199 14 BALF BALF NNP cord-277648-9kxwkcbl 199 15 and and CC cord-277648-9kxwkcbl 199 16 PBMC PBMC NNP cord-277648-9kxwkcbl 199 17 samples sample NNS cord-277648-9kxwkcbl 199 18 , , , cord-277648-9kxwkcbl 199 19 namely namely RB cord-277648-9kxwkcbl 199 20 HLADQA1 HLADQA1 NNP cord-277648-9kxwkcbl 199 21 and and CC cord-277648-9kxwkcbl 199 22 HLADQA2 HLADQA2 NNP cord-277648-9kxwkcbl 199 23 on on IN cord-277648-9kxwkcbl 199 24 MPs MPs NNPS cord-277648-9kxwkcbl 199 25 / / SYM cord-277648-9kxwkcbl 199 26 CD16 CD16 NNP cord-277648-9kxwkcbl 199 27 + + CC cord-277648-9kxwkcbl 199 28 monocytes monocyte NNS cord-277648-9kxwkcbl 199 29 and and CC cord-277648-9kxwkcbl 199 30 HLADRA HLADRA NNP cord-277648-9kxwkcbl 199 31 on on IN cord-277648-9kxwkcbl 199 32 MPs MPs NNPS cord-277648-9kxwkcbl 199 33 / / SYM cord-277648-9kxwkcbl 199 34 CD14 CD14 NNP cord-277648-9kxwkcbl 199 35 + + CC cord-277648-9kxwkcbl 199 36 monocytes monocyte NNS cord-277648-9kxwkcbl 199 37 ; ; : cord-277648-9kxwkcbl 199 38 these these DT cord-277648-9kxwkcbl 199 39 HLA HLA NNP cord-277648-9kxwkcbl 199 40 class class NN cord-277648-9kxwkcbl 199 41 II II NNP cord-277648-9kxwkcbl 199 42 transcripts transcript NNS cord-277648-9kxwkcbl 199 43 are be VBP cord-277648-9kxwkcbl 199 44 downregulated downregulate VBN cord-277648-9kxwkcbl 199 45 with with IN cord-277648-9kxwkcbl 199 46 increasing increase VBG cord-277648-9kxwkcbl 199 47 severity severity NN cord-277648-9kxwkcbl 199 48 level level NN cord-277648-9kxwkcbl 199 49 in in IN cord-277648-9kxwkcbl 199 50 both both DT cord-277648-9kxwkcbl 199 51 compartments compartment NNS cord-277648-9kxwkcbl 199 52 . . . cord-277648-9kxwkcbl 200 1 Similar similar JJ cord-277648-9kxwkcbl 200 2 observations observation NNS cord-277648-9kxwkcbl 200 3 of of IN cord-277648-9kxwkcbl 200 4 a a DT cord-277648-9kxwkcbl 200 5 severity severity NN cord-277648-9kxwkcbl 200 6 - - HYPH cord-277648-9kxwkcbl 200 7 specific specific JJ cord-277648-9kxwkcbl 200 8 loss loss NN cord-277648-9kxwkcbl 200 9 of of IN cord-277648-9kxwkcbl 200 10 HLA HLA NNP cord-277648-9kxwkcbl 200 11 - - HYPH cord-277648-9kxwkcbl 200 12 DR DR NNP cord-277648-9kxwkcbl 200 13 on on IN cord-277648-9kxwkcbl 200 14 CD14 CD14 NNP cord-277648-9kxwkcbl 200 15 + + CC cord-277648-9kxwkcbl 200 16 monocytes monocyte NNS cord-277648-9kxwkcbl 200 17 and and CC cord-277648-9kxwkcbl 200 18 T t NN cord-277648-9kxwkcbl 200 19 cells cell NNS cord-277648-9kxwkcbl 200 20 have have VBP cord-277648-9kxwkcbl 200 21 been be VBN cord-277648-9kxwkcbl 200 22 previously previously RB cord-277648-9kxwkcbl 200 23 observed observe VBN cord-277648-9kxwkcbl 200 24 in in IN cord-277648-9kxwkcbl 200 25 recent recent JJ cord-277648-9kxwkcbl 200 26 scRNA scRNA NNS cord-277648-9kxwkcbl 200 27 - - HYPH cord-277648-9kxwkcbl 200 28 seq seq NN cord-277648-9kxwkcbl 200 29 and and CC cord-277648-9kxwkcbl 200 30 flow flow VB cord-277648-9kxwkcbl 200 31 cytometry cytometry NN cord-277648-9kxwkcbl 200 32 studies study NNS cord-277648-9kxwkcbl 200 33 [ [ -LRB- cord-277648-9kxwkcbl 200 34 29 29 CD cord-277648-9kxwkcbl 200 35 , , , cord-277648-9kxwkcbl 200 36 30 30 CD cord-277648-9kxwkcbl 200 37 , , , cord-277648-9kxwkcbl 200 38 31 31 CD cord-277648-9kxwkcbl 200 39 , , , cord-277648-9kxwkcbl 200 40 32 32 CD cord-277648-9kxwkcbl 200 41 , , , cord-277648-9kxwkcbl 200 42 34 34 CD cord-277648-9kxwkcbl 200 43 , , , cord-277648-9kxwkcbl 200 44 36 36 CD cord-277648-9kxwkcbl 200 45 ] ] -RRB- cord-277648-9kxwkcbl 200 46 . . . cord-277648-9kxwkcbl 201 1 Together together RB cord-277648-9kxwkcbl 201 2 , , , cord-277648-9kxwkcbl 201 3 these these DT cord-277648-9kxwkcbl 201 4 findings finding NNS cord-277648-9kxwkcbl 201 5 suggest suggest VBP cord-277648-9kxwkcbl 201 6 transcripts transcript NNS cord-277648-9kxwkcbl 201 7 that that WDT cord-277648-9kxwkcbl 201 8 should should MD cord-277648-9kxwkcbl 201 9 be be VB cord-277648-9kxwkcbl 201 10 studied study VBN cord-277648-9kxwkcbl 201 11 further further RB cord-277648-9kxwkcbl 201 12 at at IN cord-277648-9kxwkcbl 201 13 the the DT cord-277648-9kxwkcbl 201 14 protein protein NN cord-277648-9kxwkcbl 201 15 level level NN cord-277648-9kxwkcbl 201 16 as as IN cord-277648-9kxwkcbl 201 17 potential potential JJ cord-277648-9kxwkcbl 201 18 markers marker NNS cord-277648-9kxwkcbl 201 19 of of IN cord-277648-9kxwkcbl 201 20 a a DT cord-277648-9kxwkcbl 201 21 severe severe JJ cord-277648-9kxwkcbl 201 22 or or CC cord-277648-9kxwkcbl 201 23 ARDS ARDS NNP cord-277648-9kxwkcbl 201 24 disease disease NN cord-277648-9kxwkcbl 201 25 course course NN cord-277648-9kxwkcbl 201 26 for for IN cord-277648-9kxwkcbl 201 27 immunophenotyping immunophenotype VBG cord-277648-9kxwkcbl 201 28 patients patient NNS cord-277648-9kxwkcbl 201 29 through through IN cord-277648-9kxwkcbl 201 30 BALF BALF NNP cord-277648-9kxwkcbl 201 31 sampling sampling NN cord-277648-9kxwkcbl 201 32 or or CC cord-277648-9kxwkcbl 201 33 a a DT cord-277648-9kxwkcbl 201 34 convenient convenient JJ cord-277648-9kxwkcbl 201 35 blood blood NN cord-277648-9kxwkcbl 201 36 draw draw NN cord-277648-9kxwkcbl 201 37 . . . cord-277648-9kxwkcbl 202 1 Cell cell NN cord-277648-9kxwkcbl 202 2 type type NN cord-277648-9kxwkcbl 202 3 - - HYPH cord-277648-9kxwkcbl 202 4 specific specific JJ cord-277648-9kxwkcbl 202 5 immunopathological immunopathological JJ cord-277648-9kxwkcbl 202 6 responses response NNS cord-277648-9kxwkcbl 202 7 in in IN cord-277648-9kxwkcbl 202 8 severe severe JJ cord-277648-9kxwkcbl 202 9 COVID-19 covid-19 NN cord-277648-9kxwkcbl 202 10 have have VBP cord-277648-9kxwkcbl 202 11 been be VBN cord-277648-9kxwkcbl 202 12 investigated investigate VBN cord-277648-9kxwkcbl 202 13 at at IN cord-277648-9kxwkcbl 202 14 both both CC cord-277648-9kxwkcbl 202 15 local local JJ cord-277648-9kxwkcbl 202 16 and and CC cord-277648-9kxwkcbl 202 17 systemic systemic JJ cord-277648-9kxwkcbl 202 18 levels level NNS cord-277648-9kxwkcbl 202 19 in in IN cord-277648-9kxwkcbl 202 20 recent recent JJ cord-277648-9kxwkcbl 202 21 studies study NNS cord-277648-9kxwkcbl 202 22 comparing compare VBG cord-277648-9kxwkcbl 202 23 severe severe JJ cord-277648-9kxwkcbl 202 24 patients patient NNS cord-277648-9kxwkcbl 202 25 to to IN cord-277648-9kxwkcbl 202 26 healthy healthy JJ cord-277648-9kxwkcbl 202 27 controls control NNS cord-277648-9kxwkcbl 202 28 [ [ -LRB- cord-277648-9kxwkcbl 202 29 21 21 CD cord-277648-9kxwkcbl 202 30 , , , cord-277648-9kxwkcbl 202 31 22 22 CD cord-277648-9kxwkcbl 202 32 , , , cord-277648-9kxwkcbl 202 33 23 23 CD cord-277648-9kxwkcbl 202 34 , , , cord-277648-9kxwkcbl 202 35 24 24 CD cord-277648-9kxwkcbl 202 36 , , , cord-277648-9kxwkcbl 202 37 25 25 CD cord-277648-9kxwkcbl 202 38 , , , cord-277648-9kxwkcbl 202 39 26 26 CD cord-277648-9kxwkcbl 202 40 , , , cord-277648-9kxwkcbl 202 41 32 32 CD cord-277648-9kxwkcbl 202 42 , , , cord-277648-9kxwkcbl 202 43 53 53 CD cord-277648-9kxwkcbl 202 44 , , , cord-277648-9kxwkcbl 202 45 54 54 CD cord-277648-9kxwkcbl 202 46 , , , cord-277648-9kxwkcbl 202 47 55 55 CD cord-277648-9kxwkcbl 202 48 ] ] -RRB- cord-277648-9kxwkcbl 202 49 . . . cord-277648-9kxwkcbl 203 1 We -PRON- PRP cord-277648-9kxwkcbl 203 2 sought seek VBD cord-277648-9kxwkcbl 203 3 to to TO cord-277648-9kxwkcbl 203 4 build build VB cord-277648-9kxwkcbl 203 5 on on IN cord-277648-9kxwkcbl 203 6 this this DT cord-277648-9kxwkcbl 203 7 knowledge knowledge NN cord-277648-9kxwkcbl 203 8 by by IN cord-277648-9kxwkcbl 203 9 determining determine VBG cord-277648-9kxwkcbl 203 10 the the DT cord-277648-9kxwkcbl 203 11 cell cell NN cord-277648-9kxwkcbl 203 12 - - HYPH cord-277648-9kxwkcbl 203 13 type type NN cord-277648-9kxwkcbl 203 14 specific specific JJ cord-277648-9kxwkcbl 203 15 biological biological JJ cord-277648-9kxwkcbl 203 16 responses response NNS cord-277648-9kxwkcbl 203 17 that that WDT cord-277648-9kxwkcbl 203 18 differentiate differentiate VBP cord-277648-9kxwkcbl 203 19 more more RBR cord-277648-9kxwkcbl 203 20 finely finely RB cord-277648-9kxwkcbl 203 21 stratified stratified JJ cord-277648-9kxwkcbl 203 22 disease disease NN cord-277648-9kxwkcbl 203 23 severity severity NN cord-277648-9kxwkcbl 203 24 levels level NNS cord-277648-9kxwkcbl 203 25 in in IN cord-277648-9kxwkcbl 203 26 the the DT cord-277648-9kxwkcbl 203 27 lung lung NN cord-277648-9kxwkcbl 203 28 and and CC cord-277648-9kxwkcbl 203 29 systemic systemic JJ cord-277648-9kxwkcbl 203 30 circulation circulation NN cord-277648-9kxwkcbl 203 31 . . . cord-277648-9kxwkcbl 204 1 In in IN cord-277648-9kxwkcbl 204 2 myeloid myeloid JJ cord-277648-9kxwkcbl 204 3 and and CC cord-277648-9kxwkcbl 204 4 lymphoid lymphoid JJ cord-277648-9kxwkcbl 204 5 cells cell NNS cord-277648-9kxwkcbl 204 6 of of IN cord-277648-9kxwkcbl 204 7 the the DT cord-277648-9kxwkcbl 204 8 BALF BALF NNP cord-277648-9kxwkcbl 204 9 , , , cord-277648-9kxwkcbl 204 10 we -PRON- PRP cord-277648-9kxwkcbl 204 11 observed observe VBD cord-277648-9kxwkcbl 204 12 a a DT cord-277648-9kxwkcbl 204 13 concerted concerted JJ cord-277648-9kxwkcbl 204 14 enrichment enrichment NN cord-277648-9kxwkcbl 204 15 of of IN cord-277648-9kxwkcbl 204 16 the the DT cord-277648-9kxwkcbl 204 17 TNFα TNFα NNS cord-277648-9kxwkcbl 204 18 signaling signal VBG cord-277648-9kxwkcbl 204 19 via via IN cord-277648-9kxwkcbl 204 20 NF nf NN cord-277648-9kxwkcbl 204 21 - - HYPH cord-277648-9kxwkcbl 204 22 κB κB NNP cord-277648-9kxwkcbl 204 23 pathway pathway NN cord-277648-9kxwkcbl 204 24 in in IN cord-277648-9kxwkcbl 204 25 severe severe JJ cord-277648-9kxwkcbl 204 26 compared compare VBN cord-277648-9kxwkcbl 204 27 to to IN cord-277648-9kxwkcbl 204 28 moderate moderate JJ cord-277648-9kxwkcbl 204 29 donors donor NNS cord-277648-9kxwkcbl 204 30 , , , cord-277648-9kxwkcbl 204 31 indicating indicate VBG cord-277648-9kxwkcbl 204 32 the the DT cord-277648-9kxwkcbl 204 33 upregulated upregulated JJ cord-277648-9kxwkcbl 204 34 expression expression NN cord-277648-9kxwkcbl 204 35 of of IN cord-277648-9kxwkcbl 204 36 factors factor NNS cord-277648-9kxwkcbl 204 37 such such JJ cord-277648-9kxwkcbl 204 38 as as IN cord-277648-9kxwkcbl 204 39 NFKBIA NFKBIA NNP cord-277648-9kxwkcbl 204 40 and and CC cord-277648-9kxwkcbl 204 41 TNFAIP3 TNFAIP3 NNS cord-277648-9kxwkcbl 204 42 in in IN cord-277648-9kxwkcbl 204 43 severe severe JJ cord-277648-9kxwkcbl 204 44 disease disease NN cord-277648-9kxwkcbl 204 45 . . . cord-277648-9kxwkcbl 205 1 We -PRON- PRP cord-277648-9kxwkcbl 205 2 further further RB cord-277648-9kxwkcbl 205 3 noted note VBD cord-277648-9kxwkcbl 205 4 IL-2 IL-2 NNP cord-277648-9kxwkcbl 205 5 and and CC cord-277648-9kxwkcbl 205 6 IL-6 IL-6 NNP cord-277648-9kxwkcbl 205 7 signaling signal VBG cord-277648-9kxwkcbl 205 8 pathway pathway NN cord-277648-9kxwkcbl 205 9 enrichment enrichment NN cord-277648-9kxwkcbl 205 10 in in IN cord-277648-9kxwkcbl 205 11 cell cell NN cord-277648-9kxwkcbl 205 12 types type NNS cord-277648-9kxwkcbl 205 13 including include VBG cord-277648-9kxwkcbl 205 14 MPs mp NNS cord-277648-9kxwkcbl 205 15 , , , cord-277648-9kxwkcbl 205 16 mast mast NN cord-277648-9kxwkcbl 205 17 cells cell NNS cord-277648-9kxwkcbl 205 18 , , , cord-277648-9kxwkcbl 205 19 and and CC cord-277648-9kxwkcbl 205 20 neutrophils neutrophil NNS cord-277648-9kxwkcbl 205 21 . . . cord-277648-9kxwkcbl 206 1 IL2RA il2ra NN cord-277648-9kxwkcbl 206 2 expression expression NN cord-277648-9kxwkcbl 206 3 was be VBD cord-277648-9kxwkcbl 206 4 observed observe VBN cord-277648-9kxwkcbl 206 5 in in IN cord-277648-9kxwkcbl 206 6 mast mast NN cord-277648-9kxwkcbl 206 7 cells cell NNS cord-277648-9kxwkcbl 206 8 , , , cord-277648-9kxwkcbl 206 9 IL6R il6r PRP cord-277648-9kxwkcbl 206 10 was be VBD cord-277648-9kxwkcbl 206 11 expressed express VBN cord-277648-9kxwkcbl 206 12 in in IN cord-277648-9kxwkcbl 206 13 MPs MPs NNP cord-277648-9kxwkcbl 206 14 , , , cord-277648-9kxwkcbl 206 15 mast mast NN cord-277648-9kxwkcbl 206 16 cells cell NNS cord-277648-9kxwkcbl 206 17 and and CC cord-277648-9kxwkcbl 206 18 neutrophils neutrophil NNS cord-277648-9kxwkcbl 206 19 , , , cord-277648-9kxwkcbl 206 20 and and CC cord-277648-9kxwkcbl 206 21 neither neither CC cord-277648-9kxwkcbl 206 22 the the DT cord-277648-9kxwkcbl 206 23 IL2 IL2 NNP cord-277648-9kxwkcbl 206 24 nor nor CC cord-277648-9kxwkcbl 206 25 IL6 il6 NN cord-277648-9kxwkcbl 206 26 transcripts transcript NNS cord-277648-9kxwkcbl 206 27 were be VBD cord-277648-9kxwkcbl 206 28 well well RB cord-277648-9kxwkcbl 206 29 - - HYPH cord-277648-9kxwkcbl 206 30 captured capture VBN cord-277648-9kxwkcbl 206 31 in in IN cord-277648-9kxwkcbl 206 32 the the DT cord-277648-9kxwkcbl 206 33 dataset dataset NN cord-277648-9kxwkcbl 206 34 . . . cord-277648-9kxwkcbl 207 1 IFN IFN NNP cord-277648-9kxwkcbl 207 2 - - HYPH cord-277648-9kxwkcbl 207 3 α α NNP cord-277648-9kxwkcbl 207 4 ( ( -LRB- cord-277648-9kxwkcbl 207 5 type type NN cord-277648-9kxwkcbl 207 6 I I NNP cord-277648-9kxwkcbl 207 7 ) ) -RRB- cord-277648-9kxwkcbl 207 8 and and CC cord-277648-9kxwkcbl 207 9 IFN IFN NNP cord-277648-9kxwkcbl 207 10 - - HYPH cord-277648-9kxwkcbl 207 11 γ γ NNP cord-277648-9kxwkcbl 207 12 ( ( -LRB- cord-277648-9kxwkcbl 207 13 type type NN cord-277648-9kxwkcbl 207 14 II II NNP cord-277648-9kxwkcbl 207 15 ) ) -RRB- cord-277648-9kxwkcbl 208 1 pathway pathway NN cord-277648-9kxwkcbl 208 2 responses response NNS cord-277648-9kxwkcbl 208 3 showed show VBD cord-277648-9kxwkcbl 208 4 mixed mixed JJ cord-277648-9kxwkcbl 208 5 enrichment enrichment NN cord-277648-9kxwkcbl 208 6 and and CC cord-277648-9kxwkcbl 208 7 depletion depletion NN cord-277648-9kxwkcbl 208 8 , , , cord-277648-9kxwkcbl 208 9 with with IN cord-277648-9kxwkcbl 208 10 type type NN cord-277648-9kxwkcbl 208 11 I -PRON- PRP cord-277648-9kxwkcbl 208 12 and and CC cord-277648-9kxwkcbl 208 13 II II NNP cord-277648-9kxwkcbl 208 14 interferon interferon NN cord-277648-9kxwkcbl 208 15 signaling signal VBG cord-277648-9kxwkcbl 208 16 apparently apparently RB cord-277648-9kxwkcbl 208 17 decreased decrease VBD cord-277648-9kxwkcbl 208 18 in in IN cord-277648-9kxwkcbl 208 19 a a DT cord-277648-9kxwkcbl 208 20 majority majority NN cord-277648-9kxwkcbl 208 21 of of IN cord-277648-9kxwkcbl 208 22 BALF BALF NNP cord-277648-9kxwkcbl 208 23 T T NNP cord-277648-9kxwkcbl 208 24 cell cell NN cord-277648-9kxwkcbl 208 25 subtypes subtype NNS cord-277648-9kxwkcbl 208 26 . . . cord-277648-9kxwkcbl 209 1 These these DT cord-277648-9kxwkcbl 209 2 data datum NNS cord-277648-9kxwkcbl 209 3 are be VBP cord-277648-9kxwkcbl 209 4 consistent consistent JJ cord-277648-9kxwkcbl 209 5 with with IN cord-277648-9kxwkcbl 209 6 previous previous JJ cord-277648-9kxwkcbl 209 7 observations observation NNS cord-277648-9kxwkcbl 209 8 of of IN cord-277648-9kxwkcbl 209 9 low low JJ cord-277648-9kxwkcbl 209 10 expression expression NN cord-277648-9kxwkcbl 209 11 of of IN cord-277648-9kxwkcbl 209 12 IFNG IFNG NNP cord-277648-9kxwkcbl 209 13 and and CC cord-277648-9kxwkcbl 209 14 TNF TNF NNP cord-277648-9kxwkcbl 209 15 in in IN cord-277648-9kxwkcbl 209 16 cytotoxic cytotoxic JJ cord-277648-9kxwkcbl 209 17 T t NN cord-277648-9kxwkcbl 209 18 lymphocytes lymphocyte NNS cord-277648-9kxwkcbl 209 19 of of IN cord-277648-9kxwkcbl 209 20 BALF BALF NNP cord-277648-9kxwkcbl 209 21 derived derive VBN cord-277648-9kxwkcbl 209 22 from from IN cord-277648-9kxwkcbl 209 23 severe severe JJ cord-277648-9kxwkcbl 209 24 patients patient NNS cord-277648-9kxwkcbl 209 25 [ [ -LRB- cord-277648-9kxwkcbl 209 26 28 28 CD cord-277648-9kxwkcbl 209 27 ] ] -RRB- cord-277648-9kxwkcbl 209 28 . . . cord-277648-9kxwkcbl 210 1 MPs mp NNS cord-277648-9kxwkcbl 210 2 in in IN cord-277648-9kxwkcbl 210 3 the the DT cord-277648-9kxwkcbl 210 4 BALF BALF NNP cord-277648-9kxwkcbl 210 5 demonstrated demonstrate VBD cord-277648-9kxwkcbl 210 6 a a DT cord-277648-9kxwkcbl 210 7 nearly nearly RB cord-277648-9kxwkcbl 210 8 homogenous homogenous JJ cord-277648-9kxwkcbl 210 9 enrichment enrichment NN cord-277648-9kxwkcbl 210 10 of of IN cord-277648-9kxwkcbl 210 11 the the DT cord-277648-9kxwkcbl 210 12 IL-6 IL-6 NNP cord-277648-9kxwkcbl 210 13 , , , cord-277648-9kxwkcbl 210 14 IL-2 IL-2 NNP cord-277648-9kxwkcbl 210 15 , , , cord-277648-9kxwkcbl 210 16 and and CC cord-277648-9kxwkcbl 210 17 TNF TNF NNP cord-277648-9kxwkcbl 210 18 - - HYPH cord-277648-9kxwkcbl 210 19 α α NNP cord-277648-9kxwkcbl 210 20 signaling signal VBG cord-277648-9kxwkcbl 210 21 via via IN cord-277648-9kxwkcbl 210 22 NF nf NN cord-277648-9kxwkcbl 210 23 - - HYPH cord-277648-9kxwkcbl 210 24 κB κB NNP cord-277648-9kxwkcbl 210 25 pathways pathway NNS cord-277648-9kxwkcbl 210 26 across across IN cord-277648-9kxwkcbl 210 27 the the DT cord-277648-9kxwkcbl 210 28 diversity diversity NN cord-277648-9kxwkcbl 210 29 of of IN cord-277648-9kxwkcbl 210 30 clusters cluster NNS cord-277648-9kxwkcbl 210 31 . . . cord-277648-9kxwkcbl 211 1 When when WRB cord-277648-9kxwkcbl 211 2 we -PRON- PRP cord-277648-9kxwkcbl 211 3 compared compare VBD cord-277648-9kxwkcbl 211 4 disease disease NN cord-277648-9kxwkcbl 211 5 strata strata NN cord-277648-9kxwkcbl 211 6 based base VBN cord-277648-9kxwkcbl 211 7 on on IN cord-277648-9kxwkcbl 211 8 ARDS ARDS NNP cord-277648-9kxwkcbl 211 9 diagnosis diagnosis NN cord-277648-9kxwkcbl 211 10 in in IN cord-277648-9kxwkcbl 211 11 PBMCs pbmc NNS cord-277648-9kxwkcbl 211 12 , , , cord-277648-9kxwkcbl 211 13 fewer few JJR cord-277648-9kxwkcbl 211 14 pathways pathway NNS cord-277648-9kxwkcbl 211 15 demonstrate demonstrate VBP cord-277648-9kxwkcbl 211 16 enrichment enrichment NN cord-277648-9kxwkcbl 211 17 with with IN cord-277648-9kxwkcbl 211 18 increasing increase VBG cord-277648-9kxwkcbl 211 19 disease disease NN cord-277648-9kxwkcbl 211 20 severity severity NN cord-277648-9kxwkcbl 211 21 . . . cord-277648-9kxwkcbl 212 1 Nevertheless nevertheless RB cord-277648-9kxwkcbl 212 2 , , , cord-277648-9kxwkcbl 212 3 a a DT cord-277648-9kxwkcbl 212 4 striking striking JJ cord-277648-9kxwkcbl 212 5 depletion depletion NN cord-277648-9kxwkcbl 212 6 of of IN cord-277648-9kxwkcbl 212 7 the the DT cord-277648-9kxwkcbl 212 8 type type NN cord-277648-9kxwkcbl 212 9 II II NNP cord-277648-9kxwkcbl 213 1 interferon interferon NNP cord-277648-9kxwkcbl 213 2 response response NN cord-277648-9kxwkcbl 213 3 was be VBD cord-277648-9kxwkcbl 213 4 observed observe VBN cord-277648-9kxwkcbl 213 5 in in IN cord-277648-9kxwkcbl 213 6 nearly nearly RB cord-277648-9kxwkcbl 213 7 every every DT cord-277648-9kxwkcbl 213 8 cell cell NN cord-277648-9kxwkcbl 213 9 type type NN cord-277648-9kxwkcbl 213 10 studied study VBN cord-277648-9kxwkcbl 213 11 , , , cord-277648-9kxwkcbl 213 12 along along IN cord-277648-9kxwkcbl 213 13 with with IN cord-277648-9kxwkcbl 213 14 a a DT cord-277648-9kxwkcbl 213 15 broad broad JJ cord-277648-9kxwkcbl 213 16 depletion depletion NN cord-277648-9kxwkcbl 213 17 of of IN cord-277648-9kxwkcbl 213 18 the the DT cord-277648-9kxwkcbl 213 19 type type NN cord-277648-9kxwkcbl 213 20 I -PRON- PRP cord-277648-9kxwkcbl 213 21 interferon interferon VBD cord-277648-9kxwkcbl 213 22 response response NN cord-277648-9kxwkcbl 213 23 and and CC cord-277648-9kxwkcbl 213 24 TNF TNF NNP cord-277648-9kxwkcbl 213 25 - - HYPH cord-277648-9kxwkcbl 213 26 α α NNP cord-277648-9kxwkcbl 213 27 signaling signal VBG cord-277648-9kxwkcbl 213 28 via via IN cord-277648-9kxwkcbl 213 29 NF nf NN cord-277648-9kxwkcbl 213 30 - - HYPH cord-277648-9kxwkcbl 213 31 κB κB NNP cord-277648-9kxwkcbl 213 32 pathways pathway NNS cord-277648-9kxwkcbl 213 33 ( ( -LRB- cord-277648-9kxwkcbl 213 34 including include VBG cord-277648-9kxwkcbl 213 35 downregulation downregulation NN cord-277648-9kxwkcbl 213 36 of of IN cord-277648-9kxwkcbl 213 37 TNFAIP3 TNFAIP3 NNS cord-277648-9kxwkcbl 213 38 and and CC cord-277648-9kxwkcbl 213 39 NFKBIA NFKBIA NNP cord-277648-9kxwkcbl 213 40 ) ) -RRB- cord-277648-9kxwkcbl 213 41 . . . cord-277648-9kxwkcbl 214 1 This this DT cord-277648-9kxwkcbl 214 2 result result NN cord-277648-9kxwkcbl 214 3 corroborates corroborate VBZ cord-277648-9kxwkcbl 214 4 a a DT cord-277648-9kxwkcbl 214 5 previously previously RB cord-277648-9kxwkcbl 214 6 reported report VBN cord-277648-9kxwkcbl 214 7 correlation correlation NN cord-277648-9kxwkcbl 214 8 between between IN cord-277648-9kxwkcbl 214 9 suppressed suppress VBN cord-277648-9kxwkcbl 214 10 type type NN cord-277648-9kxwkcbl 214 11 I -PRON- PRP cord-277648-9kxwkcbl 214 12 and and CC cord-277648-9kxwkcbl 214 13 II II NNP cord-277648-9kxwkcbl 214 14 interferon interferon NN cord-277648-9kxwkcbl 214 15 responses response NNS cord-277648-9kxwkcbl 214 16 and and CC cord-277648-9kxwkcbl 214 17 disease disease NN cord-277648-9kxwkcbl 214 18 severity severity NN cord-277648-9kxwkcbl 214 19 in in IN cord-277648-9kxwkcbl 214 20 a a DT cord-277648-9kxwkcbl 214 21 study study NN cord-277648-9kxwkcbl 214 22 of of IN cord-277648-9kxwkcbl 214 23 PBMCs pbmc NNS cord-277648-9kxwkcbl 214 24 that that WDT cord-277648-9kxwkcbl 214 25 was be VBD cord-277648-9kxwkcbl 214 26 not not RB cord-277648-9kxwkcbl 214 27 specific specific JJ cord-277648-9kxwkcbl 214 28 to to IN cord-277648-9kxwkcbl 214 29 cell cell NN cord-277648-9kxwkcbl 214 30 type type NN cord-277648-9kxwkcbl 214 31 [ [ -LRB- cord-277648-9kxwkcbl 214 32 33 33 CD cord-277648-9kxwkcbl 214 33 ] ] -RRB- cord-277648-9kxwkcbl 214 34 , , , cord-277648-9kxwkcbl 214 35 as as RB cord-277648-9kxwkcbl 214 36 well well RB cord-277648-9kxwkcbl 214 37 as as IN cord-277648-9kxwkcbl 214 38 extending extend VBG cord-277648-9kxwkcbl 214 39 findings finding NNS cord-277648-9kxwkcbl 214 40 of of IN cord-277648-9kxwkcbl 214 41 increased increase VBN cord-277648-9kxwkcbl 214 42 interferon interferon NN cord-277648-9kxwkcbl 214 43 response response NN cord-277648-9kxwkcbl 214 44 in in IN cord-277648-9kxwkcbl 214 45 monocytes monocyte NNS cord-277648-9kxwkcbl 214 46 during during IN cord-277648-9kxwkcbl 214 47 moderate moderate JJ cord-277648-9kxwkcbl 214 48 disease disease NN cord-277648-9kxwkcbl 214 49 but but CC cord-277648-9kxwkcbl 214 50 not not RB cord-277648-9kxwkcbl 214 51 severe severe JJ cord-277648-9kxwkcbl 214 52 disease disease NN cord-277648-9kxwkcbl 214 53 [ [ -LRB- cord-277648-9kxwkcbl 214 54 34 34 CD cord-277648-9kxwkcbl 214 55 , , , cord-277648-9kxwkcbl 214 56 36 36 CD cord-277648-9kxwkcbl 214 57 ] ] -RRB- cord-277648-9kxwkcbl 214 58 . . . cord-277648-9kxwkcbl 215 1 Our -PRON- PRP$ cord-277648-9kxwkcbl 215 2 findings finding NNS cord-277648-9kxwkcbl 215 3 do do VBP cord-277648-9kxwkcbl 215 4 not not RB cord-277648-9kxwkcbl 215 5 preclude preclude VB cord-277648-9kxwkcbl 215 6 the the DT cord-277648-9kxwkcbl 215 7 observation observation NN cord-277648-9kxwkcbl 215 8 of of IN cord-277648-9kxwkcbl 215 9 increased increase VBN cord-277648-9kxwkcbl 215 10 TNF TNF NNP cord-277648-9kxwkcbl 215 11 - - HYPH cord-277648-9kxwkcbl 215 12 α α NNP cord-277648-9kxwkcbl 215 13 signaling signal VBG cord-277648-9kxwkcbl 215 14 in in IN cord-277648-9kxwkcbl 215 15 the the DT cord-277648-9kxwkcbl 215 16 bloodstream bloodstream NN cord-277648-9kxwkcbl 215 17 of of IN cord-277648-9kxwkcbl 215 18 severe severe JJ cord-277648-9kxwkcbl 215 19 and and CC cord-277648-9kxwkcbl 215 20 critical critical JJ cord-277648-9kxwkcbl 215 21 COVID-19 covid-19 CD cord-277648-9kxwkcbl 215 22 patients patient NNS cord-277648-9kxwkcbl 215 23 [ [ -LRB- cord-277648-9kxwkcbl 215 24 33 33 CD cord-277648-9kxwkcbl 215 25 ] ] -RRB- cord-277648-9kxwkcbl 215 26 , , , cord-277648-9kxwkcbl 215 27 as as IN cord-277648-9kxwkcbl 215 28 TNFAIP3 tnfaip3 NN cord-277648-9kxwkcbl 215 29 depletion depletion NN cord-277648-9kxwkcbl 215 30 has have VBZ cord-277648-9kxwkcbl 215 31 been be VBN cord-277648-9kxwkcbl 215 32 shown show VBN cord-277648-9kxwkcbl 215 33 to to TO cord-277648-9kxwkcbl 215 34 cause cause VB cord-277648-9kxwkcbl 215 35 increased increase VBN cord-277648-9kxwkcbl 215 36 TNF TNF NNP cord-277648-9kxwkcbl 215 37 - - HYPH cord-277648-9kxwkcbl 215 38 α α NNP cord-277648-9kxwkcbl 215 39 expression expression NN cord-277648-9kxwkcbl 215 40 [ [ -LRB- cord-277648-9kxwkcbl 215 41 56 56 CD cord-277648-9kxwkcbl 215 42 ] ] -RRB- cord-277648-9kxwkcbl 215 43 . . . cord-277648-9kxwkcbl 216 1 We -PRON- PRP cord-277648-9kxwkcbl 216 2 next next RB cord-277648-9kxwkcbl 216 3 examined examine VBD cord-277648-9kxwkcbl 216 4 the the DT cord-277648-9kxwkcbl 216 5 similarity similarity NN cord-277648-9kxwkcbl 216 6 of of IN cord-277648-9kxwkcbl 216 7 pathway pathway NN cord-277648-9kxwkcbl 216 8 - - HYPH cord-277648-9kxwkcbl 216 9 level level NN cord-277648-9kxwkcbl 216 10 changes change NNS cord-277648-9kxwkcbl 216 11 across across IN cord-277648-9kxwkcbl 216 12 the the DT cord-277648-9kxwkcbl 216 13 severity severity NN cord-277648-9kxwkcbl 216 14 stratifications stratification NNS cord-277648-9kxwkcbl 216 15 provided provide VBN cord-277648-9kxwkcbl 216 16 in in IN cord-277648-9kxwkcbl 216 17 the the DT cord-277648-9kxwkcbl 216 18 BALF BALF NNP cord-277648-9kxwkcbl 216 19 and and CC cord-277648-9kxwkcbl 216 20 PBMC PBMC NNP cord-277648-9kxwkcbl 216 21 datasets dataset NNS cord-277648-9kxwkcbl 216 22 . . . cord-277648-9kxwkcbl 217 1 Comparing compare VBG cord-277648-9kxwkcbl 217 2 BALF BALF NNP cord-277648-9kxwkcbl 217 3 and and CC cord-277648-9kxwkcbl 217 4 PBMC PBMC NNP cord-277648-9kxwkcbl 217 5 responses response NNS cord-277648-9kxwkcbl 217 6 to to IN cord-277648-9kxwkcbl 217 7 increasing increase VBG cord-277648-9kxwkcbl 217 8 disease disease NN cord-277648-9kxwkcbl 217 9 severity severity NN cord-277648-9kxwkcbl 217 10 level level NN cord-277648-9kxwkcbl 217 11 in in IN cord-277648-9kxwkcbl 217 12 consanguineous consanguineous JJ cord-277648-9kxwkcbl 217 13 cell cell NN cord-277648-9kxwkcbl 217 14 types type NNS cord-277648-9kxwkcbl 217 15 showed show VBD cord-277648-9kxwkcbl 217 16 shared share VBN cord-277648-9kxwkcbl 217 17 suppression suppression NN cord-277648-9kxwkcbl 217 18 of of IN cord-277648-9kxwkcbl 217 19 the the DT cord-277648-9kxwkcbl 217 20 type type NN cord-277648-9kxwkcbl 218 1 I -PRON- PRP cord-277648-9kxwkcbl 218 2 interferon interferon VBD cord-277648-9kxwkcbl 218 3 response response NN cord-277648-9kxwkcbl 218 4 in in IN cord-277648-9kxwkcbl 218 5 CD4 CD4 NNP cord-277648-9kxwkcbl 218 6 + + CC cord-277648-9kxwkcbl 218 7 naive naive JJ cord-277648-9kxwkcbl 218 8 , , , cord-277648-9kxwkcbl 218 9 CD8 CD8 NNP cord-277648-9kxwkcbl 218 10 + + CC cord-277648-9kxwkcbl 218 11 effector effector NN cord-277648-9kxwkcbl 218 12 , , , cord-277648-9kxwkcbl 218 13 and and CC cord-277648-9kxwkcbl 218 14 γδ γδ IN cord-277648-9kxwkcbl 218 15 T T NNP cord-277648-9kxwkcbl 218 16 cells cell NNS cord-277648-9kxwkcbl 218 17 and and CC cord-277648-9kxwkcbl 218 18 of of IN cord-277648-9kxwkcbl 218 19 the the DT cord-277648-9kxwkcbl 218 20 type type NN cord-277648-9kxwkcbl 218 21 II II NNP cord-277648-9kxwkcbl 219 1 interferon interferon NNP cord-277648-9kxwkcbl 219 2 response response NN cord-277648-9kxwkcbl 219 3 in in IN cord-277648-9kxwkcbl 219 4 mature mature NNP cord-277648-9kxwkcbl 219 5 B B NNP cord-277648-9kxwkcbl 219 6 , , , cord-277648-9kxwkcbl 219 7 proliferating proliferate VBG cord-277648-9kxwkcbl 219 8 plasma plasma NN cord-277648-9kxwkcbl 219 9 , , , cord-277648-9kxwkcbl 219 10 CD4 CD4 NNP cord-277648-9kxwkcbl 219 11 + + CC cord-277648-9kxwkcbl 219 12 naive naive JJ cord-277648-9kxwkcbl 219 13 , , , cord-277648-9kxwkcbl 219 14 CD8 CD8 NNP cord-277648-9kxwkcbl 219 15 + + CC cord-277648-9kxwkcbl 219 16 effector effector NN cord-277648-9kxwkcbl 219 17 , , , cord-277648-9kxwkcbl 219 18 and and CC cord-277648-9kxwkcbl 219 19 γδ γδ IN cord-277648-9kxwkcbl 219 20 T t NN cord-277648-9kxwkcbl 219 21 cells cell NNS cord-277648-9kxwkcbl 219 22 . . . cord-277648-9kxwkcbl 220 1 For for IN cord-277648-9kxwkcbl 220 2 other other JJ cord-277648-9kxwkcbl 220 3 cell cell NN cord-277648-9kxwkcbl 220 4 types type NNS cord-277648-9kxwkcbl 220 5 including include VBG cord-277648-9kxwkcbl 220 6 MPs mp NNS cord-277648-9kxwkcbl 220 7 / / SYM cord-277648-9kxwkcbl 220 8 monocytes monocyte NNS cord-277648-9kxwkcbl 220 9 , , , cord-277648-9kxwkcbl 220 10 NK NK NNP cord-277648-9kxwkcbl 220 11 and and CC cord-277648-9kxwkcbl 220 12 CD8 CD8 NNP cord-277648-9kxwkcbl 220 13 + + CC cord-277648-9kxwkcbl 220 14 effector effector VB cord-277648-9kxwkcbl 220 15 T t NN cord-277648-9kxwkcbl 220 16 cells cell NNS cord-277648-9kxwkcbl 220 17 , , , cord-277648-9kxwkcbl 220 18 the the DT cord-277648-9kxwkcbl 220 19 type type NN cord-277648-9kxwkcbl 220 20 II II NNP cord-277648-9kxwkcbl 220 21 interferon interferon NN cord-277648-9kxwkcbl 220 22 response response NN cord-277648-9kxwkcbl 220 23 appears appear VBZ cord-277648-9kxwkcbl 220 24 to to TO cord-277648-9kxwkcbl 220 25 be be VB cord-277648-9kxwkcbl 220 26 increased increase VBN cord-277648-9kxwkcbl 220 27 in in IN cord-277648-9kxwkcbl 220 28 cells cell NNS cord-277648-9kxwkcbl 220 29 of of IN cord-277648-9kxwkcbl 220 30 the the DT cord-277648-9kxwkcbl 220 31 lung lung NN cord-277648-9kxwkcbl 220 32 but but CC cord-277648-9kxwkcbl 220 33 decreased decrease VBD cord-277648-9kxwkcbl 220 34 in in IN cord-277648-9kxwkcbl 220 35 the the DT cord-277648-9kxwkcbl 220 36 blood blood NN cord-277648-9kxwkcbl 220 37 . . . cord-277648-9kxwkcbl 221 1 Moreover moreover RB cord-277648-9kxwkcbl 221 2 , , , cord-277648-9kxwkcbl 221 3 our -PRON- PRP$ cord-277648-9kxwkcbl 221 4 analysis analysis NN cord-277648-9kxwkcbl 221 5 identifies identify VBZ cord-277648-9kxwkcbl 221 6 divergent divergent JJ cord-277648-9kxwkcbl 221 7 severity severity NN cord-277648-9kxwkcbl 221 8 - - HYPH cord-277648-9kxwkcbl 221 9 specific specific JJ cord-277648-9kxwkcbl 221 10 responses response NNS cord-277648-9kxwkcbl 221 11 in in IN cord-277648-9kxwkcbl 221 12 the the DT cord-277648-9kxwkcbl 221 13 BALF BALF NNP cord-277648-9kxwkcbl 221 14 and and CC cord-277648-9kxwkcbl 221 15 blood blood NN cord-277648-9kxwkcbl 221 16 in in IN cord-277648-9kxwkcbl 221 17 terms term NNS cord-277648-9kxwkcbl 221 18 of of IN cord-277648-9kxwkcbl 221 19 the the DT cord-277648-9kxwkcbl 221 20 TNF TNF NNP cord-277648-9kxwkcbl 221 21 - - HYPH cord-277648-9kxwkcbl 221 22 α α NNP cord-277648-9kxwkcbl 221 23 signaling signal VBG cord-277648-9kxwkcbl 221 24 via via IN cord-277648-9kxwkcbl 221 25 NF nf NN cord-277648-9kxwkcbl 221 26 - - HYPH cord-277648-9kxwkcbl 221 27 κB κB NNP cord-277648-9kxwkcbl 221 28 pathway pathway NN cord-277648-9kxwkcbl 221 29 for for IN cord-277648-9kxwkcbl 221 30 nearly nearly RB cord-277648-9kxwkcbl 221 31 all all DT cord-277648-9kxwkcbl 221 32 cell cell NN cord-277648-9kxwkcbl 221 33 types type NNS cord-277648-9kxwkcbl 221 34 . . . cord-277648-9kxwkcbl 222 1 Notably notably RB cord-277648-9kxwkcbl 222 2 , , , cord-277648-9kxwkcbl 222 3 the the DT cord-277648-9kxwkcbl 222 4 concerted concerted JJ cord-277648-9kxwkcbl 222 5 TNF TNF NNP cord-277648-9kxwkcbl 222 6 - - HYPH cord-277648-9kxwkcbl 222 7 α α NNP cord-277648-9kxwkcbl 222 8 / / SYM cord-277648-9kxwkcbl 222 9 NF nf NN cord-277648-9kxwkcbl 222 10 - - HYPH cord-277648-9kxwkcbl 222 11 κB κB NNP cord-277648-9kxwkcbl 222 12 pathway pathway NN cord-277648-9kxwkcbl 222 13 enrichment enrichment NN cord-277648-9kxwkcbl 222 14 across across IN cord-277648-9kxwkcbl 222 15 BALF BALF NNP cord-277648-9kxwkcbl 222 16 cell cell NN cord-277648-9kxwkcbl 222 17 types type NNS cord-277648-9kxwkcbl 222 18 is be VBZ cord-277648-9kxwkcbl 222 19 indicative indicative JJ cord-277648-9kxwkcbl 222 20 of of IN cord-277648-9kxwkcbl 222 21 a a DT cord-277648-9kxwkcbl 222 22 strong strong JJ cord-277648-9kxwkcbl 222 23 upregulation upregulation NN cord-277648-9kxwkcbl 222 24 of of IN cord-277648-9kxwkcbl 222 25 TNFAIP3 TNFAIP3 NNS cord-277648-9kxwkcbl 222 26 and and CC cord-277648-9kxwkcbl 222 27 NFKBIA NFKBIA NNP cord-277648-9kxwkcbl 222 28 . . . cord-277648-9kxwkcbl 223 1 Conversely conversely RB cord-277648-9kxwkcbl 223 2 , , , cord-277648-9kxwkcbl 223 3 the the DT cord-277648-9kxwkcbl 223 4 depleted deplete VBN cord-277648-9kxwkcbl 223 5 pathway pathway NN cord-277648-9kxwkcbl 223 6 across across IN cord-277648-9kxwkcbl 223 7 PBMC PBMC NNP cord-277648-9kxwkcbl 223 8 cell cell NN cord-277648-9kxwkcbl 223 9 types type NNS cord-277648-9kxwkcbl 223 10 corresponds correspond VBZ cord-277648-9kxwkcbl 223 11 to to IN cord-277648-9kxwkcbl 223 12 TNFAIP3 TNFAIP3 NNP cord-277648-9kxwkcbl 223 13 and and CC cord-277648-9kxwkcbl 223 14 NFKBIA NFKBIA NNP cord-277648-9kxwkcbl 223 15 downregulation downregulation NN cord-277648-9kxwkcbl 223 16 . . . cord-277648-9kxwkcbl 224 1 The the DT cord-277648-9kxwkcbl 224 2 A20 A20 NNP cord-277648-9kxwkcbl 224 3 protein protein NN cord-277648-9kxwkcbl 224 4 encoded encode VBN cord-277648-9kxwkcbl 224 5 by by IN cord-277648-9kxwkcbl 224 6 TNFAIP3 TNFAIP3 NNP cord-277648-9kxwkcbl 224 7 is be VBZ cord-277648-9kxwkcbl 224 8 an an DT cord-277648-9kxwkcbl 224 9 NF nf NN cord-277648-9kxwkcbl 224 10 - - HYPH cord-277648-9kxwkcbl 224 11 κB κb CD cord-277648-9kxwkcbl 224 12 inhibitor inhibitor NN cord-277648-9kxwkcbl 224 13 that that WDT cord-277648-9kxwkcbl 224 14 functions function VBZ cord-277648-9kxwkcbl 224 15 as as IN cord-277648-9kxwkcbl 224 16 a a DT cord-277648-9kxwkcbl 224 17 " " `` cord-277648-9kxwkcbl 224 18 brake brake NN cord-277648-9kxwkcbl 224 19 " " '' cord-277648-9kxwkcbl 224 20 on on IN cord-277648-9kxwkcbl 224 21 antiviral antiviral JJ cord-277648-9kxwkcbl 224 22 signaling signaling NN cord-277648-9kxwkcbl 224 23 and and CC cord-277648-9kxwkcbl 224 24 inflammatory inflammatory JJ cord-277648-9kxwkcbl 224 25 responses response NNS cord-277648-9kxwkcbl 224 26 [ [ -LRB- cord-277648-9kxwkcbl 224 27 56 56 CD cord-277648-9kxwkcbl 224 28 , , , cord-277648-9kxwkcbl 224 29 57 57 CD cord-277648-9kxwkcbl 224 30 , , , cord-277648-9kxwkcbl 224 31 58 58 CD cord-277648-9kxwkcbl 224 32 , , , cord-277648-9kxwkcbl 224 33 59 59 CD cord-277648-9kxwkcbl 224 34 ] ] -RRB- cord-277648-9kxwkcbl 224 35 whose whose WP$ cord-277648-9kxwkcbl 224 36 deletion deletion NN cord-277648-9kxwkcbl 224 37 in in IN cord-277648-9kxwkcbl 224 38 mouse mouse NN cord-277648-9kxwkcbl 224 39 models model NNS cord-277648-9kxwkcbl 224 40 improved improve VBD cord-277648-9kxwkcbl 224 41 survival survival NN cord-277648-9kxwkcbl 224 42 during during IN cord-277648-9kxwkcbl 224 43 influenza influenza NN cord-277648-9kxwkcbl 224 44 infection infection NN cord-277648-9kxwkcbl 224 45 [ [ -LRB- cord-277648-9kxwkcbl 224 46 59 59 CD cord-277648-9kxwkcbl 224 47 ] ] -RRB- cord-277648-9kxwkcbl 224 48 . . . cord-277648-9kxwkcbl 225 1 TFNAIP3 TFNAIP3 NNP cord-277648-9kxwkcbl 225 2 differential differential JJ cord-277648-9kxwkcbl 225 3 expression expression NN cord-277648-9kxwkcbl 225 4 was be VBD cord-277648-9kxwkcbl 225 5 largely largely RB cord-277648-9kxwkcbl 225 6 co co JJ cord-277648-9kxwkcbl 225 7 - - JJ cord-277648-9kxwkcbl 225 8 directional directional JJ cord-277648-9kxwkcbl 225 9 with with IN cord-277648-9kxwkcbl 225 10 NFKBIA NFKBIA NNP cord-277648-9kxwkcbl 225 11 ( ( -LRB- cord-277648-9kxwkcbl 225 12 coding code VBG cord-277648-9kxwkcbl 225 13 for for IN cord-277648-9kxwkcbl 225 14 IκBα IκBα NNP cord-277648-9kxwkcbl 225 15 ) ) -RRB- cord-277648-9kxwkcbl 225 16 , , , cord-277648-9kxwkcbl 225 17 a a DT cord-277648-9kxwkcbl 225 18 gene gene NN cord-277648-9kxwkcbl 225 19 whose whose WP$ cord-277648-9kxwkcbl 225 20 upregulation upregulation NN cord-277648-9kxwkcbl 225 21 is be VBZ cord-277648-9kxwkcbl 225 22 a a DT cord-277648-9kxwkcbl 225 23 key key JJ cord-277648-9kxwkcbl 225 24 feature feature NN cord-277648-9kxwkcbl 225 25 of of IN cord-277648-9kxwkcbl 225 26 the the DT cord-277648-9kxwkcbl 225 27 human human JJ cord-277648-9kxwkcbl 225 28 blood blood NN cord-277648-9kxwkcbl 225 29 response response NN cord-277648-9kxwkcbl 225 30 to to IN cord-277648-9kxwkcbl 225 31 SARS SARS NNP cord-277648-9kxwkcbl 225 32 - - HYPH cord-277648-9kxwkcbl 225 33 CoV CoV NNP cord-277648-9kxwkcbl 225 34 as as RB cord-277648-9kxwkcbl 225 35 well well RB cord-277648-9kxwkcbl 225 36 as as IN cord-277648-9kxwkcbl 225 37 the the DT cord-277648-9kxwkcbl 225 38 lung lung NN cord-277648-9kxwkcbl 225 39 response response NN cord-277648-9kxwkcbl 225 40 to to IN cord-277648-9kxwkcbl 225 41 SARS SARS NNP cord-277648-9kxwkcbl 225 42 - - HYPH cord-277648-9kxwkcbl 225 43 CoV CoV NNP cord-277648-9kxwkcbl 225 44 and and CC cord-277648-9kxwkcbl 225 45 MERS MERS NNP cord-277648-9kxwkcbl 225 46 - - HYPH cord-277648-9kxwkcbl 225 47 CoV cov NN cord-277648-9kxwkcbl 225 48 infection infection NN cord-277648-9kxwkcbl 225 49 [ [ -LRB- cord-277648-9kxwkcbl 225 50 60 60 CD cord-277648-9kxwkcbl 225 51 ] ] -RRB- cord-277648-9kxwkcbl 225 52 . . . cord-277648-9kxwkcbl 226 1 Our -PRON- PRP$ cord-277648-9kxwkcbl 226 2 results result NNS cord-277648-9kxwkcbl 226 3 suggest suggest VBP cord-277648-9kxwkcbl 226 4 that that IN cord-277648-9kxwkcbl 226 5 the the DT cord-277648-9kxwkcbl 226 6 A20 A20 NNP cord-277648-9kxwkcbl 226 7 / / SYM cord-277648-9kxwkcbl 226 8 IκBα IκBα NNP cord-277648-9kxwkcbl 226 9 axis axis NN cord-277648-9kxwkcbl 226 10 likely likely RB cord-277648-9kxwkcbl 226 11 plays play VBZ cord-277648-9kxwkcbl 226 12 a a DT cord-277648-9kxwkcbl 226 13 role role NN cord-277648-9kxwkcbl 226 14 in in IN cord-277648-9kxwkcbl 226 15 SARS SARS NNP cord-277648-9kxwkcbl 226 16 - - HYPH cord-277648-9kxwkcbl 226 17 CoV-2 CoV-2 NNP cord-277648-9kxwkcbl 226 18 infection infection NN cord-277648-9kxwkcbl 226 19 as as RB cord-277648-9kxwkcbl 226 20 well well RB cord-277648-9kxwkcbl 226 21 , , , cord-277648-9kxwkcbl 226 22 with with IN cord-277648-9kxwkcbl 226 23 TNFAIP3 TNFAIP3 NNS cord-277648-9kxwkcbl 226 24 inhibiting inhibit VBG cord-277648-9kxwkcbl 226 25 NF nf NN cord-277648-9kxwkcbl 226 26 - - HYPH cord-277648-9kxwkcbl 226 27 κB κB NNP cord-277648-9kxwkcbl 226 28 - - HYPH cord-277648-9kxwkcbl 226 29 mediated mediate VBN cord-277648-9kxwkcbl 226 30 antiviral antiviral JJ cord-277648-9kxwkcbl 226 31 responses response NNS cord-277648-9kxwkcbl 226 32 during during IN cord-277648-9kxwkcbl 226 33 severe severe JJ cord-277648-9kxwkcbl 226 34 disease disease NN cord-277648-9kxwkcbl 226 35 at at IN cord-277648-9kxwkcbl 226 36 the the DT cord-277648-9kxwkcbl 226 37 site site NN cord-277648-9kxwkcbl 226 38 of of IN cord-277648-9kxwkcbl 226 39 local local JJ cord-277648-9kxwkcbl 226 40 infection infection NN cord-277648-9kxwkcbl 226 41 yet yet CC cord-277648-9kxwkcbl 226 42 promoting promote VBG cord-277648-9kxwkcbl 226 43 a a DT cord-277648-9kxwkcbl 226 44 systemic systemic JJ cord-277648-9kxwkcbl 226 45 inflammatory inflammatory JJ cord-277648-9kxwkcbl 226 46 response response NN cord-277648-9kxwkcbl 226 47 through through IN cord-277648-9kxwkcbl 226 48 its -PRON- PRP$ cord-277648-9kxwkcbl 226 49 absence absence NN cord-277648-9kxwkcbl 226 50 during during IN cord-277648-9kxwkcbl 226 51 ARDS ARDS NNP cord-277648-9kxwkcbl 226 52 in in IN cord-277648-9kxwkcbl 226 53 the the DT cord-277648-9kxwkcbl 226 54 periphery periphery NN cord-277648-9kxwkcbl 226 55 . . . cord-277648-9kxwkcbl 227 1 We -PRON- PRP cord-277648-9kxwkcbl 227 2 note note VBP cord-277648-9kxwkcbl 227 3 in in IN cord-277648-9kxwkcbl 227 4 this this DT cord-277648-9kxwkcbl 227 5 compartmental compartmental JJ cord-277648-9kxwkcbl 227 6 comparison comparison NN cord-277648-9kxwkcbl 227 7 that that WDT cord-277648-9kxwkcbl 227 8 the the DT cord-277648-9kxwkcbl 227 9 BALF BALF NNP cord-277648-9kxwkcbl 227 10 and and CC cord-277648-9kxwkcbl 227 11 PBMC PBMC NNP cord-277648-9kxwkcbl 227 12 clinical clinical JJ cord-277648-9kxwkcbl 227 13 stratifications stratification NNS cord-277648-9kxwkcbl 227 14 represent represent VBP cord-277648-9kxwkcbl 227 15 different different JJ cord-277648-9kxwkcbl 227 16 parts part NNS cord-277648-9kxwkcbl 227 17 of of IN cord-277648-9kxwkcbl 227 18 the the DT cord-277648-9kxwkcbl 227 19 disease disease NN cord-277648-9kxwkcbl 227 20 severity severity NN cord-277648-9kxwkcbl 227 21 spectrum spectrum NN cord-277648-9kxwkcbl 227 22 . . . cord-277648-9kxwkcbl 228 1 Therefore therefore RB cord-277648-9kxwkcbl 228 2 , , , cord-277648-9kxwkcbl 228 3 we -PRON- PRP cord-277648-9kxwkcbl 228 4 interpret interpret VBP cord-277648-9kxwkcbl 228 5 differences difference NNS cord-277648-9kxwkcbl 228 6 in in IN cord-277648-9kxwkcbl 228 7 compartmental compartmental JJ cord-277648-9kxwkcbl 228 8 responses response NNS cord-277648-9kxwkcbl 228 9 with with IN cord-277648-9kxwkcbl 228 10 respect respect NN cord-277648-9kxwkcbl 228 11 to to IN cord-277648-9kxwkcbl 228 12 relative relative JJ cord-277648-9kxwkcbl 228 13 levels level NNS cord-277648-9kxwkcbl 228 14 of of IN cord-277648-9kxwkcbl 228 15 clinical clinical JJ cord-277648-9kxwkcbl 228 16 severity severity NN cord-277648-9kxwkcbl 228 17 rather rather RB cord-277648-9kxwkcbl 228 18 than than IN cord-277648-9kxwkcbl 228 19 absolute absolute JJ cord-277648-9kxwkcbl 228 20 severity severity NN cord-277648-9kxwkcbl 228 21 stages stage NNS cord-277648-9kxwkcbl 228 22 . . . cord-277648-9kxwkcbl 229 1 Taken take VBN cord-277648-9kxwkcbl 229 2 together together RB cord-277648-9kxwkcbl 229 3 , , , cord-277648-9kxwkcbl 229 4 our -PRON- PRP$ cord-277648-9kxwkcbl 229 5 data datum NNS cord-277648-9kxwkcbl 229 6 suggest suggest VBP cord-277648-9kxwkcbl 229 7 that that IN cord-277648-9kxwkcbl 229 8 transcriptional transcriptional JJ cord-277648-9kxwkcbl 229 9 programs program NNS cord-277648-9kxwkcbl 229 10 are be VBP cord-277648-9kxwkcbl 229 11 differentially differentially RB cord-277648-9kxwkcbl 229 12 induced induce VBN cord-277648-9kxwkcbl 229 13 with with IN cord-277648-9kxwkcbl 229 14 increasing increase VBG cord-277648-9kxwkcbl 229 15 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 229 16 severity severity NN cord-277648-9kxwkcbl 229 17 , , , cord-277648-9kxwkcbl 229 18 while while IN cord-277648-9kxwkcbl 229 19 the the DT cord-277648-9kxwkcbl 229 20 specific specific JJ cord-277648-9kxwkcbl 229 21 responses response NNS cord-277648-9kxwkcbl 229 22 are be VBP cord-277648-9kxwkcbl 229 23 nuanced nuanced JJ cord-277648-9kxwkcbl 229 24 according accord VBG cord-277648-9kxwkcbl 229 25 to to IN cord-277648-9kxwkcbl 229 26 cell cell NN cord-277648-9kxwkcbl 229 27 type type NN cord-277648-9kxwkcbl 229 28 and and CC cord-277648-9kxwkcbl 229 29 local local JJ cord-277648-9kxwkcbl 229 30 versus versus IN cord-277648-9kxwkcbl 229 31 systemic systemic JJ cord-277648-9kxwkcbl 229 32 immune immune JJ cord-277648-9kxwkcbl 229 33 environment environment NN cord-277648-9kxwkcbl 229 34 . . . cord-277648-9kxwkcbl 230 1 In in IN cord-277648-9kxwkcbl 230 2 epithelial epithelial JJ cord-277648-9kxwkcbl 230 3 cells cell NNS cord-277648-9kxwkcbl 230 4 of of IN cord-277648-9kxwkcbl 230 5 the the DT cord-277648-9kxwkcbl 230 6 BALF BALF NNP cord-277648-9kxwkcbl 230 7 , , , cord-277648-9kxwkcbl 230 8 we -PRON- PRP cord-277648-9kxwkcbl 230 9 detected detect VBD cord-277648-9kxwkcbl 230 10 the the DT cord-277648-9kxwkcbl 230 11 surprising surprising JJ cord-277648-9kxwkcbl 230 12 upregulation upregulation NN cord-277648-9kxwkcbl 230 13 of of IN cord-277648-9kxwkcbl 230 14 FOS FOS NNP cord-277648-9kxwkcbl 230 15 and and CC cord-277648-9kxwkcbl 230 16 JUN JUN NNP cord-277648-9kxwkcbl 230 17 , , , cord-277648-9kxwkcbl 230 18 along along IN cord-277648-9kxwkcbl 230 19 with with IN cord-277648-9kxwkcbl 230 20 the the DT cord-277648-9kxwkcbl 230 21 downregulation downregulation NN cord-277648-9kxwkcbl 230 22 of of IN cord-277648-9kxwkcbl 230 23 C2orf40 C2orf40 NNP cord-277648-9kxwkcbl 230 24 in in IN cord-277648-9kxwkcbl 230 25 severe severe JJ cord-277648-9kxwkcbl 230 26 compared compare VBN cord-277648-9kxwkcbl 230 27 to to IN cord-277648-9kxwkcbl 230 28 moderate moderate JJ cord-277648-9kxwkcbl 230 29 donors donor NNS cord-277648-9kxwkcbl 230 30 . . . cord-277648-9kxwkcbl 231 1 Due due IN cord-277648-9kxwkcbl 231 2 to to IN cord-277648-9kxwkcbl 231 3 the the DT cord-277648-9kxwkcbl 231 4 involvement involvement NN cord-277648-9kxwkcbl 231 5 of of IN cord-277648-9kxwkcbl 231 6 these these DT cord-277648-9kxwkcbl 231 7 genes gene NNS cord-277648-9kxwkcbl 231 8 in in IN cord-277648-9kxwkcbl 231 9 oncogenic oncogenic JJ cord-277648-9kxwkcbl 231 10 programs program NNS cord-277648-9kxwkcbl 231 11 , , , cord-277648-9kxwkcbl 231 12 we -PRON- PRP cord-277648-9kxwkcbl 231 13 further further RB cord-277648-9kxwkcbl 231 14 investigated investigate VBD cord-277648-9kxwkcbl 231 15 pathway pathway NN cord-277648-9kxwkcbl 231 16 - - HYPH cord-277648-9kxwkcbl 231 17 level level NN cord-277648-9kxwkcbl 231 18 alterations alteration NNS cord-277648-9kxwkcbl 231 19 in in IN cord-277648-9kxwkcbl 231 20 epithelial epithelial JJ cord-277648-9kxwkcbl 231 21 cells cell NNS cord-277648-9kxwkcbl 231 22 and and CC cord-277648-9kxwkcbl 231 23 detected detect VBD cord-277648-9kxwkcbl 231 24 the the DT cord-277648-9kxwkcbl 231 25 enrichment enrichment NN cord-277648-9kxwkcbl 231 26 of of IN cord-277648-9kxwkcbl 231 27 epithelial epithelial NN cord-277648-9kxwkcbl 231 28 - - HYPH cord-277648-9kxwkcbl 231 29 to to IN cord-277648-9kxwkcbl 231 30 - - HYPH cord-277648-9kxwkcbl 231 31 mesenchymal mesenchymal JJ cord-277648-9kxwkcbl 231 32 transition transition NN cord-277648-9kxwkcbl 231 33 , , , cord-277648-9kxwkcbl 231 34 K K NNP cord-277648-9kxwkcbl 231 35 - - HYPH cord-277648-9kxwkcbl 231 36 Ras Ras NNP cord-277648-9kxwkcbl 231 37 , , , cord-277648-9kxwkcbl 231 38 PI3K PI3K NNP cord-277648-9kxwkcbl 231 39 / / SYM cord-277648-9kxwkcbl 231 40 AKT akt NN cord-277648-9kxwkcbl 231 41 and and CC cord-277648-9kxwkcbl 231 42 p53 p53 NN cord-277648-9kxwkcbl 231 43 pathways pathway NNS cord-277648-9kxwkcbl 231 44 . . . cord-277648-9kxwkcbl 232 1 We -PRON- PRP cord-277648-9kxwkcbl 232 2 note note VBP cord-277648-9kxwkcbl 232 3 that that IN cord-277648-9kxwkcbl 232 4 a a DT cord-277648-9kxwkcbl 232 5 separate separate JJ cord-277648-9kxwkcbl 232 6 analysis analysis NN cord-277648-9kxwkcbl 232 7 of of IN cord-277648-9kxwkcbl 232 8 epithelial epithelial JJ cord-277648-9kxwkcbl 232 9 cells cell NNS cord-277648-9kxwkcbl 232 10 from from IN cord-277648-9kxwkcbl 232 11 the the DT cord-277648-9kxwkcbl 232 12 same same JJ cord-277648-9kxwkcbl 232 13 BALF BALF NNP cord-277648-9kxwkcbl 232 14 dataset dataset NN cord-277648-9kxwkcbl 232 15 failed fail VBD cord-277648-9kxwkcbl 232 16 to to TO cord-277648-9kxwkcbl 232 17 detect detect VB cord-277648-9kxwkcbl 232 18 differential differential JJ cord-277648-9kxwkcbl 232 19 enrichment enrichment NN cord-277648-9kxwkcbl 232 20 of of IN cord-277648-9kxwkcbl 232 21 these these DT cord-277648-9kxwkcbl 232 22 pathways pathway NNS cord-277648-9kxwkcbl 232 23 through through IN cord-277648-9kxwkcbl 232 24 GSEA GSEA NNP cord-277648-9kxwkcbl 232 25 when when WRB cord-277648-9kxwkcbl 232 26 comparing compare VBG cord-277648-9kxwkcbl 232 27 control control NN cord-277648-9kxwkcbl 232 28 samples sample NNS cord-277648-9kxwkcbl 232 29 to to IN cord-277648-9kxwkcbl 232 30 pooled pool VBN cord-277648-9kxwkcbl 232 31 moderate moderate JJ cord-277648-9kxwkcbl 232 32 and and CC cord-277648-9kxwkcbl 232 33 severe severe JJ cord-277648-9kxwkcbl 232 34 samples sample NNS cord-277648-9kxwkcbl 232 35 [ [ -LRB- cord-277648-9kxwkcbl 232 36 21 21 CD cord-277648-9kxwkcbl 232 37 , , , cord-277648-9kxwkcbl 232 38 53 53 CD cord-277648-9kxwkcbl 232 39 ] ] -RRB- cord-277648-9kxwkcbl 232 40 , , , cord-277648-9kxwkcbl 232 41 likely likely RB cord-277648-9kxwkcbl 232 42 as as IN cord-277648-9kxwkcbl 232 43 a a DT cord-277648-9kxwkcbl 232 44 result result NN cord-277648-9kxwkcbl 232 45 of of IN cord-277648-9kxwkcbl 232 46 this this DT cord-277648-9kxwkcbl 232 47 pooling pooling NN cord-277648-9kxwkcbl 232 48 and and CC cord-277648-9kxwkcbl 232 49 using use VBG cord-277648-9kxwkcbl 232 50 a a DT cord-277648-9kxwkcbl 232 51 much much RB cord-277648-9kxwkcbl 232 52 shorter short JJR cord-277648-9kxwkcbl 232 53 list list NN cord-277648-9kxwkcbl 232 54 of of IN cord-277648-9kxwkcbl 232 55 statistically statistically RB cord-277648-9kxwkcbl 232 56 tested test VBN cord-277648-9kxwkcbl 232 57 genes gene NNS cord-277648-9kxwkcbl 232 58 ( ( -LRB- cord-277648-9kxwkcbl 232 59 a a DT cord-277648-9kxwkcbl 232 60 single single JJ cord-277648-9kxwkcbl 232 61 set set NN cord-277648-9kxwkcbl 232 62 of of IN cord-277648-9kxwkcbl 232 63 118 118 CD cord-277648-9kxwkcbl 232 64 genes gene NNS cord-277648-9kxwkcbl 232 65 common common JJ cord-277648-9kxwkcbl 232 66 to to IN cord-277648-9kxwkcbl 232 67 all all DT cord-277648-9kxwkcbl 232 68 epithelial epithelial JJ cord-277648-9kxwkcbl 232 69 cells cell NNS cord-277648-9kxwkcbl 232 70 compared compare VBN cord-277648-9kxwkcbl 232 71 to to IN cord-277648-9kxwkcbl 232 72 sets set NNS cord-277648-9kxwkcbl 232 73 of of IN cord-277648-9kxwkcbl 232 74 1,561 1,561 CD cord-277648-9kxwkcbl 232 75 genes gene NNS cord-277648-9kxwkcbl 232 76 for for IN cord-277648-9kxwkcbl 232 77 ciliated ciliated JJ cord-277648-9kxwkcbl 232 78 cells cell NNS cord-277648-9kxwkcbl 232 79 and and CC cord-277648-9kxwkcbl 232 80 1,092 1,092 CD cord-277648-9kxwkcbl 232 81 genes gene NNS cord-277648-9kxwkcbl 232 82 for for IN cord-277648-9kxwkcbl 232 83 club club NN cord-277648-9kxwkcbl 232 84 cells cell NNS cord-277648-9kxwkcbl 232 85 ) ) -RRB- cord-277648-9kxwkcbl 232 86 . . . cord-277648-9kxwkcbl 233 1 Our -PRON- PRP$ cord-277648-9kxwkcbl 233 2 results result NNS cord-277648-9kxwkcbl 233 3 may may MD cord-277648-9kxwkcbl 233 4 be be VB cord-277648-9kxwkcbl 233 5 cautiously cautiously RB cord-277648-9kxwkcbl 233 6 interpreted interpret VBN cord-277648-9kxwkcbl 233 7 as as IN cord-277648-9kxwkcbl 233 8 providing provide VBG cord-277648-9kxwkcbl 233 9 evidence evidence NN cord-277648-9kxwkcbl 233 10 for for IN cord-277648-9kxwkcbl 233 11 the the DT cord-277648-9kxwkcbl 233 12 molecular molecular JJ cord-277648-9kxwkcbl 233 13 underpinnings underpinning NNS cord-277648-9kxwkcbl 233 14 of of IN cord-277648-9kxwkcbl 233 15 the the DT cord-277648-9kxwkcbl 233 16 morphological morphological JJ cord-277648-9kxwkcbl 233 17 changes change NNS cord-277648-9kxwkcbl 233 18 known know VBN cord-277648-9kxwkcbl 233 19 to to TO cord-277648-9kxwkcbl 233 20 occur occur VB cord-277648-9kxwkcbl 233 21 in in IN cord-277648-9kxwkcbl 233 22 the the DT cord-277648-9kxwkcbl 233 23 severely severely RB cord-277648-9kxwkcbl 233 24 damaged damage VBN cord-277648-9kxwkcbl 233 25 lung lung NN cord-277648-9kxwkcbl 233 26 epithelia epithelium NNS cord-277648-9kxwkcbl 233 27 of of IN cord-277648-9kxwkcbl 233 28 severe severe JJ cord-277648-9kxwkcbl 233 29 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 233 30 patients patient NNS cord-277648-9kxwkcbl 233 31 , , , cord-277648-9kxwkcbl 233 32 previously previously RB cord-277648-9kxwkcbl 233 33 described describe VBN cord-277648-9kxwkcbl 233 34 as as IN cord-277648-9kxwkcbl 233 35 cellular cellular JJ cord-277648-9kxwkcbl 233 36 proliferation proliferation NN cord-277648-9kxwkcbl 233 37 resembling resemble VBG cord-277648-9kxwkcbl 233 38 atypical atypical JJ cord-277648-9kxwkcbl 233 39 adenomatous adenomatous JJ cord-277648-9kxwkcbl 233 40 hyperplasia hyperplasia NN cord-277648-9kxwkcbl 233 41 , , , cord-277648-9kxwkcbl 233 42 in in IN cord-277648-9kxwkcbl 233 43 situ situ JJ cord-277648-9kxwkcbl 233 44 adenocarcinoma adenocarcinoma NN cord-277648-9kxwkcbl 233 45 , , , cord-277648-9kxwkcbl 233 46 or or CC cord-277648-9kxwkcbl 233 47 even even RB cord-277648-9kxwkcbl 233 48 invasive invasive JJ cord-277648-9kxwkcbl 233 49 adenocarcinoma adenocarcinoma NN cord-277648-9kxwkcbl 233 50 [ [ -LRB- cord-277648-9kxwkcbl 233 51 15 15 CD cord-277648-9kxwkcbl 233 52 ] ] -RRB- cord-277648-9kxwkcbl 233 53 . . . cord-277648-9kxwkcbl 234 1 Following follow VBG cord-277648-9kxwkcbl 234 2 the the DT cord-277648-9kxwkcbl 234 3 observation observation NN cord-277648-9kxwkcbl 234 4 of of IN cord-277648-9kxwkcbl 234 5 pathways pathway NNS cord-277648-9kxwkcbl 234 6 enriched enrich VBN cord-277648-9kxwkcbl 234 7 in in IN cord-277648-9kxwkcbl 234 8 the the DT cord-277648-9kxwkcbl 234 9 epithelia epithelium NNS cord-277648-9kxwkcbl 234 10 of of IN cord-277648-9kxwkcbl 234 11 severe severe JJ cord-277648-9kxwkcbl 234 12 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 234 13 patients patient NNS cord-277648-9kxwkcbl 234 14 , , , cord-277648-9kxwkcbl 234 15 we -PRON- PRP cord-277648-9kxwkcbl 234 16 employed employ VBD cord-277648-9kxwkcbl 234 17 ligand ligand NN cord-277648-9kxwkcbl 234 18 - - HYPH cord-277648-9kxwkcbl 234 19 receptor receptor NN cord-277648-9kxwkcbl 234 20 network network NN cord-277648-9kxwkcbl 234 21 analysis analysis NN cord-277648-9kxwkcbl 234 22 to to TO cord-277648-9kxwkcbl 234 23 nominate nominate VB cord-277648-9kxwkcbl 234 24 potential potential JJ cord-277648-9kxwkcbl 234 25 immune immune JJ cord-277648-9kxwkcbl 234 26 - - HYPH cord-277648-9kxwkcbl 234 27 epithelial epithelial JJ cord-277648-9kxwkcbl 234 28 communication communication NN cord-277648-9kxwkcbl 234 29 networks network NNS cord-277648-9kxwkcbl 234 30 that that WDT cord-277648-9kxwkcbl 234 31 may may MD cord-277648-9kxwkcbl 234 32 explain explain VB cord-277648-9kxwkcbl 234 33 transcriptional transcriptional JJ cord-277648-9kxwkcbl 234 34 differences difference NNS cord-277648-9kxwkcbl 234 35 between between IN cord-277648-9kxwkcbl 234 36 severe severe JJ cord-277648-9kxwkcbl 234 37 and and CC cord-277648-9kxwkcbl 234 38 moderate moderate JJ cord-277648-9kxwkcbl 234 39 disease disease NN cord-277648-9kxwkcbl 234 40 courses course NNS cord-277648-9kxwkcbl 234 41 . . . cord-277648-9kxwkcbl 235 1 We -PRON- PRP cord-277648-9kxwkcbl 235 2 identified identify VBD cord-277648-9kxwkcbl 235 3 16 16 CD cord-277648-9kxwkcbl 235 4 ligands ligand NNS cord-277648-9kxwkcbl 235 5 implicated implicate VBN cord-277648-9kxwkcbl 235 6 in in IN cord-277648-9kxwkcbl 235 7 driving drive VBG cord-277648-9kxwkcbl 235 8 the the DT cord-277648-9kxwkcbl 235 9 differential differential JJ cord-277648-9kxwkcbl 235 10 expression expression NN cord-277648-9kxwkcbl 235 11 in in IN cord-277648-9kxwkcbl 235 12 ciliated ciliated JJ cord-277648-9kxwkcbl 235 13 and and CC cord-277648-9kxwkcbl 235 14 club club NN cord-277648-9kxwkcbl 235 15 cells cell NNS cord-277648-9kxwkcbl 235 16 , , , cord-277648-9kxwkcbl 235 17 of of IN cord-277648-9kxwkcbl 235 18 which which WDT cord-277648-9kxwkcbl 235 19 IL1B il1b NN cord-277648-9kxwkcbl 235 20 , , , cord-277648-9kxwkcbl 235 21 TNF TNF NNP cord-277648-9kxwkcbl 235 22 , , , cord-277648-9kxwkcbl 235 23 and and CC cord-277648-9kxwkcbl 235 24 IFNG IFNG NNP cord-277648-9kxwkcbl 235 25 are be VBP cord-277648-9kxwkcbl 235 26 predicted predict VBN cord-277648-9kxwkcbl 235 27 to to TO cord-277648-9kxwkcbl 235 28 regulate regulate VB cord-277648-9kxwkcbl 235 29 FOS FOS NNP cord-277648-9kxwkcbl 235 30 and and CC cord-277648-9kxwkcbl 235 31 JUN JUN NNP cord-277648-9kxwkcbl 235 32 , , , cord-277648-9kxwkcbl 235 33 with with IN cord-277648-9kxwkcbl 235 34 IL1A IL1A NNP cord-277648-9kxwkcbl 235 35 additionally additionally RB cord-277648-9kxwkcbl 235 36 regulating regulate VBG cord-277648-9kxwkcbl 235 37 JUN JUN NNP cord-277648-9kxwkcbl 235 38 . . . cord-277648-9kxwkcbl 236 1 Exploring explore VBG cord-277648-9kxwkcbl 236 2 the the DT cord-277648-9kxwkcbl 236 3 expression expression NN cord-277648-9kxwkcbl 236 4 of of IN cord-277648-9kxwkcbl 236 5 these these DT cord-277648-9kxwkcbl 236 6 16 16 CD cord-277648-9kxwkcbl 236 7 ligands ligand NNS cord-277648-9kxwkcbl 236 8 across across IN cord-277648-9kxwkcbl 236 9 the the DT cord-277648-9kxwkcbl 236 10 diversity diversity NN cord-277648-9kxwkcbl 236 11 of of IN cord-277648-9kxwkcbl 236 12 BALF BALF NNP cord-277648-9kxwkcbl 236 13 cell cell NN cord-277648-9kxwkcbl 236 14 types type NNS cord-277648-9kxwkcbl 236 15 indicates indicate VBZ cord-277648-9kxwkcbl 236 16 that that IN cord-277648-9kxwkcbl 236 17 MPs mp NNS cord-277648-9kxwkcbl 236 18 and and CC cord-277648-9kxwkcbl 236 19 neutrophils neutrophil NNS cord-277648-9kxwkcbl 236 20 may may MD cord-277648-9kxwkcbl 236 21 act act VB cord-277648-9kxwkcbl 236 22 as as IN cord-277648-9kxwkcbl 236 23 " " `` cord-277648-9kxwkcbl 236 24 sender sender NN cord-277648-9kxwkcbl 236 25 cells cell NNS cord-277648-9kxwkcbl 236 26 " " '' cord-277648-9kxwkcbl 236 27 signaling signal VBG cord-277648-9kxwkcbl 236 28 to to IN cord-277648-9kxwkcbl 236 29 the the DT cord-277648-9kxwkcbl 236 30 epithelium epithelium NN cord-277648-9kxwkcbl 236 31 , , , cord-277648-9kxwkcbl 236 32 as as IN cord-277648-9kxwkcbl 236 33 suggested suggest VBN cord-277648-9kxwkcbl 236 34 in in IN cord-277648-9kxwkcbl 236 35 recent recent JJ cord-277648-9kxwkcbl 236 36 reports report NNS cord-277648-9kxwkcbl 236 37 [ [ -LRB- cord-277648-9kxwkcbl 236 38 21 21 CD cord-277648-9kxwkcbl 236 39 , , , cord-277648-9kxwkcbl 236 40 28 28 CD cord-277648-9kxwkcbl 236 41 , , , cord-277648-9kxwkcbl 236 42 53 53 CD cord-277648-9kxwkcbl 236 43 ] ] -RRB- cord-277648-9kxwkcbl 236 44 . . . cord-277648-9kxwkcbl 237 1 In in IN cord-277648-9kxwkcbl 237 2 particular particular JJ cord-277648-9kxwkcbl 237 3 , , , cord-277648-9kxwkcbl 237 4 aberrant aberrant JJ cord-277648-9kxwkcbl 237 5 neutrophil neutrophil NN cord-277648-9kxwkcbl 237 6 responses response NNS cord-277648-9kxwkcbl 237 7 have have VBP cord-277648-9kxwkcbl 237 8 been be VBN cord-277648-9kxwkcbl 237 9 implicated implicate VBN cord-277648-9kxwkcbl 237 10 in in IN cord-277648-9kxwkcbl 237 11 severe severe JJ cord-277648-9kxwkcbl 237 12 COVID-19 covid-19 NN cord-277648-9kxwkcbl 237 13 through through IN cord-277648-9kxwkcbl 237 14 a a DT cord-277648-9kxwkcbl 237 15 number number NN cord-277648-9kxwkcbl 237 16 of of IN cord-277648-9kxwkcbl 237 17 studies study NNS cord-277648-9kxwkcbl 237 18 focusing focus VBG cord-277648-9kxwkcbl 237 19 on on IN cord-277648-9kxwkcbl 237 20 either either CC cord-277648-9kxwkcbl 237 21 the the DT cord-277648-9kxwkcbl 237 22 lung lung NN cord-277648-9kxwkcbl 237 23 or or CC cord-277648-9kxwkcbl 237 24 the the DT cord-277648-9kxwkcbl 237 25 blood blood NN cord-277648-9kxwkcbl 237 26 [ [ -LRB- cord-277648-9kxwkcbl 237 27 21 21 CD cord-277648-9kxwkcbl 237 28 , , , cord-277648-9kxwkcbl 237 29 28 28 CD cord-277648-9kxwkcbl 237 30 , , , cord-277648-9kxwkcbl 237 31 34 34 CD cord-277648-9kxwkcbl 237 32 , , , cord-277648-9kxwkcbl 237 33 35 35 CD cord-277648-9kxwkcbl 237 34 , , , cord-277648-9kxwkcbl 237 35 36 36 CD cord-277648-9kxwkcbl 237 36 , , , cord-277648-9kxwkcbl 237 37 53 53 CD cord-277648-9kxwkcbl 237 38 ] ] -RRB- cord-277648-9kxwkcbl 237 39 . . . cord-277648-9kxwkcbl 238 1 On on IN cord-277648-9kxwkcbl 238 2 further further JJ cord-277648-9kxwkcbl 238 3 analysis analysis NN cord-277648-9kxwkcbl 238 4 , , , cord-277648-9kxwkcbl 238 5 we -PRON- PRP cord-277648-9kxwkcbl 238 6 Our -PRON- PRP$ cord-277648-9kxwkcbl 238 7 analysis analysis NN cord-277648-9kxwkcbl 238 8 of of IN cord-277648-9kxwkcbl 238 9 the the DT cord-277648-9kxwkcbl 238 10 transcriptional transcriptional JJ cord-277648-9kxwkcbl 238 11 regulation regulation NN cord-277648-9kxwkcbl 238 12 of of IN cord-277648-9kxwkcbl 238 13 cell cell NN cord-277648-9kxwkcbl 238 14 surface surface NN cord-277648-9kxwkcbl 238 15 proteins protein NNS cord-277648-9kxwkcbl 238 16 implicated implicate VBD cord-277648-9kxwkcbl 238 17 AREG AREG NNP cord-277648-9kxwkcbl 238 18 as as IN cord-277648-9kxwkcbl 238 19 a a DT cord-277648-9kxwkcbl 238 20 potential potential JJ cord-277648-9kxwkcbl 238 21 marker marker NN cord-277648-9kxwkcbl 238 22 unique unique JJ cord-277648-9kxwkcbl 238 23 to to IN cord-277648-9kxwkcbl 238 24 severe severe JJ cord-277648-9kxwkcbl 238 25 disease disease NN cord-277648-9kxwkcbl 238 26 in in IN cord-277648-9kxwkcbl 238 27 pDCs pDCs NNP cord-277648-9kxwkcbl 238 28 . . . cord-277648-9kxwkcbl 239 1 This this DT cord-277648-9kxwkcbl 239 2 finding finding NN cord-277648-9kxwkcbl 239 3 appears appear VBZ cord-277648-9kxwkcbl 239 4 consistent consistent JJ cord-277648-9kxwkcbl 239 5 with with IN cord-277648-9kxwkcbl 239 6 previous previous JJ cord-277648-9kxwkcbl 239 7 literature literature NN cord-277648-9kxwkcbl 239 8 showing show VBG cord-277648-9kxwkcbl 239 9 that that IN cord-277648-9kxwkcbl 239 10 amphiregulin amphiregulin NNP cord-277648-9kxwkcbl 239 11 aids aids NNP cord-277648-9kxwkcbl 239 12 in in IN cord-277648-9kxwkcbl 239 13 the the DT cord-277648-9kxwkcbl 239 14 maintenance maintenance NN cord-277648-9kxwkcbl 239 15 of of IN cord-277648-9kxwkcbl 239 16 epithelial epithelial JJ cord-277648-9kxwkcbl 239 17 integrity integrity NN cord-277648-9kxwkcbl 239 18 and and CC cord-277648-9kxwkcbl 239 19 tissue tissue NN cord-277648-9kxwkcbl 239 20 repair repair NN cord-277648-9kxwkcbl 239 21 during during IN cord-277648-9kxwkcbl 239 22 infection infection NN cord-277648-9kxwkcbl 239 23 or or CC cord-277648-9kxwkcbl 239 24 injury injury NN cord-277648-9kxwkcbl 239 25 , , , cord-277648-9kxwkcbl 239 26 [ [ -LRB- cord-277648-9kxwkcbl 239 27 45 45 CD cord-277648-9kxwkcbl 239 28 , , , cord-277648-9kxwkcbl 239 29 61 61 CD cord-277648-9kxwkcbl 239 30 ] ] -RRB- cord-277648-9kxwkcbl 239 31 as as IN cord-277648-9kxwkcbl 239 32 patients patient NNS cord-277648-9kxwkcbl 239 33 with with IN cord-277648-9kxwkcbl 239 34 severe severe JJ cord-277648-9kxwkcbl 239 35 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 239 36 experience experience NN cord-277648-9kxwkcbl 239 37 extreme extreme JJ cord-277648-9kxwkcbl 239 38 pulmonary pulmonary JJ cord-277648-9kxwkcbl 239 39 damage damage NN cord-277648-9kxwkcbl 239 40 . . . cord-277648-9kxwkcbl 240 1 Expanding expand VBG cord-277648-9kxwkcbl 240 2 on on IN cord-277648-9kxwkcbl 240 3 this this DT cord-277648-9kxwkcbl 240 4 knowledge knowledge NN cord-277648-9kxwkcbl 240 5 , , , cord-277648-9kxwkcbl 240 6 we -PRON- PRP cord-277648-9kxwkcbl 240 7 utilized utilize VBD cord-277648-9kxwkcbl 240 8 ligand ligand NN cord-277648-9kxwkcbl 240 9 - - HYPH cord-277648-9kxwkcbl 240 10 receptor receptor NN cord-277648-9kxwkcbl 240 11 network network NN cord-277648-9kxwkcbl 240 12 analysis analysis NN cord-277648-9kxwkcbl 240 13 to to TO cord-277648-9kxwkcbl 240 14 provide provide VB cord-277648-9kxwkcbl 240 15 orthogonal orthogonal JJ cord-277648-9kxwkcbl 240 16 information information NN cord-277648-9kxwkcbl 240 17 suggesting suggest VBG cord-277648-9kxwkcbl 240 18 how how WRB cord-277648-9kxwkcbl 240 19 pDC pDC NNP cord-277648-9kxwkcbl 240 20 differentially differentially RB cord-277648-9kxwkcbl 240 21 expressed express VBD cord-277648-9kxwkcbl 240 22 genes gene NNS cord-277648-9kxwkcbl 240 23 , , , cord-277648-9kxwkcbl 240 24 including include VBG cord-277648-9kxwkcbl 240 25 AREG AREG NNP cord-277648-9kxwkcbl 240 26 , , , cord-277648-9kxwkcbl 240 27 may may MD cord-277648-9kxwkcbl 240 28 be be VB cord-277648-9kxwkcbl 240 29 regulated regulate VBN cord-277648-9kxwkcbl 240 30 through through IN cord-277648-9kxwkcbl 240 31 soluble soluble JJ cord-277648-9kxwkcbl 240 32 or or CC cord-277648-9kxwkcbl 240 33 cell cell NN cord-277648-9kxwkcbl 240 34 - - HYPH cord-277648-9kxwkcbl 240 35 surface surface NN cord-277648-9kxwkcbl 240 36 mediators mediator NNS cord-277648-9kxwkcbl 240 37 . . . cord-277648-9kxwkcbl 241 1 NicheNet NicheNet NNP cord-277648-9kxwkcbl 241 2 revealed reveal VBD cord-277648-9kxwkcbl 241 3 that that IN cord-277648-9kxwkcbl 241 4 MPs mp NNS cord-277648-9kxwkcbl 241 5 and and CC cord-277648-9kxwkcbl 241 6 neutrophils neutrophil NNS cord-277648-9kxwkcbl 241 7 appear appear VBP cord-277648-9kxwkcbl 241 8 to to TO cord-277648-9kxwkcbl 241 9 signal signal VB cord-277648-9kxwkcbl 241 10 to to IN cord-277648-9kxwkcbl 241 11 pDCs pdcs VB cord-277648-9kxwkcbl 241 12 through through IN cord-277648-9kxwkcbl 241 13 SPP1 SPP1 NNP cord-277648-9kxwkcbl 241 14 / / SYM cord-277648-9kxwkcbl 241 15 IL6 il6 NN cord-277648-9kxwkcbl 241 16 and and CC cord-277648-9kxwkcbl 241 17 IL1B il1b VB cord-277648-9kxwkcbl 241 18 respectively respectively RB cord-277648-9kxwkcbl 241 19 to to TO cord-277648-9kxwkcbl 241 20 regulate regulate VB cord-277648-9kxwkcbl 241 21 the the DT cord-277648-9kxwkcbl 241 22 expression expression NN cord-277648-9kxwkcbl 241 23 of of IN cord-277648-9kxwkcbl 241 24 AREG AREG NNP cord-277648-9kxwkcbl 241 25 as as RB cord-277648-9kxwkcbl 241 26 well well RB cord-277648-9kxwkcbl 241 27 as as IN cord-277648-9kxwkcbl 241 28 various various JJ cord-277648-9kxwkcbl 241 29 other other JJ cord-277648-9kxwkcbl 241 30 genes gene NNS cord-277648-9kxwkcbl 241 31 . . . cord-277648-9kxwkcbl 242 1 SPP1 SPP1 NNS cord-277648-9kxwkcbl 242 2 in in IN cord-277648-9kxwkcbl 242 3 particular particular JJ cord-277648-9kxwkcbl 242 4 appears appear VBZ cord-277648-9kxwkcbl 242 5 to to TO cord-277648-9kxwkcbl 242 6 be be VB cord-277648-9kxwkcbl 242 7 better well RBR cord-277648-9kxwkcbl 242 8 - - HYPH cord-277648-9kxwkcbl 242 9 evidenced evidence VBN cord-277648-9kxwkcbl 242 10 than than IN cord-277648-9kxwkcbl 242 11 IL6 il6 NN cord-277648-9kxwkcbl 242 12 and and CC cord-277648-9kxwkcbl 242 13 IL1B il1b NN cord-277648-9kxwkcbl 242 14 as as IN cord-277648-9kxwkcbl 242 15 its -PRON- PRP$ cord-277648-9kxwkcbl 242 16 active active JJ cord-277648-9kxwkcbl 242 17 receptors receptor NNS cord-277648-9kxwkcbl 242 18 CD44 CD44 NNP cord-277648-9kxwkcbl 242 19 and and CC cord-277648-9kxwkcbl 242 20 ITGB1 ITGB1 NNP cord-277648-9kxwkcbl 242 21 are be VBP cord-277648-9kxwkcbl 242 22 present present JJ cord-277648-9kxwkcbl 242 23 on on IN cord-277648-9kxwkcbl 242 24 over over IN cord-277648-9kxwkcbl 242 25 20 20 CD cord-277648-9kxwkcbl 242 26 % % NN cord-277648-9kxwkcbl 242 27 of of IN cord-277648-9kxwkcbl 242 28 pDCs pDCs NNP cord-277648-9kxwkcbl 242 29 in in IN cord-277648-9kxwkcbl 242 30 severe severe JJ cord-277648-9kxwkcbl 242 31 donors donor NNS cord-277648-9kxwkcbl 242 32 . . . cord-277648-9kxwkcbl 243 1 Our -PRON- PRP$ cord-277648-9kxwkcbl 243 2 network network NN cord-277648-9kxwkcbl 243 3 analysis analysis NN cord-277648-9kxwkcbl 243 4 suggests suggest VBZ cord-277648-9kxwkcbl 243 5 that that IN cord-277648-9kxwkcbl 243 6 the the DT cord-277648-9kxwkcbl 243 7 expansion expansion NN cord-277648-9kxwkcbl 243 8 of of IN cord-277648-9kxwkcbl 243 9 a a DT cord-277648-9kxwkcbl 243 10 population population NN cord-277648-9kxwkcbl 243 11 of of IN cord-277648-9kxwkcbl 243 12 SPP1-expressing SPP1-expressing NNP cord-277648-9kxwkcbl 243 13 MPs mp NNS cord-277648-9kxwkcbl 243 14 during during IN cord-277648-9kxwkcbl 243 15 severe severe JJ cord-277648-9kxwkcbl 243 16 disease disease NN cord-277648-9kxwkcbl 243 17 , , , cord-277648-9kxwkcbl 243 18 observed observe VBD cord-277648-9kxwkcbl 243 19 here here RB cord-277648-9kxwkcbl 243 20 and and CC cord-277648-9kxwkcbl 243 21 in in IN cord-277648-9kxwkcbl 243 22 Liao Liao NNP cord-277648-9kxwkcbl 243 23 et et NNP cord-277648-9kxwkcbl 243 24 al al NNP cord-277648-9kxwkcbl 243 25 . . . cord-277648-9kxwkcbl 244 1 [ [ -LRB- cord-277648-9kxwkcbl 244 2 27 27 CD cord-277648-9kxwkcbl 244 3 ] ] -RRB- cord-277648-9kxwkcbl 244 4 , , , cord-277648-9kxwkcbl 244 5 may may MD cord-277648-9kxwkcbl 244 6 partly partly RB cord-277648-9kxwkcbl 244 7 account account VB cord-277648-9kxwkcbl 244 8 for for IN cord-277648-9kxwkcbl 244 9 the the DT cord-277648-9kxwkcbl 244 10 upregulation upregulation NN cord-277648-9kxwkcbl 244 11 of of IN cord-277648-9kxwkcbl 244 12 AREG AREG NNP cord-277648-9kxwkcbl 244 13 by by IN cord-277648-9kxwkcbl 244 14 pDCs pDCs NNP cord-277648-9kxwkcbl 244 15 . . . cord-277648-9kxwkcbl 245 1 We -PRON- PRP cord-277648-9kxwkcbl 245 2 recommend recommend VBP cord-277648-9kxwkcbl 245 3 further further JJ cord-277648-9kxwkcbl 245 4 study study NN cord-277648-9kxwkcbl 245 5 of of IN cord-277648-9kxwkcbl 245 6 the the DT cord-277648-9kxwkcbl 245 7 potential potential NN cord-277648-9kxwkcbl 245 8 for for IN cord-277648-9kxwkcbl 245 9 AREG AREG NNP cord-277648-9kxwkcbl 245 10 induction induction NN cord-277648-9kxwkcbl 245 11 by by IN cord-277648-9kxwkcbl 245 12 SPP1 SPP1 NNP cord-277648-9kxwkcbl 245 13 in in IN cord-277648-9kxwkcbl 245 14 addition addition NN cord-277648-9kxwkcbl 245 15 to to IN cord-277648-9kxwkcbl 245 16 investigation investigation NN cord-277648-9kxwkcbl 245 17 of of IN cord-277648-9kxwkcbl 245 18 AREG AREG NNP cord-277648-9kxwkcbl 245 19 surface surface VBP cord-277648-9kxwkcbl 245 20 expression expression NN cord-277648-9kxwkcbl 245 21 as as IN cord-277648-9kxwkcbl 245 22 a a DT cord-277648-9kxwkcbl 245 23 marker marker NN cord-277648-9kxwkcbl 245 24 of of IN cord-277648-9kxwkcbl 245 25 severe severe JJ cord-277648-9kxwkcbl 245 26 disease disease NN cord-277648-9kxwkcbl 245 27 . . . cord-277648-9kxwkcbl 246 1 Immune immune JJ cord-277648-9kxwkcbl 246 2 blockades blockade NNS cord-277648-9kxwkcbl 246 3 , , , cord-277648-9kxwkcbl 246 4 including include VBG cord-277648-9kxwkcbl 246 5 the the DT cord-277648-9kxwkcbl 246 6 IL-6R IL-6R NNP cord-277648-9kxwkcbl 246 7 antagonist antagonist NN cord-277648-9kxwkcbl 246 8 Tocilizumab Tocilizumab NNP cord-277648-9kxwkcbl 246 9 , , , cord-277648-9kxwkcbl 246 10 are be VBP cord-277648-9kxwkcbl 246 11 a a DT cord-277648-9kxwkcbl 246 12 class class NN cord-277648-9kxwkcbl 246 13 of of IN cord-277648-9kxwkcbl 246 14 treatments treatment NNS cord-277648-9kxwkcbl 246 15 currently currently RB cord-277648-9kxwkcbl 246 16 under under IN cord-277648-9kxwkcbl 246 17 clinical clinical JJ cord-277648-9kxwkcbl 246 18 use use NN cord-277648-9kxwkcbl 246 19 and and CC cord-277648-9kxwkcbl 246 20 research research NN cord-277648-9kxwkcbl 246 21 for for IN cord-277648-9kxwkcbl 246 22 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 246 23 intended intend VBN cord-277648-9kxwkcbl 246 24 to to TO cord-277648-9kxwkcbl 246 25 dampen dampen VB cord-277648-9kxwkcbl 246 26 the the DT cord-277648-9kxwkcbl 246 27 hyperactive hyperactive JJ cord-277648-9kxwkcbl 246 28 immune immune JJ cord-277648-9kxwkcbl 246 29 response response NN cord-277648-9kxwkcbl 246 30 by by IN cord-277648-9kxwkcbl 246 31 targeting target VBG cord-277648-9kxwkcbl 246 32 key key JJ cord-277648-9kxwkcbl 246 33 nodes node NNS cord-277648-9kxwkcbl 246 34 in in IN cord-277648-9kxwkcbl 246 35 a a DT cord-277648-9kxwkcbl 246 36 signaling signal VBG cord-277648-9kxwkcbl 246 37 network network NN cord-277648-9kxwkcbl 246 38 [ [ -LRB- cord-277648-9kxwkcbl 246 39 23 23 CD cord-277648-9kxwkcbl 246 40 , , , cord-277648-9kxwkcbl 246 41 30 30 CD cord-277648-9kxwkcbl 246 42 , , , cord-277648-9kxwkcbl 246 43 31 31 CD cord-277648-9kxwkcbl 246 44 ] ] -RRB- cord-277648-9kxwkcbl 246 45 . . . cord-277648-9kxwkcbl 247 1 Here here RB cord-277648-9kxwkcbl 247 2 , , , cord-277648-9kxwkcbl 247 3 we -PRON- PRP cord-277648-9kxwkcbl 247 4 sought seek VBD cord-277648-9kxwkcbl 247 5 to to TO cord-277648-9kxwkcbl 247 6 utilize utilize VB cord-277648-9kxwkcbl 247 7 ligand ligand NN cord-277648-9kxwkcbl 247 8 - - HYPH cord-277648-9kxwkcbl 247 9 receptor receptor NN cord-277648-9kxwkcbl 247 10 network network NN cord-277648-9kxwkcbl 247 11 analysis analysis NN cord-277648-9kxwkcbl 247 12 to to TO cord-277648-9kxwkcbl 247 13 nominate nominate VB cord-277648-9kxwkcbl 247 14 ligands ligand NNS cord-277648-9kxwkcbl 247 15 as as IN cord-277648-9kxwkcbl 247 16 potential potential JJ cord-277648-9kxwkcbl 247 17 key key JJ cord-277648-9kxwkcbl 247 18 regulators regulator NNS cord-277648-9kxwkcbl 247 19 of of IN cord-277648-9kxwkcbl 247 20 severity severity NN cord-277648-9kxwkcbl 247 21 - - HYPH cord-277648-9kxwkcbl 247 22 specific specific JJ cord-277648-9kxwkcbl 247 23 dysregulation dysregulation NN cord-277648-9kxwkcbl 247 24 in in IN cord-277648-9kxwkcbl 247 25 the the DT cord-277648-9kxwkcbl 247 26 lung lung NN cord-277648-9kxwkcbl 247 27 microenvironment microenvironment NN cord-277648-9kxwkcbl 247 28 during during IN cord-277648-9kxwkcbl 247 29 severe severe JJ cord-277648-9kxwkcbl 247 30 COVID-19 covid-19 NN cord-277648-9kxwkcbl 247 31 . . . cord-277648-9kxwkcbl 248 1 Our -PRON- PRP$ cord-277648-9kxwkcbl 248 2 analysis analysis NN cord-277648-9kxwkcbl 248 3 suggests suggest VBZ cord-277648-9kxwkcbl 248 4 IFNG IFNG NNP cord-277648-9kxwkcbl 248 5 , , , cord-277648-9kxwkcbl 248 6 IL18 IL18 NNP cord-277648-9kxwkcbl 248 7 , , , cord-277648-9kxwkcbl 248 8 CCL3 CCL3 NNP cord-277648-9kxwkcbl 248 9 , , , cord-277648-9kxwkcbl 248 10 CCL8 CCL8 NNP cord-277648-9kxwkcbl 248 11 , , , cord-277648-9kxwkcbl 248 12 and and CC cord-277648-9kxwkcbl 248 13 SPP1 SPP1 NNP cord-277648-9kxwkcbl 248 14 as as IN cord-277648-9kxwkcbl 248 15 candidate candidate NN cord-277648-9kxwkcbl 248 16 " " `` cord-277648-9kxwkcbl 248 17 pan pan NN cord-277648-9kxwkcbl 248 18 - - HYPH cord-277648-9kxwkcbl 248 19 ligands ligand NNS cord-277648-9kxwkcbl 248 20 " " '' cord-277648-9kxwkcbl 248 21 that that WDT cord-277648-9kxwkcbl 248 22 may may MD cord-277648-9kxwkcbl 248 23 induce induce VB cord-277648-9kxwkcbl 248 24 transcriptional transcriptional JJ cord-277648-9kxwkcbl 248 25 regulation regulation NN cord-277648-9kxwkcbl 248 26 in in IN cord-277648-9kxwkcbl 248 27 over over IN cord-277648-9kxwkcbl 248 28 one one CD cord-277648-9kxwkcbl 248 29 - - HYPH cord-277648-9kxwkcbl 248 30 third third NN cord-277648-9kxwkcbl 248 31 of of IN cord-277648-9kxwkcbl 248 32 cell cell NN cord-277648-9kxwkcbl 248 33 types type NNS cord-277648-9kxwkcbl 248 34 identified identify VBN cord-277648-9kxwkcbl 248 35 in in IN cord-277648-9kxwkcbl 248 36 the the DT cord-277648-9kxwkcbl 248 37 BALF BALF NNP cord-277648-9kxwkcbl 248 38 during during IN cord-277648-9kxwkcbl 248 39 severe severe JJ cord-277648-9kxwkcbl 248 40 disease disease NN cord-277648-9kxwkcbl 248 41 . . . cord-277648-9kxwkcbl 249 1 Notably notably RB cord-277648-9kxwkcbl 249 2 , , , cord-277648-9kxwkcbl 249 3 we -PRON- PRP cord-277648-9kxwkcbl 249 4 did do VBD cord-277648-9kxwkcbl 249 5 not not RB cord-277648-9kxwkcbl 249 6 identify identify VB cord-277648-9kxwkcbl 249 7 IL6 IL6 NNP cord-277648-9kxwkcbl 249 8 as as IN cord-277648-9kxwkcbl 249 9 a a DT cord-277648-9kxwkcbl 249 10 potential potential JJ cord-277648-9kxwkcbl 249 11 pan pan NN cord-277648-9kxwkcbl 249 12 - - NN cord-277648-9kxwkcbl 249 13 ligand ligand NN cord-277648-9kxwkcbl 249 14 as as IN cord-277648-9kxwkcbl 249 15 its -PRON- PRP$ cord-277648-9kxwkcbl 249 16 differential differential JJ cord-277648-9kxwkcbl 249 17 expression expression NN cord-277648-9kxwkcbl 249 18 between between IN cord-277648-9kxwkcbl 249 19 moderate moderate JJ cord-277648-9kxwkcbl 249 20 and and CC cord-277648-9kxwkcbl 249 21 severe severe JJ cord-277648-9kxwkcbl 249 22 patients patient NNS cord-277648-9kxwkcbl 249 23 in in IN cord-277648-9kxwkcbl 249 24 our -PRON- PRP$ cord-277648-9kxwkcbl 249 25 study study NN cord-277648-9kxwkcbl 249 26 was be VBD cord-277648-9kxwkcbl 249 27 not not RB cord-277648-9kxwkcbl 249 28 statistically statistically RB cord-277648-9kxwkcbl 249 29 significant significant JJ cord-277648-9kxwkcbl 249 30 in in IN cord-277648-9kxwkcbl 249 31 any any DT cord-277648-9kxwkcbl 249 32 cell cell NN cord-277648-9kxwkcbl 249 33 type type NN cord-277648-9kxwkcbl 249 34 . . . cord-277648-9kxwkcbl 250 1 All all DT cord-277648-9kxwkcbl 250 2 of of IN cord-277648-9kxwkcbl 250 3 the the DT cord-277648-9kxwkcbl 250 4 pan pan NN cord-277648-9kxwkcbl 250 5 - - HYPH cord-277648-9kxwkcbl 250 6 ligands ligand NNS cord-277648-9kxwkcbl 250 7 we -PRON- PRP cord-277648-9kxwkcbl 250 8 report report VBP cord-277648-9kxwkcbl 250 9 have have VBP cord-277648-9kxwkcbl 250 10 been be VBN cord-277648-9kxwkcbl 250 11 previously previously RB cord-277648-9kxwkcbl 250 12 implicated implicate VBN cord-277648-9kxwkcbl 250 13 in in IN cord-277648-9kxwkcbl 250 14 SARSr SARSr NNS cord-277648-9kxwkcbl 250 15 - - HYPH cord-277648-9kxwkcbl 250 16 CoV cov NN cord-277648-9kxwkcbl 250 17 infection infection NN cord-277648-9kxwkcbl 250 18 , , , cord-277648-9kxwkcbl 250 19 with with IN cord-277648-9kxwkcbl 250 20 IL-18 IL-18 NNP cord-277648-9kxwkcbl 250 21 , , , cord-277648-9kxwkcbl 250 22 CCL8 CCL8 NNP cord-277648-9kxwkcbl 250 23 , , , cord-277648-9kxwkcbl 250 24 and and CC cord-277648-9kxwkcbl 250 25 IFN IFN NNP cord-277648-9kxwkcbl 250 26 - - HYPH cord-277648-9kxwkcbl 250 27 γ γ NNP cord-277648-9kxwkcbl 250 28 having have VBG cord-277648-9kxwkcbl 250 29 been be VBN cord-277648-9kxwkcbl 250 30 detected detect VBN cord-277648-9kxwkcbl 250 31 in in IN cord-277648-9kxwkcbl 250 32 serum serum NN cord-277648-9kxwkcbl 250 33 from from IN cord-277648-9kxwkcbl 250 34 COVID-19 covid-19 CD cord-277648-9kxwkcbl 250 35 patients patient NNS cord-277648-9kxwkcbl 250 36 [ [ -LRB- cord-277648-9kxwkcbl 250 37 9 9 CD cord-277648-9kxwkcbl 250 38 , , , cord-277648-9kxwkcbl 250 39 13 13 CD cord-277648-9kxwkcbl 250 40 , , , cord-277648-9kxwkcbl 250 41 14 14 CD cord-277648-9kxwkcbl 250 42 ] ] -RRB- cord-277648-9kxwkcbl 250 43 , , , cord-277648-9kxwkcbl 250 44 SPP1 SPP1 NNP cord-277648-9kxwkcbl 250 45 upregulation upregulation NN cord-277648-9kxwkcbl 250 46 measured measure VBN cord-277648-9kxwkcbl 250 47 in in IN cord-277648-9kxwkcbl 250 48 microarrays microarray NNS cord-277648-9kxwkcbl 250 49 from from IN cord-277648-9kxwkcbl 250 50 SARS SARS NNP cord-277648-9kxwkcbl 250 51 - - HYPH cord-277648-9kxwkcbl 250 52 CoV CoV NNP cord-277648-9kxwkcbl 250 53 - - HYPH cord-277648-9kxwkcbl 250 54 infected infect VBN cord-277648-9kxwkcbl 250 55 nonhuman nonhuman NN cord-277648-9kxwkcbl 250 56 primates primate NNS cord-277648-9kxwkcbl 250 57 , , , cord-277648-9kxwkcbl 250 58 and and CC cord-277648-9kxwkcbl 250 59 CCL3 CCL3 NNP cord-277648-9kxwkcbl 250 60 , , , cord-277648-9kxwkcbl 250 61 CCL8 CCL8 NNP cord-277648-9kxwkcbl 250 62 , , , cord-277648-9kxwkcbl 250 63 IL18 IL18 NNP cord-277648-9kxwkcbl 250 64 , , , cord-277648-9kxwkcbl 250 65 and and CC cord-277648-9kxwkcbl 250 66 IFNG IFNG NNP cord-277648-9kxwkcbl 250 67 upregulation upregulation NN cord-277648-9kxwkcbl 250 68 detected detect VBD cord-277648-9kxwkcbl 250 69 in in IN cord-277648-9kxwkcbl 250 70 single single JJ cord-277648-9kxwkcbl 250 71 - - HYPH cord-277648-9kxwkcbl 250 72 cell cell NN cord-277648-9kxwkcbl 250 73 or or CC cord-277648-9kxwkcbl 250 74 bulk bulk JJ cord-277648-9kxwkcbl 250 75 RNA RNA NNP cord-277648-9kxwkcbl 250 76 - - HYPH cord-277648-9kxwkcbl 250 77 seq seq NNP cord-277648-9kxwkcbl 250 78 from from IN cord-277648-9kxwkcbl 250 79 the the DT cord-277648-9kxwkcbl 250 80 lungs lung NNS cord-277648-9kxwkcbl 250 81 of of IN cord-277648-9kxwkcbl 250 82 COVID-19 covid-19 CD cord-277648-9kxwkcbl 250 83 patients patient NNS cord-277648-9kxwkcbl 250 84 [ [ -LRB- cord-277648-9kxwkcbl 250 85 21 21 CD cord-277648-9kxwkcbl 250 86 , , , cord-277648-9kxwkcbl 250 87 22 22 CD cord-277648-9kxwkcbl 250 88 , , , cord-277648-9kxwkcbl 250 89 27 27 CD cord-277648-9kxwkcbl 250 90 , , , cord-277648-9kxwkcbl 250 91 28 28 CD cord-277648-9kxwkcbl 250 92 ] ] -RRB- cord-277648-9kxwkcbl 250 93 . . . cord-277648-9kxwkcbl 251 1 Importantly importantly RB cord-277648-9kxwkcbl 251 2 , , , cord-277648-9kxwkcbl 251 3 our -PRON- PRP$ cord-277648-9kxwkcbl 251 4 data data NN cord-277648-9kxwkcbl 251 5 supports support VBZ cord-277648-9kxwkcbl 251 6 accumulating accumulate VBG cord-277648-9kxwkcbl 251 7 evidence evidence NN cord-277648-9kxwkcbl 251 8 for for IN cord-277648-9kxwkcbl 251 9 a a DT cord-277648-9kxwkcbl 251 10 nuanced nuanced JJ cord-277648-9kxwkcbl 251 11 interferon interferon NN cord-277648-9kxwkcbl 251 12 response response NN cord-277648-9kxwkcbl 251 13 in in IN cord-277648-9kxwkcbl 251 14 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 251 15 depending depend VBG cord-277648-9kxwkcbl 251 16 on on IN cord-277648-9kxwkcbl 251 17 disease disease NN cord-277648-9kxwkcbl 251 18 severity severity NN cord-277648-9kxwkcbl 251 19 , , , cord-277648-9kxwkcbl 251 20 cell cell NN cord-277648-9kxwkcbl 251 21 type type NN cord-277648-9kxwkcbl 251 22 , , , cord-277648-9kxwkcbl 251 23 and and CC cord-277648-9kxwkcbl 251 24 local local JJ cord-277648-9kxwkcbl 251 25 versus versus IN cord-277648-9kxwkcbl 251 26 systemic systemic JJ cord-277648-9kxwkcbl 251 27 immune immune JJ cord-277648-9kxwkcbl 251 28 environment environment NN cord-277648-9kxwkcbl 251 29 , , , cord-277648-9kxwkcbl 251 30 as as IN cord-277648-9kxwkcbl 251 31 discussed discuss VBN cord-277648-9kxwkcbl 251 32 above above IN cord-277648-9kxwkcbl 251 33 [ [ -LRB- cord-277648-9kxwkcbl 251 34 25 25 CD cord-277648-9kxwkcbl 251 35 , , , cord-277648-9kxwkcbl 251 36 26 26 CD cord-277648-9kxwkcbl 251 37 , , , cord-277648-9kxwkcbl 251 38 28 28 CD cord-277648-9kxwkcbl 251 39 , , , cord-277648-9kxwkcbl 251 40 33 33 CD cord-277648-9kxwkcbl 251 41 , , , cord-277648-9kxwkcbl 251 42 34 34 CD cord-277648-9kxwkcbl 251 43 , , , cord-277648-9kxwkcbl 251 44 36 36 CD cord-277648-9kxwkcbl 251 45 , , , cord-277648-9kxwkcbl 251 46 55 55 CD cord-277648-9kxwkcbl 251 47 ] ] -RRB- cord-277648-9kxwkcbl 251 48 . . . cord-277648-9kxwkcbl 252 1 We -PRON- PRP cord-277648-9kxwkcbl 252 2 suspect suspect VBP cord-277648-9kxwkcbl 252 3 that that IN cord-277648-9kxwkcbl 252 4 treatment treatment NN cord-277648-9kxwkcbl 252 5 strategies strategy NNS cord-277648-9kxwkcbl 252 6 consisting consist VBG cord-277648-9kxwkcbl 252 7 of of IN cord-277648-9kxwkcbl 252 8 a a DT cord-277648-9kxwkcbl 252 9 direct direct JJ cord-277648-9kxwkcbl 252 10 type type NN cord-277648-9kxwkcbl 252 11 II II NNP cord-277648-9kxwkcbl 252 12 interferon interferon NN cord-277648-9kxwkcbl 252 13 blockade blockade NN cord-277648-9kxwkcbl 252 14 ( ( -LRB- cord-277648-9kxwkcbl 252 15 NIH NIH NNP cord-277648-9kxwkcbl 252 16 clinical clinical JJ cord-277648-9kxwkcbl 252 17 trial trial NN cord-277648-9kxwkcbl 252 18 NCT04324021 NCT04324021 NNP cord-277648-9kxwkcbl 252 19 ) ) -RRB- cord-277648-9kxwkcbl 252 20 [ [ -LRB- cord-277648-9kxwkcbl 252 21 62 62 CD cord-277648-9kxwkcbl 252 22 , , , cord-277648-9kxwkcbl 252 23 63 63 CD cord-277648-9kxwkcbl 252 24 ] ] -RRB- cord-277648-9kxwkcbl 252 25 could could MD cord-277648-9kxwkcbl 252 26 exert exert VB cord-277648-9kxwkcbl 252 27 different different JJ cord-277648-9kxwkcbl 252 28 effects effect NNS cord-277648-9kxwkcbl 252 29 systemically systemically RB cord-277648-9kxwkcbl 252 30 and and CC cord-277648-9kxwkcbl 252 31 locally locally RB cord-277648-9kxwkcbl 252 32 depending depend VBG cord-277648-9kxwkcbl 252 33 on on IN cord-277648-9kxwkcbl 252 34 the the DT cord-277648-9kxwkcbl 252 35 patient patient NN cord-277648-9kxwkcbl 252 36 's 's POS cord-277648-9kxwkcbl 252 37 clinical clinical JJ cord-277648-9kxwkcbl 252 38 condition condition NN cord-277648-9kxwkcbl 252 39 when when WRB cord-277648-9kxwkcbl 252 40 administered administer VBN cord-277648-9kxwkcbl 252 41 . . . cord-277648-9kxwkcbl 253 1 Taken take VBN cord-277648-9kxwkcbl 253 2 together together RB cord-277648-9kxwkcbl 253 3 with with IN cord-277648-9kxwkcbl 253 4 previous previous JJ cord-277648-9kxwkcbl 253 5 findings finding NNS cord-277648-9kxwkcbl 253 6 , , , cord-277648-9kxwkcbl 253 7 our -PRON- PRP$ cord-277648-9kxwkcbl 253 8 data datum NNS cord-277648-9kxwkcbl 253 9 suggests suggest VBZ cord-277648-9kxwkcbl 253 10 IFNG IFNG NNP cord-277648-9kxwkcbl 253 11 , , , cord-277648-9kxwkcbl 253 12 IL18 IL18 NNP cord-277648-9kxwkcbl 253 13 , , , cord-277648-9kxwkcbl 253 14 CCL3 CCL3 NNP cord-277648-9kxwkcbl 253 15 , , , cord-277648-9kxwkcbl 253 16 CCL8 CCL8 NNP cord-277648-9kxwkcbl 253 17 , , , cord-277648-9kxwkcbl 253 18 and and CC cord-277648-9kxwkcbl 253 19 SPP1 SPP1 NNP cord-277648-9kxwkcbl 253 20 as as IN cord-277648-9kxwkcbl 253 21 candidate candidate NN cord-277648-9kxwkcbl 253 22 targets target NNS cord-277648-9kxwkcbl 253 23 for for IN cord-277648-9kxwkcbl 253 24 the the DT cord-277648-9kxwkcbl 253 25 treatment treatment NN cord-277648-9kxwkcbl 253 26 of of IN cord-277648-9kxwkcbl 253 27 severe severe JJ cord-277648-9kxwkcbl 253 28 COVID-19 covid-19 NN cord-277648-9kxwkcbl 253 29 that that WDT cord-277648-9kxwkcbl 253 30 warrant warrant VBP cord-277648-9kxwkcbl 253 31 further further JJ cord-277648-9kxwkcbl 253 32 study study NN cord-277648-9kxwkcbl 253 33 . . . cord-277648-9kxwkcbl 254 1 In in IN cord-277648-9kxwkcbl 254 2 summary summary NN cord-277648-9kxwkcbl 254 3 , , , cord-277648-9kxwkcbl 254 4 our -PRON- PRP$ cord-277648-9kxwkcbl 254 5 findings finding NNS cord-277648-9kxwkcbl 254 6 emphasize emphasize VBP cord-277648-9kxwkcbl 254 7 unique unique JJ cord-277648-9kxwkcbl 254 8 roles role NNS cord-277648-9kxwkcbl 254 9 for for IN cord-277648-9kxwkcbl 254 10 the the DT cord-277648-9kxwkcbl 254 11 cells cell NNS cord-277648-9kxwkcbl 254 12 of of IN cord-277648-9kxwkcbl 254 13 the the DT cord-277648-9kxwkcbl 254 14 lung lung NN cord-277648-9kxwkcbl 254 15 microenvironment microenvironment NN cord-277648-9kxwkcbl 254 16 and and CC cord-277648-9kxwkcbl 254 17 systemic systemic JJ cord-277648-9kxwkcbl 254 18 circulation circulation NN cord-277648-9kxwkcbl 254 19 in in IN cord-277648-9kxwkcbl 254 20 the the DT cord-277648-9kxwkcbl 254 21 immunopathology immunopathology NN cord-277648-9kxwkcbl 254 22 of of IN cord-277648-9kxwkcbl 254 23 ARDS ARDS NNP cord-277648-9kxwkcbl 254 24 and and CC cord-277648-9kxwkcbl 254 25 severe severe JJ cord-277648-9kxwkcbl 254 26 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 254 27 . . . cord-277648-9kxwkcbl 255 1 We -PRON- PRP cord-277648-9kxwkcbl 255 2 recommend recommend VBP cord-277648-9kxwkcbl 255 3 further further JJ cord-277648-9kxwkcbl 255 4 investigation investigation NN cord-277648-9kxwkcbl 255 5 of of IN cord-277648-9kxwkcbl 255 6 differentially differentially RB cord-277648-9kxwkcbl 255 7 expressed express VBN cord-277648-9kxwkcbl 255 8 cell cell NN cord-277648-9kxwkcbl 255 9 surface surface NN cord-277648-9kxwkcbl 255 10 markers marker NNS cord-277648-9kxwkcbl 255 11 to to TO cord-277648-9kxwkcbl 255 12 determine determine VB cord-277648-9kxwkcbl 255 13 their -PRON- PRP$ cord-277648-9kxwkcbl 255 14 utility utility NN cord-277648-9kxwkcbl 255 15 in in IN cord-277648-9kxwkcbl 255 16 immunophenotyping immunophenotype VBG cord-277648-9kxwkcbl 255 17 patients patient NNS cord-277648-9kxwkcbl 255 18 according accord VBG cord-277648-9kxwkcbl 255 19 to to IN cord-277648-9kxwkcbl 255 20 suspected suspect VBN cord-277648-9kxwkcbl 255 21 disease disease NN cord-277648-9kxwkcbl 255 22 course course NN cord-277648-9kxwkcbl 255 23 to to TO cord-277648-9kxwkcbl 255 24 aid aid VB cord-277648-9kxwkcbl 255 25 in in IN cord-277648-9kxwkcbl 255 26 triage triage NN cord-277648-9kxwkcbl 255 27 or or CC cord-277648-9kxwkcbl 255 28 to to TO cord-277648-9kxwkcbl 255 29 inform inform VB cord-277648-9kxwkcbl 255 30 optimal optimal JJ cord-277648-9kxwkcbl 255 31 treatment treatment NN cord-277648-9kxwkcbl 255 32 options option NNS cord-277648-9kxwkcbl 255 33 . . . cord-277648-9kxwkcbl 256 1 Our -PRON- PRP$ cord-277648-9kxwkcbl 256 2 transcriptional transcriptional JJ cord-277648-9kxwkcbl 256 3 analyses analysis NNS cord-277648-9kxwkcbl 256 4 show show VBP cord-277648-9kxwkcbl 256 5 that that IN cord-277648-9kxwkcbl 256 6 pathway pathway NN cord-277648-9kxwkcbl 256 7 enrichment enrichment NN cord-277648-9kxwkcbl 256 8 differs differ VBZ cord-277648-9kxwkcbl 256 9 between between IN cord-277648-9kxwkcbl 256 10 cells cell NNS cord-277648-9kxwkcbl 256 11 of of IN cord-277648-9kxwkcbl 256 12 the the DT cord-277648-9kxwkcbl 256 13 lung lung NN cord-277648-9kxwkcbl 256 14 and and CC cord-277648-9kxwkcbl 256 15 blood blood NN cord-277648-9kxwkcbl 256 16 , , , cord-277648-9kxwkcbl 256 17 with with IN cord-277648-9kxwkcbl 256 18 concerted concerted JJ cord-277648-9kxwkcbl 256 19 immunological immunological JJ cord-277648-9kxwkcbl 256 20 responses response NNS cord-277648-9kxwkcbl 256 21 within within IN cord-277648-9kxwkcbl 256 22 each each DT cord-277648-9kxwkcbl 256 23 compartment compartment NN cord-277648-9kxwkcbl 256 24 mirroring mirror VBG cord-277648-9kxwkcbl 256 25 viral viral JJ cord-277648-9kxwkcbl 256 26 respiratory respiratory JJ cord-277648-9kxwkcbl 256 27 diseases disease NNS cord-277648-9kxwkcbl 256 28 including include VBG cord-277648-9kxwkcbl 256 29 influenza influenza NN cord-277648-9kxwkcbl 256 30 , , , cord-277648-9kxwkcbl 256 31 SARS SARS NNP cord-277648-9kxwkcbl 256 32 , , , cord-277648-9kxwkcbl 256 33 and and CC cord-277648-9kxwkcbl 256 34 MERS MERS NNP cord-277648-9kxwkcbl 256 35 . . . cord-277648-9kxwkcbl 257 1 Finally finally RB cord-277648-9kxwkcbl 257 2 , , , cord-277648-9kxwkcbl 257 3 we -PRON- PRP cord-277648-9kxwkcbl 257 4 nominate nominate VBP cord-277648-9kxwkcbl 257 5 a a DT cord-277648-9kxwkcbl 257 6 small small JJ cord-277648-9kxwkcbl 257 7 number number NN cord-277648-9kxwkcbl 257 8 of of IN cord-277648-9kxwkcbl 257 9 broadly broadly RB cord-277648-9kxwkcbl 257 10 - - HYPH cord-277648-9kxwkcbl 257 11 acting act VBG cord-277648-9kxwkcbl 257 12 ligands ligand NNS cord-277648-9kxwkcbl 257 13 as as IN cord-277648-9kxwkcbl 257 14 potential potential JJ cord-277648-9kxwkcbl 257 15 drivers driver NNS cord-277648-9kxwkcbl 257 16 of of IN cord-277648-9kxwkcbl 257 17 severity severity NN cord-277648-9kxwkcbl 257 18 - - HYPH cord-277648-9kxwkcbl 257 19 specific specific JJ cord-277648-9kxwkcbl 257 20 transcriptional transcriptional JJ cord-277648-9kxwkcbl 257 21 regulation regulation NN cord-277648-9kxwkcbl 257 22 in in IN cord-277648-9kxwkcbl 257 23 the the DT cord-277648-9kxwkcbl 257 24 severely severely RB cord-277648-9kxwkcbl 257 25 damaged damage VBN cord-277648-9kxwkcbl 257 26 lung lung NN cord-277648-9kxwkcbl 257 27 microenvironment microenvironment NN cord-277648-9kxwkcbl 257 28 of of IN cord-277648-9kxwkcbl 257 29 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 257 30 patients patient NNS cord-277648-9kxwkcbl 257 31 . . . cord-277648-9kxwkcbl 258 1 All all DT cord-277648-9kxwkcbl 258 2 single single JJ cord-277648-9kxwkcbl 258 3 cell cell NN cord-277648-9kxwkcbl 258 4 RNA rna NN cord-277648-9kxwkcbl 258 5 - - HYPH cord-277648-9kxwkcbl 258 6 sequencing sequence VBG cord-277648-9kxwkcbl 258 7 ( ( -LRB- cord-277648-9kxwkcbl 258 8 scRNA scRNA NNP cord-277648-9kxwkcbl 258 9 - - HYPH cord-277648-9kxwkcbl 258 10 seq seq NN cord-277648-9kxwkcbl 258 11 ) ) -RRB- cord-277648-9kxwkcbl 258 12 data datum NNS cord-277648-9kxwkcbl 258 13 used use VBN cord-277648-9kxwkcbl 258 14 in in IN cord-277648-9kxwkcbl 258 15 this this DT cord-277648-9kxwkcbl 258 16 analysis analysis NN cord-277648-9kxwkcbl 258 17 were be VBD cord-277648-9kxwkcbl 258 18 obtained obtain VBN cord-277648-9kxwkcbl 258 19 from from IN cord-277648-9kxwkcbl 258 20 publicly publicly RB cord-277648-9kxwkcbl 258 21 available available JJ cord-277648-9kxwkcbl 258 22 datasets dataset NNS cord-277648-9kxwkcbl 258 23 . . . cord-277648-9kxwkcbl 259 1 BALF BALF NNP cord-277648-9kxwkcbl 259 2 scRNA scRNA NNP cord-277648-9kxwkcbl 259 3 - - HYPH cord-277648-9kxwkcbl 259 4 seq seq NN cord-277648-9kxwkcbl 259 5 gene gene NN cord-277648-9kxwkcbl 259 6 - - HYPH cord-277648-9kxwkcbl 259 7 barcode barcode NN cord-277648-9kxwkcbl 259 8 matrices matrix NNS cord-277648-9kxwkcbl 259 9 from from IN cord-277648-9kxwkcbl 259 10 9 9 CD cord-277648-9kxwkcbl 259 11 COVID-19 covid-19 CD cord-277648-9kxwkcbl 259 12 patients patient NNS cord-277648-9kxwkcbl 259 13 ( ( -LRB- cord-277648-9kxwkcbl 259 14 6 6 CD cord-277648-9kxwkcbl 259 15 severe severe JJ cord-277648-9kxwkcbl 259 16 and and CC cord-277648-9kxwkcbl 259 17 3 3 CD cord-277648-9kxwkcbl 259 18 moderate moderate JJ cord-277648-9kxwkcbl 259 19 ) ) -RRB- cord-277648-9kxwkcbl 259 20 , , , cord-277648-9kxwkcbl 259 21 and and CC cord-277648-9kxwkcbl 259 22 3 3 CD cord-277648-9kxwkcbl 259 23 healthy healthy JJ cord-277648-9kxwkcbl 259 24 control control NN cord-277648-9kxwkcbl 259 25 subjects subject NNS cord-277648-9kxwkcbl 259 26 were be VBD cord-277648-9kxwkcbl 259 27 obtained obtain VBN cord-277648-9kxwkcbl 259 28 from from IN cord-277648-9kxwkcbl 259 29 the the DT cord-277648-9kxwkcbl 259 30 GEO GEO NNP cord-277648-9kxwkcbl 259 31 under under IN cord-277648-9kxwkcbl 259 32 accession accession NN cord-277648-9kxwkcbl 259 33 number number NN cord-277648-9kxwkcbl 259 34 GSE145926 GSE145926 NNPS cord-277648-9kxwkcbl 259 35 . . . cord-277648-9kxwkcbl 260 1 [ [ -LRB- cord-277648-9kxwkcbl 260 2 27 27 CD cord-277648-9kxwkcbl 260 3 ] ] -RRB- cord-277648-9kxwkcbl 260 4 ScRNA ScRNA NNP cord-277648-9kxwkcbl 260 5 - - HYPH cord-277648-9kxwkcbl 260 6 seq seq NN cord-277648-9kxwkcbl 260 7 data datum NNS cord-277648-9kxwkcbl 260 8 from from IN cord-277648-9kxwkcbl 260 9 an an DT cord-277648-9kxwkcbl 260 10 additional additional JJ cord-277648-9kxwkcbl 260 11 healthy healthy JJ cord-277648-9kxwkcbl 260 12 BALF BALF NNP cord-277648-9kxwkcbl 260 13 donor donor NN cord-277648-9kxwkcbl 260 14 was be VBD cord-277648-9kxwkcbl 260 15 obtained obtain VBN cord-277648-9kxwkcbl 260 16 from from IN cord-277648-9kxwkcbl 260 17 the the DT cord-277648-9kxwkcbl 260 18 GEO GEO NNP cord-277648-9kxwkcbl 260 19 under under IN cord-277648-9kxwkcbl 260 20 accession accession NN cord-277648-9kxwkcbl 260 21 number number NN cord-277648-9kxwkcbl 260 22 GSM3660650 GSM3660650 NNP cord-277648-9kxwkcbl 260 23 . . . cord-277648-9kxwkcbl 261 1 [ [ -LRB- cord-277648-9kxwkcbl 261 2 27 27 CD cord-277648-9kxwkcbl 261 3 , , , cord-277648-9kxwkcbl 261 4 64 64 CD cord-277648-9kxwkcbl 261 5 ] ] -RRB- cord-277648-9kxwkcbl 261 6 Severity severity NN cord-277648-9kxwkcbl 261 7 - - HYPH cord-277648-9kxwkcbl 261 8 level level NN cord-277648-9kxwkcbl 261 9 stratifications stratification NNS cord-277648-9kxwkcbl 261 10 for for IN cord-277648-9kxwkcbl 261 11 BALF BALF NNP cord-277648-9kxwkcbl 261 12 donors donor NNS cord-277648-9kxwkcbl 261 13 ( ( -LRB- cord-277648-9kxwkcbl 261 14 severe severe JJ cord-277648-9kxwkcbl 261 15 / / SYM cord-277648-9kxwkcbl 261 16 moderate moderate JJ cord-277648-9kxwkcbl 261 17 / / SYM cord-277648-9kxwkcbl 261 18 healthy healthy JJ cord-277648-9kxwkcbl 261 19 ) ) -RRB- cord-277648-9kxwkcbl 261 20 were be VBD cord-277648-9kxwkcbl 261 21 used use VBN cord-277648-9kxwkcbl 261 22 exactly exactly RB cord-277648-9kxwkcbl 261 23 as as IN cord-277648-9kxwkcbl 261 24 provided provide VBN cord-277648-9kxwkcbl 261 25 in in IN cord-277648-9kxwkcbl 261 26 the the DT cord-277648-9kxwkcbl 261 27 original original JJ cord-277648-9kxwkcbl 261 28 manuscript manuscript NN cord-277648-9kxwkcbl 261 29 . . . cord-277648-9kxwkcbl 262 1 5 5 CD cord-277648-9kxwkcbl 262 2 out out IN cord-277648-9kxwkcbl 262 3 of of IN cord-277648-9kxwkcbl 262 4 6 6 CD cord-277648-9kxwkcbl 262 5 severe severe JJ cord-277648-9kxwkcbl 262 6 BALF BALF NNP cord-277648-9kxwkcbl 262 7 donors donor NNS cord-277648-9kxwkcbl 262 8 were be VBD cord-277648-9kxwkcbl 262 9 invasively invasively RB cord-277648-9kxwkcbl 262 10 ventilated ventilate VBN cord-277648-9kxwkcbl 262 11 , , , cord-277648-9kxwkcbl 262 12 with with IN cord-277648-9kxwkcbl 262 13 the the DT cord-277648-9kxwkcbl 262 14 exception exception NN cord-277648-9kxwkcbl 262 15 of of IN cord-277648-9kxwkcbl 262 16 S1 S1 NNP cord-277648-9kxwkcbl 262 17 . . . cord-277648-9kxwkcbl 262 18 _SP cord-277648-9kxwkcbl 263 1 Gene gene NN cord-277648-9kxwkcbl 263 2 - - HYPH cord-277648-9kxwkcbl 263 3 barcode barcode NN cord-277648-9kxwkcbl 263 4 matrices matrix NNS cord-277648-9kxwkcbl 263 5 obtained obtain VBN cord-277648-9kxwkcbl 263 6 from from IN cord-277648-9kxwkcbl 263 7 the the DT cord-277648-9kxwkcbl 263 8 GEO GEO NNP cord-277648-9kxwkcbl 263 9 were be VBD cord-277648-9kxwkcbl 263 10 preprocessed preprocesse VBN cord-277648-9kxwkcbl 263 11 using use VBG cord-277648-9kxwkcbl 263 12 Seurat Seurat NNP cord-277648-9kxwkcbl 263 13 ( ( -LRB- cord-277648-9kxwkcbl 263 14 v. v. IN cord-277648-9kxwkcbl 263 15 3.1.5 3.1.5 CD cord-277648-9kxwkcbl 263 16 ) ) -RRB- cord-277648-9kxwkcbl 263 17 in in IN cord-277648-9kxwkcbl 263 18 R R NNP cord-277648-9kxwkcbl 263 19 ( ( -LRB- cord-277648-9kxwkcbl 263 20 v. v. IN cord-277648-9kxwkcbl 263 21 4.0.0 4.0.0 CD cord-277648-9kxwkcbl 263 22 ) ) -RRB- cord-277648-9kxwkcbl 263 23 . . . cord-277648-9kxwkcbl 264 1 Matrices matrix NNS cord-277648-9kxwkcbl 264 2 were be VBD cord-277648-9kxwkcbl 264 3 filtered filter VBN cord-277648-9kxwkcbl 264 4 to to TO cord-277648-9kxwkcbl 264 5 preserve preserve VB cord-277648-9kxwkcbl 264 6 cells cell NNS cord-277648-9kxwkcbl 264 7 with with IN cord-277648-9kxwkcbl 264 8 a a DT cord-277648-9kxwkcbl 264 9 UMI UMI NNP cord-277648-9kxwkcbl 264 10 count count NN cord-277648-9kxwkcbl 264 11 over over IN cord-277648-9kxwkcbl 264 12 1,000 1,000 CD cord-277648-9kxwkcbl 264 13 , , , cord-277648-9kxwkcbl 264 14 gene gene NN cord-277648-9kxwkcbl 264 15 count count NN cord-277648-9kxwkcbl 264 16 between between IN cord-277648-9kxwkcbl 264 17 200 200 CD cord-277648-9kxwkcbl 264 18 and and CC cord-277648-9kxwkcbl 264 19 6,000 6,000 CD cord-277648-9kxwkcbl 264 20 , , , cord-277648-9kxwkcbl 264 21 and and CC cord-277648-9kxwkcbl 264 22 expression expression NN cord-277648-9kxwkcbl 264 23 of of IN cord-277648-9kxwkcbl 264 24 less less JJR cord-277648-9kxwkcbl 264 25 than than IN cord-277648-9kxwkcbl 264 26 10 10 CD cord-277648-9kxwkcbl 264 27 % % NN cord-277648-9kxwkcbl 264 28 mitochondrial mitochondrial JJ cord-277648-9kxwkcbl 264 29 RNA RNA NNP cord-277648-9kxwkcbl 264 30 . . . cord-277648-9kxwkcbl 265 1 For for IN cord-277648-9kxwkcbl 265 2 PBMC PBMC NNP cord-277648-9kxwkcbl 265 3 data datum NNS cord-277648-9kxwkcbl 265 4 , , , cord-277648-9kxwkcbl 265 5 cells cell NNS cord-277648-9kxwkcbl 265 6 were be VBD cord-277648-9kxwkcbl 265 7 additionally additionally RB cord-277648-9kxwkcbl 265 8 filtered filter VBN cord-277648-9kxwkcbl 265 9 to to TO cord-277648-9kxwkcbl 265 10 preserve preserve VB cord-277648-9kxwkcbl 265 11 cells cell NNS cord-277648-9kxwkcbl 265 12 expressing express VBG cord-277648-9kxwkcbl 265 13 less less JJR cord-277648-9kxwkcbl 265 14 than than IN cord-277648-9kxwkcbl 265 15 20 20 CD cord-277648-9kxwkcbl 265 16 % % NN cord-277648-9kxwkcbl 265 17 18S 18S NNP cord-277648-9kxwkcbl 265 18 RNA RNA NNP cord-277648-9kxwkcbl 265 19 and and CC cord-277648-9kxwkcbl 265 20 less less JJR cord-277648-9kxwkcbl 265 21 than than IN cord-277648-9kxwkcbl 265 22 20 20 CD cord-277648-9kxwkcbl 265 23 % % NN cord-277648-9kxwkcbl 265 24 28S 28S NNP cord-277648-9kxwkcbl 265 25 RNA RNA NNP cord-277648-9kxwkcbl 265 26 . . . cord-277648-9kxwkcbl 266 1 Gene gene NN cord-277648-9kxwkcbl 266 2 - - HYPH cord-277648-9kxwkcbl 266 3 barcode barcode NN cord-277648-9kxwkcbl 266 4 matrices matrix NNS cord-277648-9kxwkcbl 266 5 unique unique JJ cord-277648-9kxwkcbl 266 6 to to IN cord-277648-9kxwkcbl 266 7 each each DT cord-277648-9kxwkcbl 266 8 donor donor NN cord-277648-9kxwkcbl 266 9 were be VBD cord-277648-9kxwkcbl 266 10 subsequently subsequently RB cord-277648-9kxwkcbl 266 11 normalized normalize VBN cord-277648-9kxwkcbl 266 12 using use VBG cord-277648-9kxwkcbl 266 13 the the DT cord-277648-9kxwkcbl 266 14 ' ' `` cord-277648-9kxwkcbl 266 15 NormalizeData NormalizeData NNP cord-277648-9kxwkcbl 266 16 ' ' POS cord-277648-9kxwkcbl 266 17 function function NN cord-277648-9kxwkcbl 266 18 and and CC cord-277648-9kxwkcbl 266 19 the the DT cord-277648-9kxwkcbl 266 20 2,000 2,000 CD cord-277648-9kxwkcbl 266 21 most most RBS cord-277648-9kxwkcbl 266 22 highly highly RB cord-277648-9kxwkcbl 266 23 variable variable JJ cord-277648-9kxwkcbl 266 24 genes gene NNS cord-277648-9kxwkcbl 266 25 ( ( -LRB- cord-277648-9kxwkcbl 266 26 features feature NNS cord-277648-9kxwkcbl 266 27 ) ) -RRB- cord-277648-9kxwkcbl 266 28 were be VBD cord-277648-9kxwkcbl 266 29 identified identify VBN cord-277648-9kxwkcbl 266 30 via via IN cord-277648-9kxwkcbl 266 31 the the DT cord-277648-9kxwkcbl 266 32 ' ' `` cord-277648-9kxwkcbl 266 33 FindVariableFeatures findvariablefeature NNS cord-277648-9kxwkcbl 266 34 ' ' POS cord-277648-9kxwkcbl 266 35 function function NN cord-277648-9kxwkcbl 266 36 using use VBG cord-277648-9kxwkcbl 266 37 a a DT cord-277648-9kxwkcbl 266 38 variance variance NN cord-277648-9kxwkcbl 266 39 stabilizing stabilize VBG cord-277648-9kxwkcbl 266 40 transformation transformation NN cord-277648-9kxwkcbl 266 41 . . . cord-277648-9kxwkcbl 267 1 Individual individual JJ cord-277648-9kxwkcbl 267 2 donor donor NN cord-277648-9kxwkcbl 267 3 datasets dataset NNS cord-277648-9kxwkcbl 267 4 were be VBD cord-277648-9kxwkcbl 267 5 subsequently subsequently RB cord-277648-9kxwkcbl 267 6 aligned align VBN cord-277648-9kxwkcbl 267 7 and and CC cord-277648-9kxwkcbl 267 8 integrated integrate VBN cord-277648-9kxwkcbl 267 9 using use VBG cord-277648-9kxwkcbl 267 10 the the DT cord-277648-9kxwkcbl 267 11 standard standard JJ cord-277648-9kxwkcbl 267 12 Seurat Seurat NNP cord-277648-9kxwkcbl 267 13 v3 v3 NNP cord-277648-9kxwkcbl 267 14 multi multi JJ cord-277648-9kxwkcbl 267 15 - - JJ cord-277648-9kxwkcbl 267 16 donor donor JJ cord-277648-9kxwkcbl 267 17 integration integration NN cord-277648-9kxwkcbl 267 18 workflow workflow NN cord-277648-9kxwkcbl 267 19 , , , cord-277648-9kxwkcbl 267 20 finding find VBG cord-277648-9kxwkcbl 267 21 pairwise pairwise JJ cord-277648-9kxwkcbl 267 22 anchors anchor NNS cord-277648-9kxwkcbl 267 23 using use VBG cord-277648-9kxwkcbl 267 24 the the DT cord-277648-9kxwkcbl 267 25 ' ' `` cord-277648-9kxwkcbl 267 26 FindIntegrationAnchors findintegrationanchor NNS cord-277648-9kxwkcbl 267 27 ' ' POS cord-277648-9kxwkcbl 267 28 function function NN cord-277648-9kxwkcbl 267 29 acting act VBG cord-277648-9kxwkcbl 267 30 on on IN cord-277648-9kxwkcbl 267 31 50 50 CD cord-277648-9kxwkcbl 267 32 dimensions dimension NNS cord-277648-9kxwkcbl 267 33 with with IN cord-277648-9kxwkcbl 267 34 default default NN cord-277648-9kxwkcbl 267 35 parameters parameter NNS cord-277648-9kxwkcbl 267 36 ( ( -LRB- cord-277648-9kxwkcbl 267 37 k.filter=200 k.filter=200 NNP cord-277648-9kxwkcbl 267 38 ) ) -RRB- cord-277648-9kxwkcbl 267 39 , , , cord-277648-9kxwkcbl 267 40 then then RB cord-277648-9kxwkcbl 267 41 applying apply VBG cord-277648-9kxwkcbl 267 42 the the DT cord-277648-9kxwkcbl 267 43 ' ' `` cord-277648-9kxwkcbl 267 44 IntegrateData IntegrateData NNP cord-277648-9kxwkcbl 267 45 ' ' POS cord-277648-9kxwkcbl 267 46 function function NN cord-277648-9kxwkcbl 267 47 on on IN cord-277648-9kxwkcbl 267 48 50 50 CD cord-277648-9kxwkcbl 267 49 dimensions dimension NNS cord-277648-9kxwkcbl 267 50 . . . cord-277648-9kxwkcbl 268 1 Multi multi JJ cord-277648-9kxwkcbl 268 2 - - JJ cord-277648-9kxwkcbl 268 3 donor donor NN cord-277648-9kxwkcbl 268 4 integration integration NN cord-277648-9kxwkcbl 268 5 and and CC cord-277648-9kxwkcbl 268 6 all all DT cord-277648-9kxwkcbl 268 7 further further JJ cord-277648-9kxwkcbl 268 8 analyses analysis NNS cord-277648-9kxwkcbl 268 9 were be VBD cord-277648-9kxwkcbl 268 10 performed perform VBN cord-277648-9kxwkcbl 268 11 separately separately RB cord-277648-9kxwkcbl 268 12 on on IN cord-277648-9kxwkcbl 268 13 BALF BALF NNP cord-277648-9kxwkcbl 268 14 and and CC cord-277648-9kxwkcbl 268 15 PBMC PBMC NNP cord-277648-9kxwkcbl 268 16 datasets dataset NNS cord-277648-9kxwkcbl 268 17 . . . cord-277648-9kxwkcbl 269 1 Following follow VBG cord-277648-9kxwkcbl 269 2 integration integration NN cord-277648-9kxwkcbl 269 3 , , , cord-277648-9kxwkcbl 269 4 " " `` cord-277648-9kxwkcbl 269 5 raw raw JJ cord-277648-9kxwkcbl 269 6 " " '' cord-277648-9kxwkcbl 269 7 RNA rna NN cord-277648-9kxwkcbl 269 8 expression expression NN cord-277648-9kxwkcbl 269 9 values value NNS cord-277648-9kxwkcbl 269 10 were be VBD cord-277648-9kxwkcbl 269 11 normalized normalize VBN cord-277648-9kxwkcbl 269 12 using use VBG cord-277648-9kxwkcbl 269 13 log log NN cord-277648-9kxwkcbl 269 14 - - HYPH cord-277648-9kxwkcbl 269 15 normalization normalization NN cord-277648-9kxwkcbl 269 16 via via IN cord-277648-9kxwkcbl 269 17 the the DT cord-277648-9kxwkcbl 269 18 ' ' `` cord-277648-9kxwkcbl 269 19 NormalizeData NormalizeData NNP cord-277648-9kxwkcbl 269 20 ' ' POS cord-277648-9kxwkcbl 269 21 function function NN cord-277648-9kxwkcbl 269 22 and and CC cord-277648-9kxwkcbl 269 23 the the DT cord-277648-9kxwkcbl 269 24 2,000 2,000 CD cord-277648-9kxwkcbl 269 25 most most RBS cord-277648-9kxwkcbl 269 26 variable variable JJ cord-277648-9kxwkcbl 269 27 features feature NNS cord-277648-9kxwkcbl 269 28 were be VBD cord-277648-9kxwkcbl 269 29 identified identify VBN cord-277648-9kxwkcbl 269 30 using use VBG cord-277648-9kxwkcbl 269 31 ' ' `` cord-277648-9kxwkcbl 269 32 FindVariableFeatures findvariablefeature NNS cord-277648-9kxwkcbl 269 33 ' ' '' cord-277648-9kxwkcbl 269 34 . . . cord-277648-9kxwkcbl 270 1 Raw raw JJ cord-277648-9kxwkcbl 270 2 expression expression NN cord-277648-9kxwkcbl 270 3 levels level NNS cord-277648-9kxwkcbl 270 4 were be VBD cord-277648-9kxwkcbl 270 5 left leave VBN cord-277648-9kxwkcbl 270 6 unscaled unscaled JJ cord-277648-9kxwkcbl 270 7 so so IN cord-277648-9kxwkcbl 270 8 that that IN cord-277648-9kxwkcbl 270 9 scaling scaling NN cord-277648-9kxwkcbl 270 10 could could MD cord-277648-9kxwkcbl 270 11 later later RB cord-277648-9kxwkcbl 270 12 be be VB cord-277648-9kxwkcbl 270 13 applied apply VBN cord-277648-9kxwkcbl 270 14 as as IN cord-277648-9kxwkcbl 270 15 needed need VBN cord-277648-9kxwkcbl 270 16 ( ( -LRB- cord-277648-9kxwkcbl 270 17 e.g. e.g. RB cord-277648-9kxwkcbl 270 18 for for IN cord-277648-9kxwkcbl 270 19 generating generate VBG cord-277648-9kxwkcbl 270 20 marker marker NN cord-277648-9kxwkcbl 270 21 gene gene NN cord-277648-9kxwkcbl 270 22 heatmaps heatmaps NNP cord-277648-9kxwkcbl 270 23 ) ) -RRB- cord-277648-9kxwkcbl 270 24 . . . cord-277648-9kxwkcbl 271 1 In in IN cord-277648-9kxwkcbl 271 2 parallel parallel NN cord-277648-9kxwkcbl 271 3 , , , cord-277648-9kxwkcbl 271 4 " " '' cord-277648-9kxwkcbl 271 5 integrated integrated JJ cord-277648-9kxwkcbl 271 6 " " '' cord-277648-9kxwkcbl 271 7 expression expression NN cord-277648-9kxwkcbl 271 8 values value NNS cord-277648-9kxwkcbl 271 9 were be VBD cord-277648-9kxwkcbl 271 10 scaled scale VBN cord-277648-9kxwkcbl 271 11 using use VBG cord-277648-9kxwkcbl 271 12 the the DT cord-277648-9kxwkcbl 271 13 ' ' `` cord-277648-9kxwkcbl 271 14 ScaleData ScaleData NNP cord-277648-9kxwkcbl 271 15 ' ' POS cord-277648-9kxwkcbl 271 16 function function NN cord-277648-9kxwkcbl 271 17 , , , cord-277648-9kxwkcbl 271 18 regressing regress VBG cord-277648-9kxwkcbl 271 19 out out RP cord-277648-9kxwkcbl 271 20 UMI UMI NNP cord-277648-9kxwkcbl 271 21 count count NN cord-277648-9kxwkcbl 271 22 , , , cord-277648-9kxwkcbl 271 23 number number NN cord-277648-9kxwkcbl 271 24 of of IN cord-277648-9kxwkcbl 271 25 genes gene NNS cord-277648-9kxwkcbl 271 26 , , , cord-277648-9kxwkcbl 271 27 and and CC cord-277648-9kxwkcbl 271 28 percent percent NN cord-277648-9kxwkcbl 271 29 rRNA rRNA NNP cord-277648-9kxwkcbl 271 30 . . . cord-277648-9kxwkcbl 272 1 PBMC PBMC NNP cord-277648-9kxwkcbl 272 2 data datum NNS cord-277648-9kxwkcbl 272 3 contained contain VBD cord-277648-9kxwkcbl 272 4 rRNA rRNA NNP cord-277648-9kxwkcbl 272 5 transcripts transcript NNS cord-277648-9kxwkcbl 272 6 to to TO cord-277648-9kxwkcbl 272 7 regress regress VB cord-277648-9kxwkcbl 272 8 , , , cord-277648-9kxwkcbl 272 9 whereas whereas IN cord-277648-9kxwkcbl 272 10 BALF BALF NNP cord-277648-9kxwkcbl 272 11 data datum NNS cord-277648-9kxwkcbl 272 12 did do VBD cord-277648-9kxwkcbl 272 13 not not RB cord-277648-9kxwkcbl 272 14 . . . cord-277648-9kxwkcbl 273 1 Dimensionality Dimensionality NNP cord-277648-9kxwkcbl 273 2 reduction reduction NN cord-277648-9kxwkcbl 273 3 via via IN cord-277648-9kxwkcbl 273 4 principal principal JJ cord-277648-9kxwkcbl 273 5 component component NN cord-277648-9kxwkcbl 273 6 analysis analysis NN cord-277648-9kxwkcbl 273 7 ( ( -LRB- cord-277648-9kxwkcbl 273 8 PCA PCA NNP cord-277648-9kxwkcbl 273 9 ) ) -RRB- cord-277648-9kxwkcbl 273 10 was be VBD cord-277648-9kxwkcbl 273 11 carried carry VBN cord-277648-9kxwkcbl 273 12 out out RP cord-277648-9kxwkcbl 273 13 using use VBG cord-277648-9kxwkcbl 273 14 the the DT cord-277648-9kxwkcbl 273 15 ' ' `` cord-277648-9kxwkcbl 273 16 RunPCA RunPCA NNP cord-277648-9kxwkcbl 273 17 ' ' POS cord-277648-9kxwkcbl 273 18 function function NN cord-277648-9kxwkcbl 273 19 and and CC cord-277648-9kxwkcbl 273 20 the the DT cord-277648-9kxwkcbl 273 21 first first JJ cord-277648-9kxwkcbl 273 22 100 100 CD cord-277648-9kxwkcbl 273 23 principal principal JJ cord-277648-9kxwkcbl 273 24 components component NNS cord-277648-9kxwkcbl 273 25 were be VBD cord-277648-9kxwkcbl 273 26 retained retain VBN cord-277648-9kxwkcbl 273 27 . . . cord-277648-9kxwkcbl 274 1 This this DT cord-277648-9kxwkcbl 274 2 reduction reduction NN cord-277648-9kxwkcbl 274 3 was be VBD cord-277648-9kxwkcbl 274 4 projected project VBN cord-277648-9kxwkcbl 274 5 onto onto IN cord-277648-9kxwkcbl 274 6 the the DT cord-277648-9kxwkcbl 274 7 entire entire JJ cord-277648-9kxwkcbl 274 8 dataset dataset NN cord-277648-9kxwkcbl 274 9 prior prior RB cord-277648-9kxwkcbl 274 10 to to IN cord-277648-9kxwkcbl 274 11 clustering clustering NN cord-277648-9kxwkcbl 274 12 . . . cord-277648-9kxwkcbl 275 1 Clustering clustering NN cord-277648-9kxwkcbl 275 2 was be VBD cord-277648-9kxwkcbl 275 3 performed perform VBN cord-277648-9kxwkcbl 275 4 by by IN cord-277648-9kxwkcbl 275 5 finding find VBG cord-277648-9kxwkcbl 275 6 nearest near JJS cord-277648-9kxwkcbl 275 7 neighbors neighbor NNS cord-277648-9kxwkcbl 275 8 using use VBG cord-277648-9kxwkcbl 275 9 the the DT cord-277648-9kxwkcbl 275 10 ' ' `` cord-277648-9kxwkcbl 275 11 FindNeighbors FindNeighbors NNP cord-277648-9kxwkcbl 275 12 ' ' POS cord-277648-9kxwkcbl 275 13 function function NN cord-277648-9kxwkcbl 275 14 in in IN cord-277648-9kxwkcbl 275 15 Seurat Seurat NNP cord-277648-9kxwkcbl 275 16 acting act VBG cord-277648-9kxwkcbl 275 17 on on IN cord-277648-9kxwkcbl 275 18 50 50 CD cord-277648-9kxwkcbl 275 19 dimensions dimension NNS cord-277648-9kxwkcbl 275 20 , , , cord-277648-9kxwkcbl 275 21 then then RB cord-277648-9kxwkcbl 275 22 running run VBG cord-277648-9kxwkcbl 275 23 the the DT cord-277648-9kxwkcbl 275 24 Louvain Louvain NNP cord-277648-9kxwkcbl 275 25 algorithm algorithm NN cord-277648-9kxwkcbl 275 26 via via IN cord-277648-9kxwkcbl 275 27 the the DT cord-277648-9kxwkcbl 275 28 ' ' `` cord-277648-9kxwkcbl 275 29 FindClusters FindClusters NNP cord-277648-9kxwkcbl 275 30 ' ' POS cord-277648-9kxwkcbl 275 31 function function NN cord-277648-9kxwkcbl 275 32 with with IN cord-277648-9kxwkcbl 275 33 a a DT cord-277648-9kxwkcbl 275 34 resolution resolution NN cord-277648-9kxwkcbl 275 35 parameter parameter NN cord-277648-9kxwkcbl 275 36 of of IN cord-277648-9kxwkcbl 275 37 1.4 1.4 CD cord-277648-9kxwkcbl 275 38 . . . cord-277648-9kxwkcbl 276 1 The the DT cord-277648-9kxwkcbl 276 2 resulting result VBG cord-277648-9kxwkcbl 276 3 clustered cluster VBN cord-277648-9kxwkcbl 276 4 datasets dataset NNS cord-277648-9kxwkcbl 276 5 for for IN cord-277648-9kxwkcbl 276 6 BALF BALF NNP cord-277648-9kxwkcbl 276 7 and and CC cord-277648-9kxwkcbl 276 8 PBMC PBMC NNP cord-277648-9kxwkcbl 276 9 were be VBD cord-277648-9kxwkcbl 276 10 separately separately RB cord-277648-9kxwkcbl 276 11 visualized visualize VBN cord-277648-9kxwkcbl 276 12 by by IN cord-277648-9kxwkcbl 276 13 uniform uniform JJ cord-277648-9kxwkcbl 276 14 manifold manifold JJ cord-277648-9kxwkcbl 276 15 approximation approximation NN cord-277648-9kxwkcbl 276 16 and and CC cord-277648-9kxwkcbl 276 17 projection projection NN cord-277648-9kxwkcbl 276 18 ( ( -LRB- cord-277648-9kxwkcbl 276 19 UMAP UMAP NNP cord-277648-9kxwkcbl 276 20 ) ) -RRB- cord-277648-9kxwkcbl 276 21 acting act VBG cord-277648-9kxwkcbl 276 22 on on IN cord-277648-9kxwkcbl 276 23 the the DT cord-277648-9kxwkcbl 276 24 first first JJ cord-277648-9kxwkcbl 276 25 50 50 CD cord-277648-9kxwkcbl 276 26 principal principal JJ cord-277648-9kxwkcbl 276 27 components component NNS cord-277648-9kxwkcbl 276 28 . . . cord-277648-9kxwkcbl 277 1 Cell cell NN cord-277648-9kxwkcbl 277 2 type type NN cord-277648-9kxwkcbl 277 3 annotation annotation NN cord-277648-9kxwkcbl 277 4 was be VBD cord-277648-9kxwkcbl 277 5 conducted conduct VBN cord-277648-9kxwkcbl 277 6 using use VBG cord-277648-9kxwkcbl 277 7 the the DT cord-277648-9kxwkcbl 277 8 resultant resultant JJ cord-277648-9kxwkcbl 277 9 clusters cluster NNS cord-277648-9kxwkcbl 277 10 for for IN cord-277648-9kxwkcbl 277 11 BALF BALF NNP cord-277648-9kxwkcbl 277 12 and and CC cord-277648-9kxwkcbl 277 13 PBMC PBMC NNP cord-277648-9kxwkcbl 277 14 data datum NNS cord-277648-9kxwkcbl 277 15 . . . cord-277648-9kxwkcbl 278 1 Clusters cluster NNS cord-277648-9kxwkcbl 278 2 were be VBD cord-277648-9kxwkcbl 278 3 annotated annotate VBN cord-277648-9kxwkcbl 278 4 according accord VBG cord-277648-9kxwkcbl 278 5 to to IN cord-277648-9kxwkcbl 278 6 the the DT cord-277648-9kxwkcbl 278 7 average average JJ cord-277648-9kxwkcbl 278 8 expression expression NN cord-277648-9kxwkcbl 278 9 levels level NNS cord-277648-9kxwkcbl 278 10 of of IN cord-277648-9kxwkcbl 278 11 canonical canonical JJ cord-277648-9kxwkcbl 278 12 marker marker NN cord-277648-9kxwkcbl 278 13 genes gene NNS cord-277648-9kxwkcbl 278 14 identified identify VBN cord-277648-9kxwkcbl 278 15 in in IN cord-277648-9kxwkcbl 278 16 the the DT cord-277648-9kxwkcbl 278 17 original original JJ cord-277648-9kxwkcbl 278 18 papers paper NNS cord-277648-9kxwkcbl 278 19 for for IN cord-277648-9kxwkcbl 278 20 the the DT cord-277648-9kxwkcbl 278 21 BALF BALF NNP cord-277648-9kxwkcbl 278 22 and and CC cord-277648-9kxwkcbl 278 23 PBMC PBMC NNP cord-277648-9kxwkcbl 278 24 datasets dataset NNS cord-277648-9kxwkcbl 278 25 [ [ -LRB- cord-277648-9kxwkcbl 278 26 27 27 CD cord-277648-9kxwkcbl 278 27 , , , cord-277648-9kxwkcbl 278 28 32 32 CD cord-277648-9kxwkcbl 278 29 ] ] -RRB- cord-277648-9kxwkcbl 278 30 , , , cord-277648-9kxwkcbl 278 31 the the DT cord-277648-9kxwkcbl 278 32 broader broad JJR cord-277648-9kxwkcbl 278 33 literature literature NN cord-277648-9kxwkcbl 278 34 , , , cord-277648-9kxwkcbl 278 35 and and CC cord-277648-9kxwkcbl 278 36 the the DT cord-277648-9kxwkcbl 278 37 Human Human NNP cord-277648-9kxwkcbl 278 38 Protein Protein NNP cord-277648-9kxwkcbl 278 39 Atlas Atlas NNP cord-277648-9kxwkcbl 278 40 [ [ -LRB- cord-277648-9kxwkcbl 278 41 65 65 CD cord-277648-9kxwkcbl 278 42 ] ] -RRB- cord-277648-9kxwkcbl 278 43 . . . cord-277648-9kxwkcbl 279 1 Clusters cluster NNS cord-277648-9kxwkcbl 279 2 deemed deem VBD cord-277648-9kxwkcbl 279 3 identical identical JJ cord-277648-9kxwkcbl 279 4 by by IN cord-277648-9kxwkcbl 279 5 similar similar JJ cord-277648-9kxwkcbl 279 6 presence presence NN cord-277648-9kxwkcbl 279 7 of of IN cord-277648-9kxwkcbl 279 8 marker marker NN cord-277648-9kxwkcbl 279 9 genes gene NNS cord-277648-9kxwkcbl 279 10 were be VBD cord-277648-9kxwkcbl 279 11 merged merge VBN cord-277648-9kxwkcbl 279 12 during during IN cord-277648-9kxwkcbl 279 13 annotation annotation NN cord-277648-9kxwkcbl 279 14 . . . cord-277648-9kxwkcbl 280 1 A a DT cord-277648-9kxwkcbl 280 2 list list NN cord-277648-9kxwkcbl 280 3 of of IN cord-277648-9kxwkcbl 280 4 the the DT cord-277648-9kxwkcbl 280 5 marker marker NN cord-277648-9kxwkcbl 280 6 genes gene NNS cord-277648-9kxwkcbl 280 7 used use VBN cord-277648-9kxwkcbl 280 8 for for IN cord-277648-9kxwkcbl 280 9 cell cell NN cord-277648-9kxwkcbl 280 10 type type NN cord-277648-9kxwkcbl 280 11 annotation annotation NN cord-277648-9kxwkcbl 280 12 is be VBZ cord-277648-9kxwkcbl 280 13 available available JJ cord-277648-9kxwkcbl 280 14 in in IN cord-277648-9kxwkcbl 280 15 Supplemental supplemental JJ cord-277648-9kxwkcbl 280 16 Figure Figure NNP cord-277648-9kxwkcbl 280 17 S1 S1 NNP cord-277648-9kxwkcbl 280 18 , , , cord-277648-9kxwkcbl 280 19 along along IN cord-277648-9kxwkcbl 280 20 with with IN cord-277648-9kxwkcbl 280 21 a a DT cord-277648-9kxwkcbl 280 22 visualization visualization NN cord-277648-9kxwkcbl 280 23 of of IN cord-277648-9kxwkcbl 280 24 expression expression NN cord-277648-9kxwkcbl 280 25 levels level NNS cord-277648-9kxwkcbl 280 26 . . . cord-277648-9kxwkcbl 281 1 Following follow VBG cord-277648-9kxwkcbl 281 2 cell cell NN cord-277648-9kxwkcbl 281 3 type type NN cord-277648-9kxwkcbl 281 4 annotation annotation NN cord-277648-9kxwkcbl 281 5 for for IN cord-277648-9kxwkcbl 281 6 the the DT cord-277648-9kxwkcbl 281 7 BALF BALF NNP cord-277648-9kxwkcbl 281 8 , , , cord-277648-9kxwkcbl 281 9 populations population NNS cord-277648-9kxwkcbl 281 10 annotated annotate VBN cord-277648-9kxwkcbl 281 11 as as IN cord-277648-9kxwkcbl 281 12 mononuclear mononuclear JJ cord-277648-9kxwkcbl 281 13 phagocytes phagocyte NNS cord-277648-9kxwkcbl 281 14 ( ( -LRB- cord-277648-9kxwkcbl 281 15 consisting consist VBG cord-277648-9kxwkcbl 281 16 of of IN cord-277648-9kxwkcbl 281 17 one one CD cord-277648-9kxwkcbl 281 18 merged merge VBN cord-277648-9kxwkcbl 281 19 cluster cluster NN cord-277648-9kxwkcbl 281 20 ) ) -RRB- cord-277648-9kxwkcbl 281 21 and and CC cord-277648-9kxwkcbl 281 22 T T NNP cord-277648-9kxwkcbl 281 23 / / SYM cord-277648-9kxwkcbl 281 24 NK NK NNP cord-277648-9kxwkcbl 281 25 cells cell NNS cord-277648-9kxwkcbl 281 26 ( ( -LRB- cord-277648-9kxwkcbl 281 27 consisting consist VBG cord-277648-9kxwkcbl 281 28 of of IN cord-277648-9kxwkcbl 281 29 clusters cluster NNS cord-277648-9kxwkcbl 281 30 annotated annotate VBN cord-277648-9kxwkcbl 281 31 as as IN cord-277648-9kxwkcbl 281 32 " " `` cord-277648-9kxwkcbl 281 33 NK NK NNP cord-277648-9kxwkcbl 281 34 " " '' cord-277648-9kxwkcbl 281 35 , , , cord-277648-9kxwkcbl 281 36 " " `` cord-277648-9kxwkcbl 281 37 Proliferating proliferate VBG cord-277648-9kxwkcbl 281 38 T t NN cord-277648-9kxwkcbl 281 39 " " '' cord-277648-9kxwkcbl 281 40 and and CC cord-277648-9kxwkcbl 281 41 " " `` cord-277648-9kxwkcbl 281 42 Mixed mixed JJ cord-277648-9kxwkcbl 281 43 T t NN cord-277648-9kxwkcbl 281 44 " " '' cord-277648-9kxwkcbl 281 45 cells cell NNS cord-277648-9kxwkcbl 281 46 ) ) -RRB- cord-277648-9kxwkcbl 281 47 were be VBD cord-277648-9kxwkcbl 281 48 separately separately RB cord-277648-9kxwkcbl 281 49 re re VBN cord-277648-9kxwkcbl 281 50 - - VBN cord-277648-9kxwkcbl 281 51 integrated integrate VBN cord-277648-9kxwkcbl 281 52 to to TO cord-277648-9kxwkcbl 281 53 enable enable VB cord-277648-9kxwkcbl 281 54 clustering clustering NN cord-277648-9kxwkcbl 281 55 at at IN cord-277648-9kxwkcbl 281 56 a a DT cord-277648-9kxwkcbl 281 57 finer fine JJR cord-277648-9kxwkcbl 281 58 resolution resolution NN cord-277648-9kxwkcbl 281 59 . . . cord-277648-9kxwkcbl 282 1 For for IN cord-277648-9kxwkcbl 282 2 mononuclear mononuclear JJ cord-277648-9kxwkcbl 282 3 phagocytes phagocyte NNS cord-277648-9kxwkcbl 282 4 , , , cord-277648-9kxwkcbl 282 5 iterative iterative JJ cord-277648-9kxwkcbl 282 6 data data NN cord-277648-9kxwkcbl 282 7 integration integration NN cord-277648-9kxwkcbl 282 8 was be VBD cord-277648-9kxwkcbl 282 9 performed perform VBN cord-277648-9kxwkcbl 282 10 using use VBG cord-277648-9kxwkcbl 282 11 the the DT cord-277648-9kxwkcbl 282 12 integration integration NN cord-277648-9kxwkcbl 282 13 procedure procedure NN cord-277648-9kxwkcbl 282 14 described describe VBN cord-277648-9kxwkcbl 282 15 above above RB cord-277648-9kxwkcbl 282 16 , , , cord-277648-9kxwkcbl 282 17 with with IN cord-277648-9kxwkcbl 282 18 a a DT cord-277648-9kxwkcbl 282 19 k.filter k.filter NNP cord-277648-9kxwkcbl 282 20 parameter parameter NN cord-277648-9kxwkcbl 282 21 of of IN cord-277648-9kxwkcbl 282 22 112 112 CD cord-277648-9kxwkcbl 282 23 for for IN cord-277648-9kxwkcbl 282 24 ' ' `` cord-277648-9kxwkcbl 282 25 FindIntegrationAnchors findintegrationanchor NNS cord-277648-9kxwkcbl 282 26 ' ' POS cord-277648-9kxwkcbl 282 27 and and CC cord-277648-9kxwkcbl 282 28 a a DT cord-277648-9kxwkcbl 282 29 resolution resolution NN cord-277648-9kxwkcbl 282 30 parameter parameter NN cord-277648-9kxwkcbl 282 31 of of IN cord-277648-9kxwkcbl 282 32 0.8 0.8 CD cord-277648-9kxwkcbl 282 33 for for IN cord-277648-9kxwkcbl 282 34 ' ' `` cord-277648-9kxwkcbl 282 35 FindClusters FindClusters NNP cord-277648-9kxwkcbl 282 36 ' ' '' cord-277648-9kxwkcbl 282 37 . . . cord-277648-9kxwkcbl 283 1 The the DT cord-277648-9kxwkcbl 283 2 resulting result VBG cord-277648-9kxwkcbl 283 3 fine fine JJ cord-277648-9kxwkcbl 283 4 - - HYPH cord-277648-9kxwkcbl 283 5 scale scale NN cord-277648-9kxwkcbl 283 6 mononuclear mononuclear JJ cord-277648-9kxwkcbl 283 7 phagocyte phagocyte NN cord-277648-9kxwkcbl 283 8 clusters cluster NNS cord-277648-9kxwkcbl 283 9 were be VBD cord-277648-9kxwkcbl 283 10 left leave VBN cord-277648-9kxwkcbl 283 11 unannotated unannotated JJ cord-277648-9kxwkcbl 283 12 during during IN cord-277648-9kxwkcbl 283 13 further further JJ cord-277648-9kxwkcbl 283 14 analysis analysis NN cord-277648-9kxwkcbl 283 15 , , , cord-277648-9kxwkcbl 283 16 but but CC cord-277648-9kxwkcbl 283 17 were be VBD cord-277648-9kxwkcbl 283 18 tested test VBN cord-277648-9kxwkcbl 283 19 using use VBG cord-277648-9kxwkcbl 283 20 the the DT cord-277648-9kxwkcbl 283 21 BALF BALF NNP cord-277648-9kxwkcbl 283 22 marker marker NN cord-277648-9kxwkcbl 283 23 gene gene NN cord-277648-9kxwkcbl 283 24 panel panel NN cord-277648-9kxwkcbl 283 25 to to TO cord-277648-9kxwkcbl 283 26 identify identify VB cord-277648-9kxwkcbl 283 27 probable probable JJ cord-277648-9kxwkcbl 283 28 doublets doublet NNS cord-277648-9kxwkcbl 283 29 . . . cord-277648-9kxwkcbl 284 1 For for IN cord-277648-9kxwkcbl 284 2 T T NNP cord-277648-9kxwkcbl 284 3 and and CC cord-277648-9kxwkcbl 284 4 NK NK NNP cord-277648-9kxwkcbl 284 5 cells cell NNS cord-277648-9kxwkcbl 284 6 , , , cord-277648-9kxwkcbl 284 7 iterative iterative JJ cord-277648-9kxwkcbl 284 8 data datum NNS cord-277648-9kxwkcbl 284 9 integration integration NN cord-277648-9kxwkcbl 284 10 was be VBD cord-277648-9kxwkcbl 284 11 performed perform VBN cord-277648-9kxwkcbl 284 12 using use VBG cord-277648-9kxwkcbl 284 13 the the DT cord-277648-9kxwkcbl 284 14 integration integration NN cord-277648-9kxwkcbl 284 15 procedure procedure NN cord-277648-9kxwkcbl 284 16 described describe VBN cord-277648-9kxwkcbl 284 17 above above RB cord-277648-9kxwkcbl 284 18 , , , cord-277648-9kxwkcbl 284 19 with with IN cord-277648-9kxwkcbl 284 20 a a DT cord-277648-9kxwkcbl 284 21 k.filter k.filter JJ cord-277648-9kxwkcbl 284 22 parameter parameter NN cord-277648-9kxwkcbl 284 23 of of IN cord-277648-9kxwkcbl 284 24 175 175 CD cord-277648-9kxwkcbl 284 25 and and CC cord-277648-9kxwkcbl 284 26 a a DT cord-277648-9kxwkcbl 284 27 resolution resolution NN cord-277648-9kxwkcbl 284 28 parameter parameter NN cord-277648-9kxwkcbl 284 29 of of IN cord-277648-9kxwkcbl 284 30 0.8 0.8 CD cord-277648-9kxwkcbl 284 31 . . . cord-277648-9kxwkcbl 285 1 In in IN cord-277648-9kxwkcbl 285 2 order order NN cord-277648-9kxwkcbl 285 3 to to TO cord-277648-9kxwkcbl 285 4 filter filter VB cord-277648-9kxwkcbl 285 5 anchors anchor NNS cord-277648-9kxwkcbl 285 6 for for IN cord-277648-9kxwkcbl 285 7 T T NNP cord-277648-9kxwkcbl 285 8 / / SYM cord-277648-9kxwkcbl 285 9 NK NK NNP cord-277648-9kxwkcbl 285 10 re re NN cord-277648-9kxwkcbl 285 11 - - NN cord-277648-9kxwkcbl 285 12 integration integration NN cord-277648-9kxwkcbl 285 13 , , , cord-277648-9kxwkcbl 285 14 one one CD cord-277648-9kxwkcbl 285 15 healthy healthy JJ cord-277648-9kxwkcbl 285 16 control control NN cord-277648-9kxwkcbl 285 17 donor donor NN cord-277648-9kxwkcbl 285 18 ( ( -LRB- cord-277648-9kxwkcbl 285 19 HC2 HC2 NNP cord-277648-9kxwkcbl 285 20 , , , cord-277648-9kxwkcbl 285 21 60 60 CD cord-277648-9kxwkcbl 285 22 cells cell NNS cord-277648-9kxwkcbl 285 23 ) ) -RRB- cord-277648-9kxwkcbl 285 24 and and CC cord-277648-9kxwkcbl 285 25 one one CD cord-277648-9kxwkcbl 285 26 severe severe JJ cord-277648-9kxwkcbl 285 27 donor donor NN cord-277648-9kxwkcbl 285 28 ( ( -LRB- cord-277648-9kxwkcbl 285 29 S3 S3 NNP cord-277648-9kxwkcbl 285 30 , , , cord-277648-9kxwkcbl 285 31 72 72 CD cord-277648-9kxwkcbl 285 32 cells cell NNS cord-277648-9kxwkcbl 285 33 ) ) -RRB- cord-277648-9kxwkcbl 285 34 with with IN cord-277648-9kxwkcbl 285 35 small small JJ cord-277648-9kxwkcbl 285 36 numbers number NNS cord-277648-9kxwkcbl 285 37 of of IN cord-277648-9kxwkcbl 285 38 T T NNP cord-277648-9kxwkcbl 285 39 / / SYM cord-277648-9kxwkcbl 285 40 NK NK NNP cord-277648-9kxwkcbl 285 41 cells cell NNS cord-277648-9kxwkcbl 285 42 were be VBD cord-277648-9kxwkcbl 285 43 excluded exclude VBN cord-277648-9kxwkcbl 285 44 from from IN cord-277648-9kxwkcbl 285 45 the the DT cord-277648-9kxwkcbl 285 46 integration integration NN cord-277648-9kxwkcbl 285 47 and and CC cord-277648-9kxwkcbl 285 48 subsequent subsequent JJ cord-277648-9kxwkcbl 285 49 analysis analysis NN cord-277648-9kxwkcbl 285 50 . . . cord-277648-9kxwkcbl 286 1 T T NNP cord-277648-9kxwkcbl 286 2 and and CC cord-277648-9kxwkcbl 286 3 NK NK NNP cord-277648-9kxwkcbl 286 4 cell cell NN cord-277648-9kxwkcbl 286 5 fine fine JJ cord-277648-9kxwkcbl 286 6 - - HYPH cord-277648-9kxwkcbl 286 7 level level NN cord-277648-9kxwkcbl 286 8 clusters cluster NNS cord-277648-9kxwkcbl 286 9 were be VBD cord-277648-9kxwkcbl 286 10 annotated annotate VBN cord-277648-9kxwkcbl 286 11 according accord VBG cord-277648-9kxwkcbl 286 12 to to IN cord-277648-9kxwkcbl 286 13 a a DT cord-277648-9kxwkcbl 286 14 panel panel NN cord-277648-9kxwkcbl 286 15 of of IN cord-277648-9kxwkcbl 286 16 canonical canonical JJ cord-277648-9kxwkcbl 286 17 T T NNP cord-277648-9kxwkcbl 286 18 and and CC cord-277648-9kxwkcbl 286 19 NK NK NNP cord-277648-9kxwkcbl 286 20 cell cell NN cord-277648-9kxwkcbl 286 21 marker marker NN cord-277648-9kxwkcbl 286 22 genes gene NNS cord-277648-9kxwkcbl 286 23 , , , cord-277648-9kxwkcbl 286 24 available available JJ cord-277648-9kxwkcbl 286 25 in in IN cord-277648-9kxwkcbl 286 26 Supplemental supplemental JJ cord-277648-9kxwkcbl 286 27 Figure Figure NNP cord-277648-9kxwkcbl 286 28 S1 s1 NN cord-277648-9kxwkcbl 286 29 . . . cord-277648-9kxwkcbl 287 1 The the DT cord-277648-9kxwkcbl 287 2 original original JJ cord-277648-9kxwkcbl 287 3 integration integration NN cord-277648-9kxwkcbl 287 4 of of IN cord-277648-9kxwkcbl 287 5 PBMC PBMC NNP cord-277648-9kxwkcbl 287 6 mutli mutli JJ cord-277648-9kxwkcbl 287 7 - - HYPH cord-277648-9kxwkcbl 287 8 donor donor NN cord-277648-9kxwkcbl 287 9 datasets dataset NNS cord-277648-9kxwkcbl 287 10 allowed allow VBD cord-277648-9kxwkcbl 287 11 cell cell NN cord-277648-9kxwkcbl 287 12 type type NN cord-277648-9kxwkcbl 287 13 annotation annotation NN cord-277648-9kxwkcbl 287 14 at at IN cord-277648-9kxwkcbl 287 15 a a DT cord-277648-9kxwkcbl 287 16 fine fine JJ cord-277648-9kxwkcbl 287 17 level level NN cord-277648-9kxwkcbl 287 18 and and CC cord-277648-9kxwkcbl 287 19 did do VBD cord-277648-9kxwkcbl 287 20 not not RB cord-277648-9kxwkcbl 287 21 require require VB cord-277648-9kxwkcbl 287 22 iterative iterative JJ cord-277648-9kxwkcbl 287 23 data datum NNS cord-277648-9kxwkcbl 287 24 integration integration NN cord-277648-9kxwkcbl 287 25 . . . cord-277648-9kxwkcbl 288 1 Compositional compositional JJ cord-277648-9kxwkcbl 288 2 changes change NNS cord-277648-9kxwkcbl 288 3 across across IN cord-277648-9kxwkcbl 288 4 disease disease NN cord-277648-9kxwkcbl 288 5 severity severity NN cord-277648-9kxwkcbl 288 6 categories category NNS cord-277648-9kxwkcbl 288 7 were be VBD cord-277648-9kxwkcbl 288 8 assessed assess VBN cord-277648-9kxwkcbl 288 9 for for IN cord-277648-9kxwkcbl 288 10 BALF BALF NNP cord-277648-9kxwkcbl 288 11 and and CC cord-277648-9kxwkcbl 288 12 PBMC PBMC NNP cord-277648-9kxwkcbl 288 13 datasets dataset NNS cord-277648-9kxwkcbl 288 14 separately separately RB cord-277648-9kxwkcbl 288 15 using use VBG cord-277648-9kxwkcbl 288 16 : : : cord-277648-9kxwkcbl 288 17 1 1 LS cord-277648-9kxwkcbl 288 18 ) ) -RRB- cord-277648-9kxwkcbl 288 19 donor donor NN cord-277648-9kxwkcbl 288 20 - - HYPH cord-277648-9kxwkcbl 288 21 specific specific JJ cord-277648-9kxwkcbl 288 22 fractional fractional JJ cord-277648-9kxwkcbl 288 23 contributions contribution NNS cord-277648-9kxwkcbl 288 24 to to IN cord-277648-9kxwkcbl 288 25 each each DT cord-277648-9kxwkcbl 288 26 cell cell NN cord-277648-9kxwkcbl 288 27 type type NN cord-277648-9kxwkcbl 288 28 in in IN cord-277648-9kxwkcbl 288 29 the the DT cord-277648-9kxwkcbl 288 30 total total JJ cord-277648-9kxwkcbl 288 31 pool pool NN cord-277648-9kxwkcbl 288 32 of of IN cord-277648-9kxwkcbl 288 33 cells cell NNS cord-277648-9kxwkcbl 288 34 recovered recover VBN cord-277648-9kxwkcbl 288 35 from from IN cord-277648-9kxwkcbl 288 36 all all DT cord-277648-9kxwkcbl 288 37 donors donor NNS cord-277648-9kxwkcbl 288 38 , , , cord-277648-9kxwkcbl 288 39 2 2 CD cord-277648-9kxwkcbl 288 40 ) ) -RRB- cord-277648-9kxwkcbl 288 41 donor donor NN cord-277648-9kxwkcbl 288 42 - - HYPH cord-277648-9kxwkcbl 288 43 specific specific JJ cord-277648-9kxwkcbl 288 44 percentages percentage NNS cord-277648-9kxwkcbl 288 45 of of IN cord-277648-9kxwkcbl 288 46 cell cell NN cord-277648-9kxwkcbl 288 47 types type NNS cord-277648-9kxwkcbl 288 48 comprising comprise VBG cord-277648-9kxwkcbl 288 49 each each DT cord-277648-9kxwkcbl 288 50 pool pool NN cord-277648-9kxwkcbl 288 51 of of IN cord-277648-9kxwkcbl 288 52 cells cell NNS cord-277648-9kxwkcbl 288 53 recovered recover VBN cord-277648-9kxwkcbl 288 54 from from IN cord-277648-9kxwkcbl 288 55 individual individual JJ cord-277648-9kxwkcbl 288 56 donor donor NN cord-277648-9kxwkcbl 288 57 severity severity NN cord-277648-9kxwkcbl 288 58 conditions condition NNS cord-277648-9kxwkcbl 288 59 ( ( -LRB- cord-277648-9kxwkcbl 288 60 severe severe JJ cord-277648-9kxwkcbl 288 61 , , , cord-277648-9kxwkcbl 288 62 moderate moderate JJ cord-277648-9kxwkcbl 288 63 , , , cord-277648-9kxwkcbl 288 64 or or CC cord-277648-9kxwkcbl 288 65 healthy healthy JJ cord-277648-9kxwkcbl 288 66 control control NN cord-277648-9kxwkcbl 288 67 for for IN cord-277648-9kxwkcbl 288 68 BALF BALF NNP cord-277648-9kxwkcbl 288 69 , , , cord-277648-9kxwkcbl 288 70 ARDS ARDS NNP cord-277648-9kxwkcbl 288 71 , , , cord-277648-9kxwkcbl 288 72 non non NNP cord-277648-9kxwkcbl 288 73 - - NNP cord-277648-9kxwkcbl 288 74 ARDS ARDS NNP cord-277648-9kxwkcbl 288 75 , , , cord-277648-9kxwkcbl 288 76 or or CC cord-277648-9kxwkcbl 288 77 healthy healthy JJ cord-277648-9kxwkcbl 288 78 control control NN cord-277648-9kxwkcbl 288 79 for for IN cord-277648-9kxwkcbl 288 80 PBMCs PBMCs NNP cord-277648-9kxwkcbl 288 81 ) ) -RRB- cord-277648-9kxwkcbl 288 82 , , , cord-277648-9kxwkcbl 288 83 and and CC cord-277648-9kxwkcbl 288 84 3 3 LS cord-277648-9kxwkcbl 288 85 ) ) -RRB- cord-277648-9kxwkcbl 288 86 percentages percentage NNS cord-277648-9kxwkcbl 288 87 of of IN cord-277648-9kxwkcbl 288 88 cell cell NN cord-277648-9kxwkcbl 288 89 types type NNS cord-277648-9kxwkcbl 288 90 in in IN cord-277648-9kxwkcbl 288 91 each each DT cord-277648-9kxwkcbl 288 92 donor donor NN cord-277648-9kxwkcbl 288 93 sample sample NN cord-277648-9kxwkcbl 288 94 z z NN cord-277648-9kxwkcbl 288 95 - - : cord-277648-9kxwkcbl 288 96 scored score VBN cord-277648-9kxwkcbl 288 97 across across IN cord-277648-9kxwkcbl 288 98 donors donor NNS cord-277648-9kxwkcbl 288 99 . . . cord-277648-9kxwkcbl 289 1 Here here RB cord-277648-9kxwkcbl 289 2 , , , cord-277648-9kxwkcbl 289 3 we -PRON- PRP cord-277648-9kxwkcbl 289 4 did do VBD cord-277648-9kxwkcbl 289 5 not not RB cord-277648-9kxwkcbl 289 6 employ employ VB cord-277648-9kxwkcbl 289 7 low low RB cord-277648-9kxwkcbl 289 8 - - HYPH cord-277648-9kxwkcbl 289 9 powered powered JJ cord-277648-9kxwkcbl 289 10 statistical statistical JJ cord-277648-9kxwkcbl 289 11 tests test NNS cord-277648-9kxwkcbl 289 12 but but CC cord-277648-9kxwkcbl 289 13 instead instead RB cord-277648-9kxwkcbl 289 14 sought seek VBD cord-277648-9kxwkcbl 289 15 to to TO cord-277648-9kxwkcbl 289 16 use use VB cord-277648-9kxwkcbl 289 17 method method NN cord-277648-9kxwkcbl 289 18 3 3 CD cord-277648-9kxwkcbl 289 19 to to TO cord-277648-9kxwkcbl 289 20 highlight highlight VB cord-277648-9kxwkcbl 289 21 donor donor NN cord-277648-9kxwkcbl 289 22 - - HYPH cord-277648-9kxwkcbl 289 23 to to IN cord-277648-9kxwkcbl 289 24 - - HYPH cord-277648-9kxwkcbl 289 25 donor donor NN cord-277648-9kxwkcbl 289 26 variation variation NN cord-277648-9kxwkcbl 289 27 in in IN cord-277648-9kxwkcbl 289 28 cell cell NN cord-277648-9kxwkcbl 289 29 type type NN cord-277648-9kxwkcbl 289 30 composition composition NN cord-277648-9kxwkcbl 289 31 and and CC cord-277648-9kxwkcbl 289 32 identify identify VB cord-277648-9kxwkcbl 289 33 robust robust JJ cord-277648-9kxwkcbl 289 34 trends trend NNS cord-277648-9kxwkcbl 289 35 across across IN cord-277648-9kxwkcbl 289 36 donors donor NNS cord-277648-9kxwkcbl 289 37 indicating indicate VBG cord-277648-9kxwkcbl 289 38 possible possible JJ cord-277648-9kxwkcbl 289 39 expansion expansion NN cord-277648-9kxwkcbl 289 40 or or CC cord-277648-9kxwkcbl 289 41 cytopenia cytopenia NNP cord-277648-9kxwkcbl 289 42 . . . cord-277648-9kxwkcbl 290 1 Differential differential JJ cord-277648-9kxwkcbl 290 2 expression expression NN cord-277648-9kxwkcbl 290 3 analysis analysis NN cord-277648-9kxwkcbl 290 4 was be VBD cord-277648-9kxwkcbl 290 5 performed perform VBN cord-277648-9kxwkcbl 290 6 in in IN cord-277648-9kxwkcbl 290 7 Seurat Seurat NNP cord-277648-9kxwkcbl 290 8 using use VBG cord-277648-9kxwkcbl 290 9 the the DT cord-277648-9kxwkcbl 290 10 ' ' `` cord-277648-9kxwkcbl 290 11 FindMarkers FindMarkers NNP cord-277648-9kxwkcbl 290 12 ' ' POS cord-277648-9kxwkcbl 290 13 function function NN cord-277648-9kxwkcbl 290 14 utilizing utilize VBG cord-277648-9kxwkcbl 290 15 model model NN cord-277648-9kxwkcbl 290 16 - - HYPH cord-277648-9kxwkcbl 290 17 based base VBN cord-277648-9kxwkcbl 290 18 analysis analysis NN cord-277648-9kxwkcbl 290 19 of of IN cord-277648-9kxwkcbl 290 20 single single JJ cord-277648-9kxwkcbl 290 21 - - HYPH cord-277648-9kxwkcbl 290 22 cell cell NN cord-277648-9kxwkcbl 290 23 transcriptomics transcriptomic NNS cord-277648-9kxwkcbl 290 24 ( ( -LRB- cord-277648-9kxwkcbl 290 25 MAST MAST NNP cord-277648-9kxwkcbl 290 26 ) ) -RRB- cord-277648-9kxwkcbl 290 27 statistical statistical JJ cord-277648-9kxwkcbl 290 28 framework framework NN cord-277648-9kxwkcbl 290 29 through through IN cord-277648-9kxwkcbl 290 30 the the DT cord-277648-9kxwkcbl 290 31 " " `` cord-277648-9kxwkcbl 290 32 MAST mast NN cord-277648-9kxwkcbl 290 33 " " '' cord-277648-9kxwkcbl 290 34 R r NN cord-277648-9kxwkcbl 290 35 package package NN cord-277648-9kxwkcbl 290 36 ( ( -LRB- cord-277648-9kxwkcbl 290 37 v. v. NN cord-277648-9kxwkcbl 290 38 3.11 3.11 CD cord-277648-9kxwkcbl 290 39 ) ) -RRB- cord-277648-9kxwkcbl 290 40 [ [ -LRB- cord-277648-9kxwkcbl 290 41 66 66 CD cord-277648-9kxwkcbl 290 42 ] ] -RRB- cord-277648-9kxwkcbl 290 43 . . . cord-277648-9kxwkcbl 291 1 Differential differential JJ cord-277648-9kxwkcbl 291 2 expression expression NN cord-277648-9kxwkcbl 291 3 analysis analysis NN cord-277648-9kxwkcbl 291 4 was be VBD cord-277648-9kxwkcbl 291 5 conducted conduct VBN cord-277648-9kxwkcbl 291 6 for for IN cord-277648-9kxwkcbl 291 7 all all DT cord-277648-9kxwkcbl 291 8 cell cell NN cord-277648-9kxwkcbl 291 9 types type NNS cord-277648-9kxwkcbl 291 10 in in IN cord-277648-9kxwkcbl 291 11 the the DT cord-277648-9kxwkcbl 291 12 integrated integrate VBN cord-277648-9kxwkcbl 291 13 BALF BALF NNP cord-277648-9kxwkcbl 291 14 dataset dataset NN cord-277648-9kxwkcbl 291 15 across across IN cord-277648-9kxwkcbl 291 16 three three CD cord-277648-9kxwkcbl 291 17 permutations permutation NNS cord-277648-9kxwkcbl 291 18 of of IN cord-277648-9kxwkcbl 291 19 donor donor NN cord-277648-9kxwkcbl 291 20 groups group NNS cord-277648-9kxwkcbl 291 21 : : : cord-277648-9kxwkcbl 291 22 severe severe JJ cord-277648-9kxwkcbl 291 23 vs. vs. FW cord-277648-9kxwkcbl 291 24 moderate moderate JJ cord-277648-9kxwkcbl 291 25 , , , cord-277648-9kxwkcbl 291 26 moderate moderate JJ cord-277648-9kxwkcbl 291 27 vs. vs. CC cord-277648-9kxwkcbl 291 28 control control NN cord-277648-9kxwkcbl 291 29 , , , cord-277648-9kxwkcbl 291 30 and and CC cord-277648-9kxwkcbl 291 31 severe severe JJ cord-277648-9kxwkcbl 291 32 vs. vs. NN cord-277648-9kxwkcbl 291 33 control control NN cord-277648-9kxwkcbl 291 34 . . . cord-277648-9kxwkcbl 292 1 For for IN cord-277648-9kxwkcbl 292 2 all all DT cord-277648-9kxwkcbl 292 3 cell cell NN cord-277648-9kxwkcbl 292 4 types type NNS cord-277648-9kxwkcbl 292 5 in in IN cord-277648-9kxwkcbl 292 6 the the DT cord-277648-9kxwkcbl 292 7 PBMC PBMC NNP cord-277648-9kxwkcbl 292 8 dataset dataset NN cord-277648-9kxwkcbl 292 9 , , , cord-277648-9kxwkcbl 292 10 differential differential JJ cord-277648-9kxwkcbl 292 11 expression expression NN cord-277648-9kxwkcbl 292 12 analysis analysis NN cord-277648-9kxwkcbl 292 13 was be VBD cord-277648-9kxwkcbl 292 14 conducted conduct VBN cord-277648-9kxwkcbl 292 15 across across IN cord-277648-9kxwkcbl 292 16 three three CD cord-277648-9kxwkcbl 292 17 permutations permutation NNS cord-277648-9kxwkcbl 292 18 of of IN cord-277648-9kxwkcbl 292 19 donor donor NN cord-277648-9kxwkcbl 292 20 groups group NNS cord-277648-9kxwkcbl 292 21 : : : cord-277648-9kxwkcbl 292 22 ARDS ARDS NNP cord-277648-9kxwkcbl 292 23 vs. vs. IN cord-277648-9kxwkcbl 292 24 non non NNP cord-277648-9kxwkcbl 292 25 - - NNP cord-277648-9kxwkcbl 292 26 ARDS ARDS NNP cord-277648-9kxwkcbl 292 27 , , , cord-277648-9kxwkcbl 292 28 non non NNP cord-277648-9kxwkcbl 292 29 - - JJ cord-277648-9kxwkcbl 292 30 ARDS ARDS NNP cord-277648-9kxwkcbl 292 31 vs. vs. IN cord-277648-9kxwkcbl 292 32 control control NN cord-277648-9kxwkcbl 292 33 , , , cord-277648-9kxwkcbl 292 34 and and CC cord-277648-9kxwkcbl 292 35 ARDS ARDS NNP cord-277648-9kxwkcbl 292 36 vs. vs. CC cord-277648-9kxwkcbl 292 37 control control NN cord-277648-9kxwkcbl 292 38 Significantly significantly RB cord-277648-9kxwkcbl 292 39 differentially differentially RB cord-277648-9kxwkcbl 292 40 expressed express VBN cord-277648-9kxwkcbl 292 41 genes gene NNS cord-277648-9kxwkcbl 292 42 ( ( -LRB- cord-277648-9kxwkcbl 292 43 DEGs deg NNS cord-277648-9kxwkcbl 292 44 ) ) -RRB- cord-277648-9kxwkcbl 292 45 are be VBP cord-277648-9kxwkcbl 292 46 indicated indicate VBN cord-277648-9kxwkcbl 292 47 by by IN cord-277648-9kxwkcbl 292 48 having have VBG cord-277648-9kxwkcbl 292 49 a a DT cord-277648-9kxwkcbl 292 50 MAST mast NN cord-277648-9kxwkcbl 292 51 adjusted adjust VBN cord-277648-9kxwkcbl 292 52 p<0.05 p<0.05 NN cord-277648-9kxwkcbl 292 53 and and CC cord-277648-9kxwkcbl 292 54 a a DT cord-277648-9kxwkcbl 292 55 natural natural JJ cord-277648-9kxwkcbl 292 56 log log NN cord-277648-9kxwkcbl 292 57 fold fold NN cord-277648-9kxwkcbl 292 58 change change NN cord-277648-9kxwkcbl 292 59 threshold threshold NN cord-277648-9kxwkcbl 292 60 of of IN cord-277648-9kxwkcbl 292 61 0.25 0.25 CD cord-277648-9kxwkcbl 292 62 was be VBD cord-277648-9kxwkcbl 292 63 applied apply VBN cord-277648-9kxwkcbl 292 64 . . . cord-277648-9kxwkcbl 293 1 The the DT cord-277648-9kxwkcbl 293 2 identification identification NN cord-277648-9kxwkcbl 293 3 of of IN cord-277648-9kxwkcbl 293 4 cell cell NN cord-277648-9kxwkcbl 293 5 surface surface NN cord-277648-9kxwkcbl 293 6 markers marker NNS cord-277648-9kxwkcbl 293 7 indicative indicative JJ cord-277648-9kxwkcbl 293 8 of of IN cord-277648-9kxwkcbl 293 9 severe severe JJ cord-277648-9kxwkcbl 293 10 disease disease NN cord-277648-9kxwkcbl 293 11 was be VBD cord-277648-9kxwkcbl 293 12 performed perform VBN cord-277648-9kxwkcbl 293 13 by by IN cord-277648-9kxwkcbl 293 14 crossreferencing crossreference VBG cord-277648-9kxwkcbl 293 15 all all DT cord-277648-9kxwkcbl 293 16 DEGs deg NNS cord-277648-9kxwkcbl 293 17 across across IN cord-277648-9kxwkcbl 293 18 disease disease NN cord-277648-9kxwkcbl 293 19 severity severity NN cord-277648-9kxwkcbl 293 20 levels level NNS cord-277648-9kxwkcbl 293 21 in in IN cord-277648-9kxwkcbl 293 22 the the DT cord-277648-9kxwkcbl 293 23 integrated integrate VBN cord-277648-9kxwkcbl 293 24 BALF BALF NNP cord-277648-9kxwkcbl 293 25 and and CC cord-277648-9kxwkcbl 293 26 PBMC PBMC NNP cord-277648-9kxwkcbl 293 27 datasets dataset NNS cord-277648-9kxwkcbl 293 28 with with IN cord-277648-9kxwkcbl 293 29 entries entry NNS cord-277648-9kxwkcbl 293 30 in in IN cord-277648-9kxwkcbl 293 31 the the DT cord-277648-9kxwkcbl 293 32 Cell Cell NNP cord-277648-9kxwkcbl 293 33 Surface Surface NNP cord-277648-9kxwkcbl 293 34 Protein Protein NNP cord-277648-9kxwkcbl 293 35 Atlas Atlas NNP cord-277648-9kxwkcbl 293 36 ( ( -LRB- cord-277648-9kxwkcbl 293 37 CSPA CSPA NNP cord-277648-9kxwkcbl 293 38 ) ) -RRB- cord-277648-9kxwkcbl 293 39 [ [ -LRB- cord-277648-9kxwkcbl 293 40 38 38 CD cord-277648-9kxwkcbl 293 41 ] ] -RRB- cord-277648-9kxwkcbl 293 42 . . . cord-277648-9kxwkcbl 294 1 DEGs DEGs NNP cord-277648-9kxwkcbl 294 2 were be VBD cord-277648-9kxwkcbl 294 3 considered consider VBN cord-277648-9kxwkcbl 294 4 to to TO cord-277648-9kxwkcbl 294 5 be be VB cord-277648-9kxwkcbl 294 6 differentially differentially RB cord-277648-9kxwkcbl 294 7 expressed express VBN cord-277648-9kxwkcbl 294 8 surface surface NN cord-277648-9kxwkcbl 294 9 markers marker NNS cord-277648-9kxwkcbl 294 10 if if IN cord-277648-9kxwkcbl 294 11 they -PRON- PRP cord-277648-9kxwkcbl 294 12 were be VBD cord-277648-9kxwkcbl 294 13 included include VBN cord-277648-9kxwkcbl 294 14 in in IN cord-277648-9kxwkcbl 294 15 the the DT cord-277648-9kxwkcbl 294 16 " " `` cord-277648-9kxwkcbl 294 17 high high JJ cord-277648-9kxwkcbl 294 18 confidence confidence NN cord-277648-9kxwkcbl 294 19 " " '' cord-277648-9kxwkcbl 294 20 CSPA CSPA NNP cord-277648-9kxwkcbl 294 21 category category NN cord-277648-9kxwkcbl 294 22 and and CC cord-277648-9kxwkcbl 294 23 showed show VBD cord-277648-9kxwkcbl 294 24 significant significant JJ cord-277648-9kxwkcbl 294 25 differential differential JJ cord-277648-9kxwkcbl 294 26 expression expression NN cord-277648-9kxwkcbl 294 27 ( ( -LRB- cord-277648-9kxwkcbl 294 28 adjusted adjust VBN cord-277648-9kxwkcbl 294 29 p<0.05 p<0.05 CD cord-277648-9kxwkcbl 294 30 ) ) -RRB- cord-277648-9kxwkcbl 294 31 with with IN cord-277648-9kxwkcbl 294 32 an an DT cord-277648-9kxwkcbl 294 33 absolute absolute JJ cord-277648-9kxwkcbl 294 34 value value NN cord-277648-9kxwkcbl 294 35 average average JJ cord-277648-9kxwkcbl 294 36 natural natural JJ cord-277648-9kxwkcbl 294 37 log log NN cord-277648-9kxwkcbl 294 38 fold fold NN cord-277648-9kxwkcbl 294 39 change change NN cord-277648-9kxwkcbl 294 40 greater great JJR cord-277648-9kxwkcbl 294 41 than than IN cord-277648-9kxwkcbl 294 42 0.693 0.693 CD cord-277648-9kxwkcbl 294 43 ( ( -LRB- cord-277648-9kxwkcbl 294 44 or or CC cord-277648-9kxwkcbl 294 45 log log VB cord-277648-9kxwkcbl 294 46 2 2 CD cord-277648-9kxwkcbl 294 47 fold fold NN cord-277648-9kxwkcbl 294 48 change change NN cord-277648-9kxwkcbl 294 49 > > XX cord-277648-9kxwkcbl 294 50 1 1 CD cord-277648-9kxwkcbl 294 51 ) ) -RRB- cord-277648-9kxwkcbl 294 52 . . . cord-277648-9kxwkcbl 295 1 Differentially differentially RB cord-277648-9kxwkcbl 295 2 expressed express VBN cord-277648-9kxwkcbl 295 3 surface surface NN cord-277648-9kxwkcbl 295 4 markers marker NNS cord-277648-9kxwkcbl 295 5 were be VBD cord-277648-9kxwkcbl 295 6 further further RB cord-277648-9kxwkcbl 295 7 analyzed analyze VBN cord-277648-9kxwkcbl 295 8 to to TO cord-277648-9kxwkcbl 295 9 verify verify VB cord-277648-9kxwkcbl 295 10 low low JJ cord-277648-9kxwkcbl 295 11 expression expression NN cord-277648-9kxwkcbl 295 12 in in IN cord-277648-9kxwkcbl 295 13 moderate moderate JJ cord-277648-9kxwkcbl 295 14 or or CC cord-277648-9kxwkcbl 295 15 non non JJ cord-277648-9kxwkcbl 295 16 - - JJ cord-277648-9kxwkcbl 295 17 ARDS ARDS NNP cord-277648-9kxwkcbl 295 18 and and CC cord-277648-9kxwkcbl 295 19 control control NN cord-277648-9kxwkcbl 295 20 donor donor NN cord-277648-9kxwkcbl 295 21 samples sample NNS cord-277648-9kxwkcbl 295 22 . . . cord-277648-9kxwkcbl 296 1 Finally finally RB cord-277648-9kxwkcbl 296 2 , , , cord-277648-9kxwkcbl 296 3 differentially differentially RB cord-277648-9kxwkcbl 296 4 expressed express VBN cord-277648-9kxwkcbl 296 5 surface surface NN cord-277648-9kxwkcbl 296 6 markers marker NNS cord-277648-9kxwkcbl 296 7 were be VBD cord-277648-9kxwkcbl 296 8 verified verify VBN cord-277648-9kxwkcbl 296 9 to to TO cord-277648-9kxwkcbl 296 10 be be VB cord-277648-9kxwkcbl 296 11 expressed express VBN cord-277648-9kxwkcbl 296 12 in in IN cord-277648-9kxwkcbl 296 13 the the DT cord-277648-9kxwkcbl 296 14 cell cell NN cord-277648-9kxwkcbl 296 15 type type NN cord-277648-9kxwkcbl 296 16 indicated indicate VBN cord-277648-9kxwkcbl 296 17 by by IN cord-277648-9kxwkcbl 296 18 our -PRON- PRP$ cord-277648-9kxwkcbl 296 19 data datum NNS cord-277648-9kxwkcbl 296 20 by by IN cord-277648-9kxwkcbl 296 21 cross cross NN cord-277648-9kxwkcbl 296 22 referencing reference VBG cord-277648-9kxwkcbl 296 23 with with IN cord-277648-9kxwkcbl 296 24 the the DT cord-277648-9kxwkcbl 296 25 Immune Immune NNP cord-277648-9kxwkcbl 296 26 Cell Cell NNP cord-277648-9kxwkcbl 296 27 Atlas Atlas NNP cord-277648-9kxwkcbl 296 28 human human JJ cord-277648-9kxwkcbl 296 29 bulk bulk NN cord-277648-9kxwkcbl 296 30 RNA RNA NNP cord-277648-9kxwkcbl 296 31 - - HYPH cord-277648-9kxwkcbl 296 32 seq seq NNP cord-277648-9kxwkcbl 296 33 data datum NNS cord-277648-9kxwkcbl 296 34 [ [ -LRB- cord-277648-9kxwkcbl 296 35 39 39 CD cord-277648-9kxwkcbl 296 36 , , , cord-277648-9kxwkcbl 296 37 40 40 CD cord-277648-9kxwkcbl 296 38 ] ] -RRB- cord-277648-9kxwkcbl 296 39 . . . cord-277648-9kxwkcbl 297 1 Gene gene NN cord-277648-9kxwkcbl 297 2 set set VBD cord-277648-9kxwkcbl 297 3 enrichment enrichment NN cord-277648-9kxwkcbl 297 4 analysis analysis NN cord-277648-9kxwkcbl 297 5 ( ( -LRB- cord-277648-9kxwkcbl 297 6 GSEA GSEA NNP cord-277648-9kxwkcbl 297 7 ) ) -RRB- cord-277648-9kxwkcbl 298 1 [ [ -LRB- cord-277648-9kxwkcbl 298 2 67 67 CD cord-277648-9kxwkcbl 298 3 ] ] -RRB- cord-277648-9kxwkcbl 298 4 was be VBD cord-277648-9kxwkcbl 298 5 performed perform VBN cord-277648-9kxwkcbl 298 6 using use VBG cord-277648-9kxwkcbl 298 7 the the DT cord-277648-9kxwkcbl 298 8 " " `` cord-277648-9kxwkcbl 298 9 fgsea fgsea NN cord-277648-9kxwkcbl 298 10 " " '' cord-277648-9kxwkcbl 298 11 package package NN cord-277648-9kxwkcbl 298 12 ( ( -LRB- cord-277648-9kxwkcbl 298 13 v. v. NN cord-277648-9kxwkcbl 298 14 1.12.0 1.12.0 CD cord-277648-9kxwkcbl 298 15 ) ) -RRB- cord-277648-9kxwkcbl 299 1 [ [ -LRB- cord-277648-9kxwkcbl 299 2 68 68 CD cord-277648-9kxwkcbl 299 3 ] ] -RRB- cord-277648-9kxwkcbl 300 1 in in IN cord-277648-9kxwkcbl 300 2 R. R. NNP cord-277648-9kxwkcbl 300 3 Differentially differentially RB cord-277648-9kxwkcbl 300 4 expressed express VBD cord-277648-9kxwkcbl 300 5 gene gene NN cord-277648-9kxwkcbl 300 6 lists list NNS cord-277648-9kxwkcbl 300 7 generated generate VBN cord-277648-9kxwkcbl 300 8 using use VBG cord-277648-9kxwkcbl 300 9 MAST MAST NNP cord-277648-9kxwkcbl 300 10 were be VBD cord-277648-9kxwkcbl 300 11 ranked rank VBN cord-277648-9kxwkcbl 300 12 by by IN cord-277648-9kxwkcbl 300 13 -log10(p -log10(p ADD cord-277648-9kxwkcbl 300 14 ) ) -RRB- cord-277648-9kxwkcbl 300 15 multiplied multiply VBN cord-277648-9kxwkcbl 300 16 by by IN cord-277648-9kxwkcbl 300 17 the the DT cord-277648-9kxwkcbl 300 18 sign sign NN cord-277648-9kxwkcbl 300 19 of of IN cord-277648-9kxwkcbl 300 20 the the DT cord-277648-9kxwkcbl 300 21 average average JJ cord-277648-9kxwkcbl 300 22 natural natural JJ cord-277648-9kxwkcbl 300 23 log log NN cord-277648-9kxwkcbl 300 24 change change NN cord-277648-9kxwkcbl 300 25 , , , cord-277648-9kxwkcbl 300 26 as as IN cord-277648-9kxwkcbl 300 27 previously previously RB cord-277648-9kxwkcbl 300 28 demonstrated demonstrate VBN cord-277648-9kxwkcbl 300 29 in in IN cord-277648-9kxwkcbl 300 30 Debski Debski NNP cord-277648-9kxwkcbl 300 31 et et NNP cord-277648-9kxwkcbl 300 32 al al NNP cord-277648-9kxwkcbl 300 33 . . . cord-277648-9kxwkcbl 301 1 and and CC cord-277648-9kxwkcbl 301 2 Riemand Riemand NNP cord-277648-9kxwkcbl 301 3 et et NNP cord-277648-9kxwkcbl 301 4 al al NNP cord-277648-9kxwkcbl 301 5 . . . cord-277648-9kxwkcbl 302 1 [ [ -LRB- cord-277648-9kxwkcbl 302 2 69 69 CD cord-277648-9kxwkcbl 302 3 , , , cord-277648-9kxwkcbl 302 4 70 70 CD cord-277648-9kxwkcbl 302 5 ] ] -RRB- cord-277648-9kxwkcbl 302 6 , , , cord-277648-9kxwkcbl 302 7 using use VBG cord-277648-9kxwkcbl 302 8 the the DT cord-277648-9kxwkcbl 302 9 MAST mast NN cord-277648-9kxwkcbl 302 10 adjusted adjust VBN cord-277648-9kxwkcbl 302 11 p p NN cord-277648-9kxwkcbl 302 12 - - HYPH cord-277648-9kxwkcbl 302 13 value value NN cord-277648-9kxwkcbl 302 14 . . . cord-277648-9kxwkcbl 303 1 Average average JJ cord-277648-9kxwkcbl 303 2 natural natural JJ cord-277648-9kxwkcbl 303 3 log log NN cord-277648-9kxwkcbl 303 4 fold fold NN cord-277648-9kxwkcbl 303 5 change change NN cord-277648-9kxwkcbl 303 6 was be VBD cord-277648-9kxwkcbl 303 7 used use VBN cord-277648-9kxwkcbl 303 8 to to TO cord-277648-9kxwkcbl 303 9 break break VB cord-277648-9kxwkcbl 303 10 ranking rank VBG cord-277648-9kxwkcbl 303 11 ties tie NNS cord-277648-9kxwkcbl 303 12 and and CC cord-277648-9kxwkcbl 303 13 this this DT cord-277648-9kxwkcbl 303 14 value value NN cord-277648-9kxwkcbl 303 15 also also RB cord-277648-9kxwkcbl 303 16 served serve VBD cord-277648-9kxwkcbl 303 17 as as IN cord-277648-9kxwkcbl 303 18 an an DT cord-277648-9kxwkcbl 303 19 input input NN cord-277648-9kxwkcbl 303 20 to to IN cord-277648-9kxwkcbl 303 21 GSEA GSEA NNP cord-277648-9kxwkcbl 303 22 to to TO cord-277648-9kxwkcbl 303 23 quantify quantify VB cord-277648-9kxwkcbl 303 24 the the DT cord-277648-9kxwkcbl 303 25 correlation correlation NN cord-277648-9kxwkcbl 303 26 between between IN cord-277648-9kxwkcbl 303 27 the the DT cord-277648-9kxwkcbl 303 28 gene gene NN cord-277648-9kxwkcbl 303 29 and and CC cord-277648-9kxwkcbl 303 30 phenotype phenotype NN cord-277648-9kxwkcbl 303 31 , , , cord-277648-9kxwkcbl 303 32 as as IN cord-277648-9kxwkcbl 303 33 -log10(p -log10(p NNP cord-277648-9kxwkcbl 303 34 ) ) -RRB- cord-277648-9kxwkcbl 303 35 values value NNS cord-277648-9kxwkcbl 303 36 become become VBP cord-277648-9kxwkcbl 303 37 arbitrarily arbitrarily RB cord-277648-9kxwkcbl 303 38 large large JJ cord-277648-9kxwkcbl 303 39 . . . cord-277648-9kxwkcbl 304 1 GSEA gsea NN cord-277648-9kxwkcbl 304 2 results result NNS cord-277648-9kxwkcbl 304 3 were be VBD cord-277648-9kxwkcbl 304 4 interpreted interpret VBN cord-277648-9kxwkcbl 304 5 according accord VBG cord-277648-9kxwkcbl 304 6 to to IN cord-277648-9kxwkcbl 304 7 normalized normalized JJ cord-277648-9kxwkcbl 304 8 enrichment enrichment NN cord-277648-9kxwkcbl 304 9 score score NN cord-277648-9kxwkcbl 304 10 ( ( -LRB- cord-277648-9kxwkcbl 304 11 NES NES NNP cord-277648-9kxwkcbl 304 12 ) ) -RRB- cord-277648-9kxwkcbl 304 13 and and CC cord-277648-9kxwkcbl 304 14 an an DT cord-277648-9kxwkcbl 304 15 adjusted adjusted JJ cord-277648-9kxwkcbl 304 16 p p NN cord-277648-9kxwkcbl 304 17 - - HYPH cord-277648-9kxwkcbl 304 18 value value NN cord-277648-9kxwkcbl 304 19 , , , cord-277648-9kxwkcbl 304 20 with with IN cord-277648-9kxwkcbl 304 21 a a DT cord-277648-9kxwkcbl 304 22 p<0.05 p<0.05 CD cord-277648-9kxwkcbl 304 23 significance significance NN cord-277648-9kxwkcbl 304 24 threshold threshold NN cord-277648-9kxwkcbl 304 25 . . . cord-277648-9kxwkcbl 305 1 Pathways pathway NNS cord-277648-9kxwkcbl 305 2 with with IN cord-277648-9kxwkcbl 305 3 positive positive JJ cord-277648-9kxwkcbl 305 4 NES NES NNP cord-277648-9kxwkcbl 305 5 were be VBD cord-277648-9kxwkcbl 305 6 defined define VBN cord-277648-9kxwkcbl 305 7 throughout throughout IN cord-277648-9kxwkcbl 305 8 the the DT cord-277648-9kxwkcbl 305 9 text text NN cord-277648-9kxwkcbl 305 10 as as IN cord-277648-9kxwkcbl 305 11 " " `` cord-277648-9kxwkcbl 305 12 enriched enrich VBN cord-277648-9kxwkcbl 305 13 " " '' cord-277648-9kxwkcbl 305 14 and and CC cord-277648-9kxwkcbl 305 15 pathways pathway NNS cord-277648-9kxwkcbl 305 16 with with IN cord-277648-9kxwkcbl 305 17 negative negative JJ cord-277648-9kxwkcbl 305 18 NES NES NNP cord-277648-9kxwkcbl 305 19 were be VBD cord-277648-9kxwkcbl 305 20 defined define VBN cord-277648-9kxwkcbl 305 21 as as IN cord-277648-9kxwkcbl 305 22 " " `` cord-277648-9kxwkcbl 305 23 depleted deplete VBN cord-277648-9kxwkcbl 305 24 " " '' cord-277648-9kxwkcbl 305 25 . . . cord-277648-9kxwkcbl 306 1 Further further JJ cord-277648-9kxwkcbl 306 2 analysis analysis NN cord-277648-9kxwkcbl 306 3 of of IN cord-277648-9kxwkcbl 306 4 significantly significantly RB cord-277648-9kxwkcbl 306 5 differentially differentially RB cord-277648-9kxwkcbl 306 6 expressed express VBN cord-277648-9kxwkcbl 306 7 genes gene NNS cord-277648-9kxwkcbl 306 8 was be VBD cord-277648-9kxwkcbl 306 9 performed perform VBN cord-277648-9kxwkcbl 306 10 using use VBG cord-277648-9kxwkcbl 306 11 the the DT cord-277648-9kxwkcbl 306 12 " " `` cord-277648-9kxwkcbl 306 13 EnrichR EnrichR NNS cord-277648-9kxwkcbl 306 14 " " '' cord-277648-9kxwkcbl 306 15 ( ( -LRB- cord-277648-9kxwkcbl 306 16 v. v. IN cord-277648-9kxwkcbl 306 17 2.1 2.1 CD cord-277648-9kxwkcbl 306 18 ) ) -RRB- cord-277648-9kxwkcbl 306 19 package package NN cord-277648-9kxwkcbl 306 20 in in IN cord-277648-9kxwkcbl 306 21 R. R. NNP cord-277648-9kxwkcbl 306 22 Gene Gene NNP cord-277648-9kxwkcbl 306 23 ontology ontology NN cord-277648-9kxwkcbl 306 24 ( ( -LRB- cord-277648-9kxwkcbl 306 25 GO GO NNP cord-277648-9kxwkcbl 306 26 ) ) -RRB- cord-277648-9kxwkcbl 306 27 analysis analysis NN cord-277648-9kxwkcbl 306 28 was be VBD cord-277648-9kxwkcbl 306 29 conducted conduct VBN cord-277648-9kxwkcbl 306 30 on on IN cord-277648-9kxwkcbl 306 31 the the DT cord-277648-9kxwkcbl 306 32 DEGs degs NN cord-277648-9kxwkcbl 306 33 between between IN cord-277648-9kxwkcbl 306 34 the the DT cord-277648-9kxwkcbl 306 35 severe severe JJ cord-277648-9kxwkcbl 306 36 and and CC cord-277648-9kxwkcbl 306 37 moderate moderate JJ cord-277648-9kxwkcbl 306 38 samples sample NNS cord-277648-9kxwkcbl 306 39 for for IN cord-277648-9kxwkcbl 306 40 both both CC cord-277648-9kxwkcbl 306 41 the the DT cord-277648-9kxwkcbl 306 42 BALF BALF NNP cord-277648-9kxwkcbl 306 43 and and CC cord-277648-9kxwkcbl 306 44 PBMC PBMC NNP cord-277648-9kxwkcbl 306 45 , , , cord-277648-9kxwkcbl 306 46 evaluating evaluate VBG cord-277648-9kxwkcbl 306 47 the the DT cord-277648-9kxwkcbl 306 48 GO GO NNP cord-277648-9kxwkcbl 306 49 " " '' cord-277648-9kxwkcbl 306 50 biological biological JJ cord-277648-9kxwkcbl 306 51 function function NN cord-277648-9kxwkcbl 306 52 " " '' cord-277648-9kxwkcbl 306 53 annotations annotation NNS cord-277648-9kxwkcbl 306 54 representing represent VBG cord-277648-9kxwkcbl 306 55 large large JJ cord-277648-9kxwkcbl 306 56 scale scale NN cord-277648-9kxwkcbl 306 57 biological biological JJ cord-277648-9kxwkcbl 306 58 programs program NNS cord-277648-9kxwkcbl 306 59 . . . cord-277648-9kxwkcbl 307 1 Transcription transcription NN cord-277648-9kxwkcbl 307 2 factor factor NN cord-277648-9kxwkcbl 307 3 ( ( -LRB- cord-277648-9kxwkcbl 307 4 TF TF NNP cord-277648-9kxwkcbl 307 5 ) ) -RRB- cord-277648-9kxwkcbl 307 6 analysis analysis NN cord-277648-9kxwkcbl 307 7 was be VBD cord-277648-9kxwkcbl 307 8 similarly similarly RB cord-277648-9kxwkcbl 307 9 conducted conduct VBN cord-277648-9kxwkcbl 307 10 on on IN cord-277648-9kxwkcbl 307 11 the the DT cord-277648-9kxwkcbl 307 12 DEG deg NN cord-277648-9kxwkcbl 307 13 list list NN cord-277648-9kxwkcbl 307 14 to to TO cord-277648-9kxwkcbl 307 15 query query VB cord-277648-9kxwkcbl 307 16 the the DT cord-277648-9kxwkcbl 307 17 regulation regulation NN cord-277648-9kxwkcbl 307 18 of of IN cord-277648-9kxwkcbl 307 19 TFs tf NNS cord-277648-9kxwkcbl 307 20 identified identify VBN cord-277648-9kxwkcbl 307 21 by by IN cord-277648-9kxwkcbl 307 22 the the DT cord-277648-9kxwkcbl 307 23 ENCODE ENCODE NNP cord-277648-9kxwkcbl 307 24 and and CC cord-277648-9kxwkcbl 307 25 ChEA ChEA NNP cord-277648-9kxwkcbl 307 26 ChIP ChIP NNP cord-277648-9kxwkcbl 307 27 - - HYPH cord-277648-9kxwkcbl 307 28 X x NN cord-277648-9kxwkcbl 307 29 databases database NNS cord-277648-9kxwkcbl 307 30 [ [ -LRB- cord-277648-9kxwkcbl 307 31 71 71 CD cord-277648-9kxwkcbl 307 32 , , , cord-277648-9kxwkcbl 307 33 72 72 CD cord-277648-9kxwkcbl 307 34 ] ] -RRB- cord-277648-9kxwkcbl 307 35 . . . cord-277648-9kxwkcbl 308 1 GO go VB cord-277648-9kxwkcbl 308 2 and and CC cord-277648-9kxwkcbl 308 3 TF TF NNP cord-277648-9kxwkcbl 308 4 results result NNS cord-277648-9kxwkcbl 308 5 were be VBD cord-277648-9kxwkcbl 308 6 ranked rank VBN cord-277648-9kxwkcbl 308 7 based base VBN cord-277648-9kxwkcbl 308 8 on on IN cord-277648-9kxwkcbl 308 9 the the DT cord-277648-9kxwkcbl 308 10 EnrichR EnrichR NNP cord-277648-9kxwkcbl 308 11 ' ' `` cord-277648-9kxwkcbl 308 12 Combined combined JJ cord-277648-9kxwkcbl 308 13 Score score NN cord-277648-9kxwkcbl 308 14 ' ' '' cord-277648-9kxwkcbl 308 15 metric metric JJ cord-277648-9kxwkcbl 308 16 and and CC cord-277648-9kxwkcbl 308 17 significance significance NN cord-277648-9kxwkcbl 308 18 was be VBD cord-277648-9kxwkcbl 308 19 determined determine VBN cord-277648-9kxwkcbl 308 20 using use VBG cord-277648-9kxwkcbl 308 21 an an DT cord-277648-9kxwkcbl 308 22 adjusted adjust VBN cord-277648-9kxwkcbl 308 23 p p NN cord-277648-9kxwkcbl 308 24 - - HYPH cord-277648-9kxwkcbl 308 25 value value NN cord-277648-9kxwkcbl 308 26 threshold threshold NN cord-277648-9kxwkcbl 308 27 of of IN cord-277648-9kxwkcbl 308 28 p<0.05 p<0.05 CD cord-277648-9kxwkcbl 308 29 . . . cord-277648-9kxwkcbl 309 1 To to TO cord-277648-9kxwkcbl 309 2 investigate investigate VB cord-277648-9kxwkcbl 309 3 the the DT cord-277648-9kxwkcbl 309 4 intracellular intracellular JJ cord-277648-9kxwkcbl 309 5 interactions interaction NNS cord-277648-9kxwkcbl 309 6 potentially potentially RB cord-277648-9kxwkcbl 309 7 contributing contribute VBG cord-277648-9kxwkcbl 309 8 to to IN cord-277648-9kxwkcbl 309 9 the the DT cord-277648-9kxwkcbl 309 10 observed observed JJ cord-277648-9kxwkcbl 309 11 differential differential JJ cord-277648-9kxwkcbl 309 12 gene gene NN cord-277648-9kxwkcbl 309 13 expression expression NN cord-277648-9kxwkcbl 309 14 between between IN cord-277648-9kxwkcbl 309 15 the the DT cord-277648-9kxwkcbl 309 16 severe severe JJ cord-277648-9kxwkcbl 309 17 and and CC cord-277648-9kxwkcbl 309 18 moderate moderate JJ cord-277648-9kxwkcbl 309 19 sample sample NN cord-277648-9kxwkcbl 309 20 populations population NNS cord-277648-9kxwkcbl 309 21 in in IN cord-277648-9kxwkcbl 309 22 the the DT cord-277648-9kxwkcbl 309 23 BALF BALF NNP cord-277648-9kxwkcbl 309 24 , , , cord-277648-9kxwkcbl 309 25 we -PRON- PRP cord-277648-9kxwkcbl 309 26 employed employ VBD cord-277648-9kxwkcbl 309 27 the the DT cord-277648-9kxwkcbl 309 28 ligand ligand NN cord-277648-9kxwkcbl 309 29 - - HYPH cord-277648-9kxwkcbl 309 30 receptor receptor NN cord-277648-9kxwkcbl 309 31 interaction interaction NN cord-277648-9kxwkcbl 309 32 tool tool NN cord-277648-9kxwkcbl 309 33 NicheNet NicheNet NNP cord-277648-9kxwkcbl 309 34 via via IN cord-277648-9kxwkcbl 309 35 the the DT cord-277648-9kxwkcbl 309 36 " " `` cord-277648-9kxwkcbl 309 37 nichenetr nichenetr JJ cord-277648-9kxwkcbl 309 38 " " '' cord-277648-9kxwkcbl 309 39 package package NN cord-277648-9kxwkcbl 309 40 ( ( -LRB- cord-277648-9kxwkcbl 309 41 v. v. IN cord-277648-9kxwkcbl 309 42 0.1.0 0.1.0 NNP cord-277648-9kxwkcbl 309 43 ) ) -RRB- cord-277648-9kxwkcbl 309 44 in in IN cord-277648-9kxwkcbl 309 45 R. R. NNP cord-277648-9kxwkcbl 309 46 [ [ -LRB- cord-277648-9kxwkcbl 309 47 37 37 CD cord-277648-9kxwkcbl 309 48 ] ] -RRB- cord-277648-9kxwkcbl 309 49 Differentially differentially RB cord-277648-9kxwkcbl 309 50 expressed express VBN cord-277648-9kxwkcbl 309 51 target target NN cord-277648-9kxwkcbl 309 52 genes gene NNS cord-277648-9kxwkcbl 309 53 between between IN cord-277648-9kxwkcbl 309 54 severe severe JJ cord-277648-9kxwkcbl 309 55 and and CC cord-277648-9kxwkcbl 309 56 moderate moderate JJ cord-277648-9kxwkcbl 309 57 disease disease NN cord-277648-9kxwkcbl 309 58 in in IN cord-277648-9kxwkcbl 309 59 a a DT cord-277648-9kxwkcbl 309 60 " " `` cord-277648-9kxwkcbl 309 61 receiver receiver NN cord-277648-9kxwkcbl 309 62 " " '' cord-277648-9kxwkcbl 309 63 cell cell NN cord-277648-9kxwkcbl 309 64 population population NN cord-277648-9kxwkcbl 309 65 of of IN cord-277648-9kxwkcbl 309 66 interest interest NN cord-277648-9kxwkcbl 309 67 were be VBD cord-277648-9kxwkcbl 309 68 identified identify VBN cord-277648-9kxwkcbl 309 69 using use VBG cord-277648-9kxwkcbl 309 70 the the DT cord-277648-9kxwkcbl 309 71 ' ' `` cord-277648-9kxwkcbl 309 72 FindMarkers FindMarkers NNP cord-277648-9kxwkcbl 309 73 ' ' POS cord-277648-9kxwkcbl 309 74 function function NN cord-277648-9kxwkcbl 309 75 in in IN cord-277648-9kxwkcbl 309 76 Seurat Seurat NNP cord-277648-9kxwkcbl 309 77 with with IN cord-277648-9kxwkcbl 309 78 criteria criterion NNS cord-277648-9kxwkcbl 309 79 of of IN cord-277648-9kxwkcbl 309 80 p<0.05 p<0.05 CD cord-277648-9kxwkcbl 309 81 , , , cord-277648-9kxwkcbl 309 82 average average JJ cord-277648-9kxwkcbl 309 83 natural natural JJ cord-277648-9kxwkcbl 309 84 log log NN cord-277648-9kxwkcbl 309 85 fold fold NN cord-277648-9kxwkcbl 309 86 change change NN cord-277648-9kxwkcbl 309 87 > > XX cord-277648-9kxwkcbl 309 88 0.25 0.25 CD cord-277648-9kxwkcbl 309 89 , , , cord-277648-9kxwkcbl 309 90 and and CC cord-277648-9kxwkcbl 309 91 expression expression NN cord-277648-9kxwkcbl 309 92 in in IN cord-277648-9kxwkcbl 309 93 over over IN cord-277648-9kxwkcbl 309 94 10 10 CD cord-277648-9kxwkcbl 309 95 % % NN cord-277648-9kxwkcbl 309 96 of of IN cord-277648-9kxwkcbl 309 97 the the DT cord-277648-9kxwkcbl 309 98 receiver receiver NN cord-277648-9kxwkcbl 309 99 cells cell NNS cord-277648-9kxwkcbl 309 100 . . . cord-277648-9kxwkcbl 310 1 Concurrently concurrently RB cord-277648-9kxwkcbl 310 2 , , , cord-277648-9kxwkcbl 310 3 a a DT cord-277648-9kxwkcbl 310 4 list list NN cord-277648-9kxwkcbl 310 5 of of IN cord-277648-9kxwkcbl 310 6 potential potential JJ cord-277648-9kxwkcbl 310 7 receptors receptor NNS cord-277648-9kxwkcbl 310 8 expressed express VBN cord-277648-9kxwkcbl 310 9 in in IN cord-277648-9kxwkcbl 310 10 over over IN cord-277648-9kxwkcbl 310 11 10 10 CD cord-277648-9kxwkcbl 310 12 % % NN cord-277648-9kxwkcbl 310 13 of of IN cord-277648-9kxwkcbl 310 14 cells cell NNS cord-277648-9kxwkcbl 310 15 in in IN cord-277648-9kxwkcbl 310 16 the the DT cord-277648-9kxwkcbl 310 17 severe severe JJ cord-277648-9kxwkcbl 310 18 disease disease NN cord-277648-9kxwkcbl 310 19 receiver receiver NN cord-277648-9kxwkcbl 310 20 population population NN cord-277648-9kxwkcbl 310 21 was be VBD cord-277648-9kxwkcbl 310 22 generated generate VBN cord-277648-9kxwkcbl 310 23 using use VBG cord-277648-9kxwkcbl 310 24 NichNet NichNet NNP cord-277648-9kxwkcbl 310 25 . . . cord-277648-9kxwkcbl 311 1 A a DT cord-277648-9kxwkcbl 311 2 list list NN cord-277648-9kxwkcbl 311 3 of of IN cord-277648-9kxwkcbl 311 4 " " `` cord-277648-9kxwkcbl 311 5 sender sender NN cord-277648-9kxwkcbl 311 6 " " '' cord-277648-9kxwkcbl 311 7 cells cell NNS cord-277648-9kxwkcbl 311 8 was be VBD cord-277648-9kxwkcbl 311 9 created create VBN cord-277648-9kxwkcbl 311 10 comprising comprise VBG cord-277648-9kxwkcbl 311 11 all all DT cord-277648-9kxwkcbl 311 12 cell cell NN cord-277648-9kxwkcbl 311 13 types type NNS cord-277648-9kxwkcbl 311 14 in in IN cord-277648-9kxwkcbl 311 15 the the DT cord-277648-9kxwkcbl 311 16 BALF BALF NNP cord-277648-9kxwkcbl 311 17 , , , cord-277648-9kxwkcbl 311 18 including include VBG cord-277648-9kxwkcbl 311 19 the the DT cord-277648-9kxwkcbl 311 20 receiver receiver NN cord-277648-9kxwkcbl 311 21 cell cell NN cord-277648-9kxwkcbl 311 22 type type NN cord-277648-9kxwkcbl 311 23 to to TO cord-277648-9kxwkcbl 311 24 account account VB cord-277648-9kxwkcbl 311 25 for for IN cord-277648-9kxwkcbl 311 26 the the DT cord-277648-9kxwkcbl 311 27 possibility possibility NN cord-277648-9kxwkcbl 311 28 of of IN cord-277648-9kxwkcbl 311 29 autocrine autocrine JJ cord-277648-9kxwkcbl 311 30 signaling signaling NN cord-277648-9kxwkcbl 311 31 . . . cord-277648-9kxwkcbl 312 1 For for IN cord-277648-9kxwkcbl 312 2 each each DT cord-277648-9kxwkcbl 312 3 sender sender NN cord-277648-9kxwkcbl 312 4 cell cell NN cord-277648-9kxwkcbl 312 5 population population NN cord-277648-9kxwkcbl 312 6 , , , cord-277648-9kxwkcbl 312 7 potential potential JJ cord-277648-9kxwkcbl 312 8 ligands ligand NNS cord-277648-9kxwkcbl 312 9 were be VBD cord-277648-9kxwkcbl 312 10 inferred infer VBN cord-277648-9kxwkcbl 312 11 using use VBG cord-277648-9kxwkcbl 312 12 the the DT cord-277648-9kxwkcbl 312 13 NichNet NichNet NNP cord-277648-9kxwkcbl 312 14 ligand ligand NN cord-277648-9kxwkcbl 312 15 - - HYPH cord-277648-9kxwkcbl 312 16 receptor receptor NN cord-277648-9kxwkcbl 312 17 network network NN cord-277648-9kxwkcbl 312 18 applied apply VBN cord-277648-9kxwkcbl 312 19 to to IN cord-277648-9kxwkcbl 312 20 genes gene NNS cord-277648-9kxwkcbl 312 21 expressed express VBN cord-277648-9kxwkcbl 312 22 in in IN cord-277648-9kxwkcbl 312 23 over over IN cord-277648-9kxwkcbl 312 24 10 10 CD cord-277648-9kxwkcbl 312 25 % % NN cord-277648-9kxwkcbl 312 26 of of IN cord-277648-9kxwkcbl 312 27 the the DT cord-277648-9kxwkcbl 312 28 severe severe JJ cord-277648-9kxwkcbl 312 29 disease disease NN cord-277648-9kxwkcbl 312 30 sender sender NN cord-277648-9kxwkcbl 312 31 population population NN cord-277648-9kxwkcbl 312 32 . . . cord-277648-9kxwkcbl 313 1 Ligand ligand NN cord-277648-9kxwkcbl 313 2 activities activity NNS cord-277648-9kxwkcbl 313 3 were be VBD cord-277648-9kxwkcbl 313 4 predicted predict VBN cord-277648-9kxwkcbl 313 5 using use VBG cord-277648-9kxwkcbl 313 6 the the DT cord-277648-9kxwkcbl 313 7 ' ' `` cord-277648-9kxwkcbl 313 8 predict_ligand_activities predict_ligand_activitie NNS cord-277648-9kxwkcbl 313 9 ' ' POS cord-277648-9kxwkcbl 313 10 function function NN cord-277648-9kxwkcbl 313 11 in in IN cord-277648-9kxwkcbl 313 12 NicheNet NicheNet NNP cord-277648-9kxwkcbl 313 13 , , , cord-277648-9kxwkcbl 313 14 and and CC cord-277648-9kxwkcbl 313 15 the the DT cord-277648-9kxwkcbl 313 16 top top JJ cord-277648-9kxwkcbl 313 17 20 20 CD cord-277648-9kxwkcbl 313 18 ligands ligand NNS cord-277648-9kxwkcbl 313 19 were be VBD cord-277648-9kxwkcbl 313 20 selected select VBN cord-277648-9kxwkcbl 313 21 by by IN cord-277648-9kxwkcbl 313 22 Pearson Pearson NNP cord-277648-9kxwkcbl 313 23 correlation correlation NN cord-277648-9kxwkcbl 313 24 coefficient coefficient NN cord-277648-9kxwkcbl 313 25 . . . cord-277648-9kxwkcbl 314 1 Differentially differentially RB cord-277648-9kxwkcbl 314 2 expressed express VBN cord-277648-9kxwkcbl 314 3 target target NN cord-277648-9kxwkcbl 314 4 genes gene NNS cord-277648-9kxwkcbl 314 5 ranking rank VBG cord-277648-9kxwkcbl 314 6 among among IN cord-277648-9kxwkcbl 314 7 the the DT cord-277648-9kxwkcbl 314 8 100 100 CD cord-277648-9kxwkcbl 314 9 most most RBS cord-277648-9kxwkcbl 314 10 strongly strongly RB cord-277648-9kxwkcbl 314 11 predicted predict VBD cord-277648-9kxwkcbl 314 12 targets target NNS cord-277648-9kxwkcbl 314 13 of of IN cord-277648-9kxwkcbl 314 14 the the DT cord-277648-9kxwkcbl 314 15 top top JJ cord-277648-9kxwkcbl 314 16 20 20 CD cord-277648-9kxwkcbl 314 17 ligands ligand NNS cord-277648-9kxwkcbl 314 18 were be VBD cord-277648-9kxwkcbl 314 19 given give VBN cord-277648-9kxwkcbl 314 20 a a DT cord-277648-9kxwkcbl 314 21 " " `` cord-277648-9kxwkcbl 314 22 regulatory regulatory JJ cord-277648-9kxwkcbl 314 23 potential potential NN cord-277648-9kxwkcbl 314 24 " " '' cord-277648-9kxwkcbl 314 25 interaction interaction NN cord-277648-9kxwkcbl 314 26 score score NN cord-277648-9kxwkcbl 314 27 . . . cord-277648-9kxwkcbl 315 1 The the DT cord-277648-9kxwkcbl 315 2 upper upper JJ cord-277648-9kxwkcbl 315 3 50 50 CD cord-277648-9kxwkcbl 315 4 % % NN cord-277648-9kxwkcbl 315 5 of of IN cord-277648-9kxwkcbl 315 6 targets target NNS cord-277648-9kxwkcbl 315 7 by by IN cord-277648-9kxwkcbl 315 8 regulatory regulatory JJ cord-277648-9kxwkcbl 315 9 potential potential NN cord-277648-9kxwkcbl 315 10 were be VBD cord-277648-9kxwkcbl 315 11 visualized visualize VBN cord-277648-9kxwkcbl 315 12 for for IN cord-277648-9kxwkcbl 315 13 plasmacytoid plasmacytoid NNP cord-277648-9kxwkcbl 315 14 dendritic dendritic JJ cord-277648-9kxwkcbl 315 15 cells cell NNS cord-277648-9kxwkcbl 315 16 ( ( -LRB- cord-277648-9kxwkcbl 315 17 pDCs pDCs NNP cord-277648-9kxwkcbl 315 18 ) ) -RRB- cord-277648-9kxwkcbl 315 19 , , , cord-277648-9kxwkcbl 315 20 and and CC cord-277648-9kxwkcbl 315 21 the the DT cord-277648-9kxwkcbl 315 22 upper upper JJ cord-277648-9kxwkcbl 315 23 15 15 CD cord-277648-9kxwkcbl 315 24 % % NN cord-277648-9kxwkcbl 315 25 of of IN cord-277648-9kxwkcbl 315 26 targets target NNS cord-277648-9kxwkcbl 315 27 were be VBD cord-277648-9kxwkcbl 315 28 visualized visualize VBN cord-277648-9kxwkcbl 315 29 for for IN cord-277648-9kxwkcbl 315 30 epithelial epithelial JJ cord-277648-9kxwkcbl 315 31 cells cell NNS cord-277648-9kxwkcbl 315 32 ( ( -LRB- cord-277648-9kxwkcbl 315 33 ciliated ciliated JJ cord-277648-9kxwkcbl 315 34 cells cell NNS cord-277648-9kxwkcbl 315 35 and and CC cord-277648-9kxwkcbl 315 36 club club NN cord-277648-9kxwkcbl 315 37 cells cell NNS cord-277648-9kxwkcbl 315 38 ) ) -RRB- cord-277648-9kxwkcbl 315 39 . . . cord-277648-9kxwkcbl 316 1 To to TO cord-277648-9kxwkcbl 316 2 specifically specifically RB cord-277648-9kxwkcbl 316 3 analyze analyze VB cord-277648-9kxwkcbl 316 4 signaling signal VBG cord-277648-9kxwkcbl 316 5 from from IN cord-277648-9kxwkcbl 316 6 mononuclear mononuclear JJ cord-277648-9kxwkcbl 316 7 phagocytes phagocyte NNS cord-277648-9kxwkcbl 316 8 and and CC cord-277648-9kxwkcbl 316 9 neutrophils neutrophil NNS cord-277648-9kxwkcbl 316 10 , , , cord-277648-9kxwkcbl 316 11 differentially differentially RB cord-277648-9kxwkcbl 316 12 expressed express VBN cord-277648-9kxwkcbl 316 13 target target NN cord-277648-9kxwkcbl 316 14 genes gene NNS cord-277648-9kxwkcbl 316 15 ranking rank VBG cord-277648-9kxwkcbl 316 16 among among IN cord-277648-9kxwkcbl 316 17 the the DT cord-277648-9kxwkcbl 316 18 250 250 CD cord-277648-9kxwkcbl 316 19 most most RBS cord-277648-9kxwkcbl 316 20 strongly strongly RB cord-277648-9kxwkcbl 316 21 predicted predict VBD cord-277648-9kxwkcbl 316 22 targets target NNS cord-277648-9kxwkcbl 316 23 of of IN cord-277648-9kxwkcbl 316 24 the the DT cord-277648-9kxwkcbl 316 25 top top JJ cord-277648-9kxwkcbl 316 26 20 20 CD cord-277648-9kxwkcbl 316 27 ligands ligand NNS cord-277648-9kxwkcbl 316 28 were be VBD cord-277648-9kxwkcbl 316 29 used use VBN cord-277648-9kxwkcbl 316 30 , , , cord-277648-9kxwkcbl 316 31 with with IN cord-277648-9kxwkcbl 316 32 the the DT cord-277648-9kxwkcbl 316 33 upper upper JJ cord-277648-9kxwkcbl 316 34 25 25 CD cord-277648-9kxwkcbl 316 35 % % NN cord-277648-9kxwkcbl 316 36 of of IN cord-277648-9kxwkcbl 316 37 these these DT cord-277648-9kxwkcbl 316 38 targets target NNS cord-277648-9kxwkcbl 316 39 according accord VBG cord-277648-9kxwkcbl 316 40 to to IN cord-277648-9kxwkcbl 316 41 regulatory regulatory JJ cord-277648-9kxwkcbl 316 42 potential potential NN cord-277648-9kxwkcbl 316 43 visualized visualize VBN cord-277648-9kxwkcbl 316 44 in in IN cord-277648-9kxwkcbl 316 45 circos circos NNP cord-277648-9kxwkcbl 316 46 plots plot NNS cord-277648-9kxwkcbl 316 47 . . . cord-277648-9kxwkcbl 317 1 Non non JJ cord-277648-9kxwkcbl 317 2 - - JJ cord-277648-9kxwkcbl 317 3 signaling signal VBG cord-277648-9kxwkcbl 317 4 molecules molecule NNS cord-277648-9kxwkcbl 317 5 and and CC cord-277648-9kxwkcbl 317 6 molecules molecule NNS cord-277648-9kxwkcbl 317 7 acting act VBG cord-277648-9kxwkcbl 317 8 on on IN cord-277648-9kxwkcbl 317 9 non non JJ cord-277648-9kxwkcbl 317 10 - - JJ cord-277648-9kxwkcbl 317 11 coding coding JJ cord-277648-9kxwkcbl 317 12 RNA RNA NNP cord-277648-9kxwkcbl 317 13 targets target NNS cord-277648-9kxwkcbl 317 14 were be VBD cord-277648-9kxwkcbl 317 15 manually manually RB cord-277648-9kxwkcbl 317 16 removed remove VBN cord-277648-9kxwkcbl 317 17 . . . cord-277648-9kxwkcbl 318 1 Receptors receptor NNS cord-277648-9kxwkcbl 318 2 for for IN cord-277648-9kxwkcbl 318 3 the the DT cord-277648-9kxwkcbl 318 4 top top JJ cord-277648-9kxwkcbl 318 5 20 20 CD cord-277648-9kxwkcbl 318 6 ligands ligand NNS cord-277648-9kxwkcbl 318 7 were be VBD cord-277648-9kxwkcbl 318 8 identified identify VBN cord-277648-9kxwkcbl 318 9 using use VBG cord-277648-9kxwkcbl 318 10 the the DT cord-277648-9kxwkcbl 318 11 CellPhoneDB CellPhoneDB NNP cord-277648-9kxwkcbl 318 12 web web NN cord-277648-9kxwkcbl 318 13 server server NN cord-277648-9kxwkcbl 318 14 [ [ -LRB- cord-277648-9kxwkcbl 318 15 73 73 CD cord-277648-9kxwkcbl 318 16 ] ] -RRB- cord-277648-9kxwkcbl 318 17 , , , cord-277648-9kxwkcbl 318 18 and and CC cord-277648-9kxwkcbl 318 19 non non JJ cord-277648-9kxwkcbl 318 20 - - JJ cord-277648-9kxwkcbl 318 21 zero zero JJ cord-277648-9kxwkcbl 318 22 expression expression NN cord-277648-9kxwkcbl 318 23 was be VBD cord-277648-9kxwkcbl 318 24 verified verify VBN cord-277648-9kxwkcbl 318 25 in in IN cord-277648-9kxwkcbl 318 26 the the DT cord-277648-9kxwkcbl 318 27 severe severe JJ cord-277648-9kxwkcbl 318 28 disease disease NN cord-277648-9kxwkcbl 318 29 receiver receiver NN cord-277648-9kxwkcbl 318 30 cell cell NN cord-277648-9kxwkcbl 318 31 population population NN cord-277648-9kxwkcbl 318 32 of of IN cord-277648-9kxwkcbl 318 33 interest interest NN cord-277648-9kxwkcbl 318 34 using use VBG cord-277648-9kxwkcbl 318 35 Seurat Seurat NNP cord-277648-9kxwkcbl 318 36 . . . cord-277648-9kxwkcbl 319 1 Identification identification NN cord-277648-9kxwkcbl 319 2 of of IN cord-277648-9kxwkcbl 319 3 potential potential JJ cord-277648-9kxwkcbl 319 4 broadly broadly RB cord-277648-9kxwkcbl 319 5 acting act VBG cord-277648-9kxwkcbl 319 6 " " `` cord-277648-9kxwkcbl 319 7 pan pan NN cord-277648-9kxwkcbl 319 8 - - HYPH cord-277648-9kxwkcbl 319 9 ligands ligand NNS cord-277648-9kxwkcbl 319 10 " " '' cord-277648-9kxwkcbl 319 11 was be VBD cord-277648-9kxwkcbl 319 12 conducted conduct VBN cord-277648-9kxwkcbl 319 13 by by IN cord-277648-9kxwkcbl 319 14 replicating replicate VBG cord-277648-9kxwkcbl 319 15 the the DT cord-277648-9kxwkcbl 319 16 above above JJ cord-277648-9kxwkcbl 319 17 NicheNet NicheNet NNP cord-277648-9kxwkcbl 319 18 procedure procedure NN cord-277648-9kxwkcbl 319 19 iteratively iteratively RB cord-277648-9kxwkcbl 319 20 using use VBG cord-277648-9kxwkcbl 319 21 each each DT cord-277648-9kxwkcbl 319 22 cell cell NN cord-277648-9kxwkcbl 319 23 type type NN cord-277648-9kxwkcbl 319 24 of of IN cord-277648-9kxwkcbl 319 25 the the DT cord-277648-9kxwkcbl 319 26 BALF BALF NNP cord-277648-9kxwkcbl 319 27 as as IN cord-277648-9kxwkcbl 319 28 a a DT cord-277648-9kxwkcbl 319 29 receiver receiver NN cord-277648-9kxwkcbl 319 30 . . . cord-277648-9kxwkcbl 320 1 For for IN cord-277648-9kxwkcbl 320 2 each each DT cord-277648-9kxwkcbl 320 3 receiver receiver NN cord-277648-9kxwkcbl 320 4 cell cell NN cord-277648-9kxwkcbl 320 5 type type NN cord-277648-9kxwkcbl 320 6 , , , cord-277648-9kxwkcbl 320 7 ligands ligand NNS cord-277648-9kxwkcbl 320 8 with with IN cord-277648-9kxwkcbl 320 9 positive positive JJ cord-277648-9kxwkcbl 320 10 Pearson Pearson NNP cord-277648-9kxwkcbl 320 11 correlation correlation NN cord-277648-9kxwkcbl 320 12 were be VBD cord-277648-9kxwkcbl 320 13 filtered filter VBN cord-277648-9kxwkcbl 320 14 based base VBN cord-277648-9kxwkcbl 320 15 on on IN cord-277648-9kxwkcbl 320 16 1 1 CD cord-277648-9kxwkcbl 320 17 ) ) -RRB- cord-277648-9kxwkcbl 320 18 either either CC cord-277648-9kxwkcbl 320 19 belonging belong VBG cord-277648-9kxwkcbl 320 20 to to IN cord-277648-9kxwkcbl 320 21 the the DT cord-277648-9kxwkcbl 320 22 list list NN cord-277648-9kxwkcbl 320 23 of of IN cord-277648-9kxwkcbl 320 24 top top JJ cord-277648-9kxwkcbl 320 25 20 20 CD cord-277648-9kxwkcbl 320 26 ligands ligand NNS cord-277648-9kxwkcbl 320 27 or or CC cord-277648-9kxwkcbl 320 28 having have VBG cord-277648-9kxwkcbl 320 29 a a DT cord-277648-9kxwkcbl 320 30 Pearson Pearson NNP cord-277648-9kxwkcbl 320 31 correlation correlation NN cord-277648-9kxwkcbl 320 32 greater great JJR cord-277648-9kxwkcbl 320 33 than than IN cord-277648-9kxwkcbl 320 34 0.1 0.1 CD cord-277648-9kxwkcbl 320 35 , , , cord-277648-9kxwkcbl 320 36 and and CC cord-277648-9kxwkcbl 320 37 2 2 LS cord-277648-9kxwkcbl 320 38 ) ) -RRB- cord-277648-9kxwkcbl 320 39 presence presence NN cord-277648-9kxwkcbl 320 40 of of IN cord-277648-9kxwkcbl 320 41 the the DT cord-277648-9kxwkcbl 320 42 corresponding corresponding JJ cord-277648-9kxwkcbl 320 43 receptor receptor NN cord-277648-9kxwkcbl 320 44 in in IN cord-277648-9kxwkcbl 320 45 over over IN cord-277648-9kxwkcbl 320 46 10 10 CD cord-277648-9kxwkcbl 320 47 % % NN cord-277648-9kxwkcbl 320 48 of of IN cord-277648-9kxwkcbl 320 49 cells cell NNS cord-277648-9kxwkcbl 320 50 ( ( -LRB- cord-277648-9kxwkcbl 320 51 manually manually RB cord-277648-9kxwkcbl 320 52 validated validate VBN cord-277648-9kxwkcbl 320 53 using use VBG cord-277648-9kxwkcbl 320 54 CellPhoneDB CellPhoneDB NNP cord-277648-9kxwkcbl 320 55 [ [ -LRB- cord-277648-9kxwkcbl 320 56 73 73 CD cord-277648-9kxwkcbl 320 57 ] ] -RRB- cord-277648-9kxwkcbl 320 58 ) ) -RRB- cord-277648-9kxwkcbl 320 59 . . . cord-277648-9kxwkcbl 321 1 Only only RB cord-277648-9kxwkcbl 321 2 ligands ligand NNS cord-277648-9kxwkcbl 321 3 meeting meet VBG cord-277648-9kxwkcbl 321 4 these these DT cord-277648-9kxwkcbl 321 5 criteria criterion NNS cord-277648-9kxwkcbl 321 6 for for IN cord-277648-9kxwkcbl 321 7 over over IN cord-277648-9kxwkcbl 321 8 one one CD cord-277648-9kxwkcbl 321 9 - - HYPH cord-277648-9kxwkcbl 321 10 third third NN cord-277648-9kxwkcbl 321 11 of of IN cord-277648-9kxwkcbl 321 12 cell cell NN cord-277648-9kxwkcbl 321 13 types type NNS cord-277648-9kxwkcbl 321 14 in in IN cord-277648-9kxwkcbl 321 15 the the DT cord-277648-9kxwkcbl 321 16 BALF BALF NNP cord-277648-9kxwkcbl 321 17 were be VBD cord-277648-9kxwkcbl 321 18 preserved preserve VBN cord-277648-9kxwkcbl 321 19 for for IN cord-277648-9kxwkcbl 321 20 further further JJ cord-277648-9kxwkcbl 321 21 analysis analysis NN cord-277648-9kxwkcbl 321 22 . . . cord-277648-9kxwkcbl 322 1 Of of IN cord-277648-9kxwkcbl 322 2 these these DT cord-277648-9kxwkcbl 322 3 , , , cord-277648-9kxwkcbl 322 4 the the DT cord-277648-9kxwkcbl 322 5 ligands ligand NNS cord-277648-9kxwkcbl 322 6 differentially differentially RB cord-277648-9kxwkcbl 322 7 expressed express VBN cord-277648-9kxwkcbl 322 8 in in IN cord-277648-9kxwkcbl 322 9 severe severe JJ cord-277648-9kxwkcbl 322 10 disease disease NN cord-277648-9kxwkcbl 322 11 compared compare VBN cord-277648-9kxwkcbl 322 12 to to IN cord-277648-9kxwkcbl 322 13 moderate moderate JJ cord-277648-9kxwkcbl 322 14 disease disease NN cord-277648-9kxwkcbl 322 15 in in IN cord-277648-9kxwkcbl 322 16 at at RB cord-277648-9kxwkcbl 322 17 least least RBS cord-277648-9kxwkcbl 322 18 one one CD cord-277648-9kxwkcbl 322 19 BALF BALF NNP cord-277648-9kxwkcbl 322 20 cell cell NN cord-277648-9kxwkcbl 322 21 type type NN cord-277648-9kxwkcbl 322 22 were be VBD cord-277648-9kxwkcbl 322 23 classified classify VBN cord-277648-9kxwkcbl 322 24 as as IN cord-277648-9kxwkcbl 322 25 potential potential JJ cord-277648-9kxwkcbl 322 26 pan pan NN cord-277648-9kxwkcbl 322 27 - - NNS cord-277648-9kxwkcbl 322 28 ligands ligand NNS cord-277648-9kxwkcbl 322 29 . . . cord-277648-9kxwkcbl 323 1 Differential differential JJ cord-277648-9kxwkcbl 323 2 gene gene NN cord-277648-9kxwkcbl 323 3 expression expression NN cord-277648-9kxwkcbl 323 4 was be VBD cord-277648-9kxwkcbl 323 5 analyzed analyze VBN cord-277648-9kxwkcbl 323 6 using use VBG cord-277648-9kxwkcbl 323 7 the the DT cord-277648-9kxwkcbl 323 8 " " `` cord-277648-9kxwkcbl 323 9 MAST MAST NNP cord-277648-9kxwkcbl 323 10 " " '' cord-277648-9kxwkcbl 323 11 package package NN cord-277648-9kxwkcbl 323 12 statistical statistical JJ cord-277648-9kxwkcbl 323 13 framework framework NN cord-277648-9kxwkcbl 323 14 through through IN cord-277648-9kxwkcbl 323 15 the the DT cord-277648-9kxwkcbl 323 16 ' ' `` cord-277648-9kxwkcbl 323 17 FindMarkers FindMarkers NNP cord-277648-9kxwkcbl 323 18 ' ' POS cord-277648-9kxwkcbl 323 19 function function NN cord-277648-9kxwkcbl 323 20 in in IN cord-277648-9kxwkcbl 323 21 Seurat Seurat NNP cord-277648-9kxwkcbl 323 22 . . . cord-277648-9kxwkcbl 324 1 Differential differential JJ cord-277648-9kxwkcbl 324 2 expression expression NN cord-277648-9kxwkcbl 324 3 statistical statistical JJ cord-277648-9kxwkcbl 324 4 significance significance NN cord-277648-9kxwkcbl 324 5 was be VBD cord-277648-9kxwkcbl 324 6 qualified qualify VBN cord-277648-9kxwkcbl 324 7 using use VBG cord-277648-9kxwkcbl 324 8 the the DT cord-277648-9kxwkcbl 324 9 MAST mast JJ cord-277648-9kxwkcbl 324 10 false false JJ cord-277648-9kxwkcbl 324 11 discovery discovery NN cord-277648-9kxwkcbl 324 12 rate rate NN cord-277648-9kxwkcbl 324 13 ( ( -LRB- cord-277648-9kxwkcbl 324 14 FDR FDR NNP cord-277648-9kxwkcbl 324 15 ) ) -RRB- cord-277648-9kxwkcbl 324 16 adjusted adjust VBN cord-277648-9kxwkcbl 324 17 p p NN cord-277648-9kxwkcbl 324 18 - - HYPH cord-277648-9kxwkcbl 324 19 value value NN cord-277648-9kxwkcbl 324 20 , , , cord-277648-9kxwkcbl 324 21 with with IN cord-277648-9kxwkcbl 324 22 a a DT cord-277648-9kxwkcbl 324 23 significance significance NN cord-277648-9kxwkcbl 324 24 threshold threshold NN cord-277648-9kxwkcbl 324 25 of of IN cord-277648-9kxwkcbl 324 26 p<0.05 p<0.05 CD cord-277648-9kxwkcbl 324 27 . . . cord-277648-9kxwkcbl 325 1 Pathway pathway NN cord-277648-9kxwkcbl 325 2 enrichment enrichment NN cord-277648-9kxwkcbl 325 3 was be VBD cord-277648-9kxwkcbl 325 4 analyzed analyze VBN cord-277648-9kxwkcbl 325 5 using use VBG cord-277648-9kxwkcbl 325 6 the the DT cord-277648-9kxwkcbl 325 7 standard standard JJ cord-277648-9kxwkcbl 325 8 GSEA GSEA NNP cord-277648-9kxwkcbl 325 9 method method NN cord-277648-9kxwkcbl 325 10 in in IN cord-277648-9kxwkcbl 325 11 the the DT cord-277648-9kxwkcbl 325 12 " " `` cord-277648-9kxwkcbl 325 13 fgsea fgsea NN cord-277648-9kxwkcbl 325 14 " " '' cord-277648-9kxwkcbl 325 15 package package NN cord-277648-9kxwkcbl 325 16 . . . cord-277648-9kxwkcbl 326 1 Statistical statistical JJ cord-277648-9kxwkcbl 326 2 significance significance NN cord-277648-9kxwkcbl 326 3 of of IN cord-277648-9kxwkcbl 326 4 normalized normalized JJ cord-277648-9kxwkcbl 326 5 enrichment enrichment NN cord-277648-9kxwkcbl 326 6 scores score NNS cord-277648-9kxwkcbl 326 7 was be VBD cord-277648-9kxwkcbl 326 8 qualified qualify VBN cord-277648-9kxwkcbl 326 9 using use VBG cord-277648-9kxwkcbl 326 10 the the DT cord-277648-9kxwkcbl 326 11 fgsea fgsea NN cord-277648-9kxwkcbl 327 1 FDR FDR NNP cord-277648-9kxwkcbl 327 2 adjusted adjust VBD cord-277648-9kxwkcbl 327 3 p p NN cord-277648-9kxwkcbl 327 4 - - HYPH cord-277648-9kxwkcbl 327 5 value value NN cord-277648-9kxwkcbl 327 6 , , , cord-277648-9kxwkcbl 327 7 with with IN cord-277648-9kxwkcbl 327 8 a a DT cord-277648-9kxwkcbl 327 9 significance significance NN cord-277648-9kxwkcbl 327 10 threshold threshold NN cord-277648-9kxwkcbl 327 11 of of IN cord-277648-9kxwkcbl 327 12 p<0.05 p<0.05 CD cord-277648-9kxwkcbl 327 13 . . . cord-277648-9kxwkcbl 328 1 Differential differential JJ cord-277648-9kxwkcbl 328 2 gene gene NN cord-277648-9kxwkcbl 328 3 expression expression NN cord-277648-9kxwkcbl 328 4 relevant relevant JJ cord-277648-9kxwkcbl 328 5 to to IN cord-277648-9kxwkcbl 328 6 ligand ligand NN cord-277648-9kxwkcbl 328 7 - - HYPH cord-277648-9kxwkcbl 328 8 receptor receptor NN cord-277648-9kxwkcbl 328 9 interactions interaction NNS cord-277648-9kxwkcbl 328 10 was be VBD cord-277648-9kxwkcbl 328 11 evaluated evaluate VBN cord-277648-9kxwkcbl 328 12 using use VBG cord-277648-9kxwkcbl 328 13 the the DT cord-277648-9kxwkcbl 328 14 NichNet NichNet NNP cord-277648-9kxwkcbl 328 15 pipeline pipeline NN cord-277648-9kxwkcbl 328 16 implementing implement VBG cord-277648-9kxwkcbl 328 17 the the DT cord-277648-9kxwkcbl 328 18 Wilcoxon Wilcoxon NNP cord-277648-9kxwkcbl 328 19 rank rank NN cord-277648-9kxwkcbl 328 20 sum sum NN cord-277648-9kxwkcbl 328 21 test test NN cord-277648-9kxwkcbl 328 22 through through IN cord-277648-9kxwkcbl 328 23 the the DT cord-277648-9kxwkcbl 328 24 ' ' `` cord-277648-9kxwkcbl 328 25 FindMarkers FindMarkers NNP cord-277648-9kxwkcbl 328 26 ' ' POS cord-277648-9kxwkcbl 328 27 function function NN cord-277648-9kxwkcbl 328 28 in in IN cord-277648-9kxwkcbl 328 29 Seurat Seurat NNP cord-277648-9kxwkcbl 328 30 . . . cord-277648-9kxwkcbl 329 1 Statistical statistical JJ cord-277648-9kxwkcbl 329 2 significance significance NN cord-277648-9kxwkcbl 329 3 was be VBD cord-277648-9kxwkcbl 329 4 qualified qualify VBN cord-277648-9kxwkcbl 329 5 using use VBG cord-277648-9kxwkcbl 329 6 the the DT cord-277648-9kxwkcbl 329 7 ' ' `` cord-277648-9kxwkcbl 329 8 FindMarkers FindMarkers NNP cord-277648-9kxwkcbl 329 9 ' ' '' cord-277648-9kxwkcbl 329 10 Bonferroni Bonferroni NNP cord-277648-9kxwkcbl 329 11 - - HYPH cord-277648-9kxwkcbl 329 12 adjusted adjust VBN cord-277648-9kxwkcbl 329 13 pvalue pvalue NNS cord-277648-9kxwkcbl 329 14 , , , cord-277648-9kxwkcbl 329 15 with with IN cord-277648-9kxwkcbl 329 16 a a DT cord-277648-9kxwkcbl 329 17 significance significance NN cord-277648-9kxwkcbl 329 18 threshold threshold NN cord-277648-9kxwkcbl 329 19 of of IN cord-277648-9kxwkcbl 329 20 p<0.05 p<0.05 CD cord-277648-9kxwkcbl 329 21 . . . cord-277648-9kxwkcbl 330 1 GO go VB cord-277648-9kxwkcbl 330 2 and and CC cord-277648-9kxwkcbl 330 3 TF TF NNP cord-277648-9kxwkcbl 330 4 analysis analysis NN cord-277648-9kxwkcbl 330 5 was be VBD cord-277648-9kxwkcbl 330 6 conducted conduct VBN cord-277648-9kxwkcbl 330 7 using use VBG cord-277648-9kxwkcbl 330 8 the the DT cord-277648-9kxwkcbl 330 9 " " `` cord-277648-9kxwkcbl 330 10 EnrichR EnrichR NNP cord-277648-9kxwkcbl 330 11 " " '' cord-277648-9kxwkcbl 330 12 package package NN cord-277648-9kxwkcbl 330 13 , , , cord-277648-9kxwkcbl 330 14 and and CC cord-277648-9kxwkcbl 330 15 statistical statistical JJ cord-277648-9kxwkcbl 330 16 significance significance NN cord-277648-9kxwkcbl 330 17 was be VBD cord-277648-9kxwkcbl 330 18 qualified qualify VBN cord-277648-9kxwkcbl 330 19 using use VBG cord-277648-9kxwkcbl 330 20 the the DT cord-277648-9kxwkcbl 330 21 EnrichR EnrichR NNP cord-277648-9kxwkcbl 330 22 adjusted adjust VBN cord-277648-9kxwkcbl 330 23 p p NN cord-277648-9kxwkcbl 330 24 - - HYPH cord-277648-9kxwkcbl 330 25 value value NN cord-277648-9kxwkcbl 330 26 based base VBN cord-277648-9kxwkcbl 330 27 on on IN cord-277648-9kxwkcbl 330 28 Fisher Fisher NNP cord-277648-9kxwkcbl 330 29 's 's POS cord-277648-9kxwkcbl 330 30 exact exact JJ cord-277648-9kxwkcbl 330 31 test test NN cord-277648-9kxwkcbl 330 32 , , , cord-277648-9kxwkcbl 330 33 with with IN cord-277648-9kxwkcbl 330 34 a a DT cord-277648-9kxwkcbl 330 35 significance significance NN cord-277648-9kxwkcbl 330 36 threshold threshold NN cord-277648-9kxwkcbl 330 37 of of IN cord-277648-9kxwkcbl 330 38 p<0.05 p<0.05 CD cord-277648-9kxwkcbl 330 39 . . . cord-277648-9kxwkcbl 331 1 ligand ligand NNP cord-277648-9kxwkcbl 331 2 's 's POS cord-277648-9kxwkcbl 331 3 ability ability NN cord-277648-9kxwkcbl 331 4 to to TO cord-277648-9kxwkcbl 331 5 induce induce VB cord-277648-9kxwkcbl 331 6 the the DT cord-277648-9kxwkcbl 331 7 differential differential JJ cord-277648-9kxwkcbl 331 8 gene gene NN cord-277648-9kxwkcbl 331 9 expression expression NN cord-277648-9kxwkcbl 331 10 measured measure VBN cord-277648-9kxwkcbl 331 11 in in IN cord-277648-9kxwkcbl 331 12 the the DT cord-277648-9kxwkcbl 331 13 corresponding correspond VBG cord-277648-9kxwkcbl 331 14 " " `` cord-277648-9kxwkcbl 331 15 receiver receiver NN cord-277648-9kxwkcbl 331 16 " " '' cord-277648-9kxwkcbl 331 17 cell cell NN cord-277648-9kxwkcbl 331 18 . . . cord-277648-9kxwkcbl 332 1 A a DT cord-277648-9kxwkcbl 332 2 new new JJ cord-277648-9kxwkcbl 332 3 coronavirus coronavirus NN cord-277648-9kxwkcbl 332 4 associated associate VBN cord-277648-9kxwkcbl 332 5 with with IN cord-277648-9kxwkcbl 332 6 human human JJ cord-277648-9kxwkcbl 332 7 respiratory respiratory JJ cord-277648-9kxwkcbl 332 8 disease disease NN cord-277648-9kxwkcbl 332 9 in in IN cord-277648-9kxwkcbl 332 10 China China NNP cord-277648-9kxwkcbl 333 1 The the DT cord-277648-9kxwkcbl 333 2 proximal proximal JJ cord-277648-9kxwkcbl 333 3 origin origin NN cord-277648-9kxwkcbl 333 4 of of IN cord-277648-9kxwkcbl 333 5 SARS SARS NNP cord-277648-9kxwkcbl 333 6 - - HYPH cord-277648-9kxwkcbl 333 7 CoV-2 CoV-2 NNP cord-277648-9kxwkcbl 334 1 Cross Cross NNP cord-277648-9kxwkcbl 334 2 - - NNP cord-277648-9kxwkcbl 334 3 Country Country NNP cord-277648-9kxwkcbl 334 4 Comparison Comparison NNP cord-277648-9kxwkcbl 334 5 of of IN cord-277648-9kxwkcbl 334 6 Case Case NNP cord-277648-9kxwkcbl 334 7 Fatality Fatality NNP cord-277648-9kxwkcbl 334 8 Rates Rates NNPS cord-277648-9kxwkcbl 334 9 of of IN cord-277648-9kxwkcbl 334 10 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 334 11 / / SYM cord-277648-9kxwkcbl 334 12 SARS SARS NNP cord-277648-9kxwkcbl 334 13 - - HYPH cord-277648-9kxwkcbl 334 14 COV-2 COV-2 NNP cord-277648-9kxwkcbl 334 15 . . . cord-277648-9kxwkcbl 335 1 Osong Osong NNP cord-277648-9kxwkcbl 335 2 Public Public NNP cord-277648-9kxwkcbl 335 3 Health Health NNP cord-277648-9kxwkcbl 335 4 and and CC cord-277648-9kxwkcbl 335 5 Research Research NNP cord-277648-9kxwkcbl 335 6 Perspectives Perspectives NNPS cord-277648-9kxwkcbl 336 1 COVID-19 covid-19 VB cord-277648-9kxwkcbl 337 1 : : : cord-277648-9kxwkcbl 337 2 Specific specific JJ cord-277648-9kxwkcbl 337 3 and and CC cord-277648-9kxwkcbl 337 4 Non non JJ cord-277648-9kxwkcbl 337 5 - - JJ cord-277648-9kxwkcbl 337 6 Specific specific JJ cord-277648-9kxwkcbl 337 7 Clinical clinical JJ cord-277648-9kxwkcbl 337 8 Manifestations manifestation NNS cord-277648-9kxwkcbl 337 9 and and CC cord-277648-9kxwkcbl 337 10 Symptoms symptom NNS cord-277648-9kxwkcbl 337 11 : : : cord-277648-9kxwkcbl 337 12 The the DT cord-277648-9kxwkcbl 337 13 Current current JJ cord-277648-9kxwkcbl 337 14 State State NNP cord-277648-9kxwkcbl 337 15 of of IN cord-277648-9kxwkcbl 337 16 Knowledge Knowledge NNP cord-277648-9kxwkcbl 337 17 Characteristics Characteristics NNPS cord-277648-9kxwkcbl 337 18 of of IN cord-277648-9kxwkcbl 337 19 and and CC cord-277648-9kxwkcbl 337 20 Important important JJ cord-277648-9kxwkcbl 337 21 Lessons lesson NNS cord-277648-9kxwkcbl 337 22 From from IN cord-277648-9kxwkcbl 337 23 the the DT cord-277648-9kxwkcbl 337 24 Coronavirus Coronavirus NNP cord-277648-9kxwkcbl 337 25 Disease Disease NNP cord-277648-9kxwkcbl 337 26 2019 2019 CD cord-277648-9kxwkcbl 337 27 ( ( -LRB- cord-277648-9kxwkcbl 337 28 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 337 29 ) ) -RRB- cord-277648-9kxwkcbl 337 30 Outbreak outbreak NN cord-277648-9kxwkcbl 337 31 in in IN cord-277648-9kxwkcbl 337 32 China China NNP cord-277648-9kxwkcbl 337 33 : : : cord-277648-9kxwkcbl 337 34 Summary Summary NNP cord-277648-9kxwkcbl 337 35 of of IN cord-277648-9kxwkcbl 337 36 a a DT cord-277648-9kxwkcbl 337 37 Report Report NNP cord-277648-9kxwkcbl 337 38 of of IN cord-277648-9kxwkcbl 337 39 72 72 CD cord-277648-9kxwkcbl 337 40 314 314 CD cord-277648-9kxwkcbl 337 41 Cases case NNS cord-277648-9kxwkcbl 337 42 From from IN cord-277648-9kxwkcbl 337 43 the the DT cord-277648-9kxwkcbl 337 44 Chinese Chinese NNP cord-277648-9kxwkcbl 337 45 Center Center NNP cord-277648-9kxwkcbl 337 46 for for IN cord-277648-9kxwkcbl 337 47 Disease Disease NNP cord-277648-9kxwkcbl 337 48 Control Control NNP cord-277648-9kxwkcbl 337 49 and and CC cord-277648-9kxwkcbl 338 1 Prevention prevention NN cord-277648-9kxwkcbl 338 2 A a DT cord-277648-9kxwkcbl 338 3 familial familial JJ cord-277648-9kxwkcbl 338 4 cluster cluster NN cord-277648-9kxwkcbl 338 5 of of IN cord-277648-9kxwkcbl 338 6 pneumonia pneumonia NN cord-277648-9kxwkcbl 338 7 associated associate VBN cord-277648-9kxwkcbl 338 8 with with IN cord-277648-9kxwkcbl 338 9 the the DT cord-277648-9kxwkcbl 338 10 2019 2019 CD cord-277648-9kxwkcbl 338 11 novel novel NN cord-277648-9kxwkcbl 338 12 coronavirus coronavirus NN cord-277648-9kxwkcbl 338 13 indicating indicate VBG cord-277648-9kxwkcbl 338 14 person person NN cord-277648-9kxwkcbl 338 15 - - HYPH cord-277648-9kxwkcbl 338 16 to to IN cord-277648-9kxwkcbl 338 17 - - HYPH cord-277648-9kxwkcbl 338 18 person person NN cord-277648-9kxwkcbl 338 19 transmission transmission NN cord-277648-9kxwkcbl 338 20 : : : cord-277648-9kxwkcbl 338 21 a a DT cord-277648-9kxwkcbl 338 22 study study NN cord-277648-9kxwkcbl 338 23 of of IN cord-277648-9kxwkcbl 338 24 a a DT cord-277648-9kxwkcbl 338 25 family family NN cord-277648-9kxwkcbl 338 26 cluster cluster NN cord-277648-9kxwkcbl 338 27 Pathological pathological JJ cord-277648-9kxwkcbl 338 28 findings finding NNS cord-277648-9kxwkcbl 338 29 of of IN cord-277648-9kxwkcbl 338 30 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 338 31 associated associate VBN cord-277648-9kxwkcbl 338 32 with with IN cord-277648-9kxwkcbl 338 33 acute acute JJ cord-277648-9kxwkcbl 338 34 respiratory respiratory JJ cord-277648-9kxwkcbl 338 35 distress distress NN cord-277648-9kxwkcbl 338 36 syndrome syndrome NN cord-277648-9kxwkcbl 338 37 Planning planning NN cord-277648-9kxwkcbl 338 38 and and CC cord-277648-9kxwkcbl 338 39 provision provision NN cord-277648-9kxwkcbl 338 40 of of IN cord-277648-9kxwkcbl 338 41 ECMO ECMO NNP cord-277648-9kxwkcbl 338 42 services service NNS cord-277648-9kxwkcbl 338 43 for for IN cord-277648-9kxwkcbl 338 44 severe severe JJ cord-277648-9kxwkcbl 338 45 ARDS ARDS NNP cord-277648-9kxwkcbl 338 46 during during IN cord-277648-9kxwkcbl 338 47 the the DT cord-277648-9kxwkcbl 338 48 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 338 49 pandemic pandemic NN cord-277648-9kxwkcbl 338 50 and and CC cord-277648-9kxwkcbl 338 51 other other JJ cord-277648-9kxwkcbl 338 52 outbreaks outbreak NNS cord-277648-9kxwkcbl 338 53 of of IN cord-277648-9kxwkcbl 338 54 emerging emerge VBG cord-277648-9kxwkcbl 338 55 infectious infectious JJ cord-277648-9kxwkcbl 338 56 diseases disease NNS cord-277648-9kxwkcbl 338 57 Cytokine cytokine NN cord-277648-9kxwkcbl 338 58 profile profile NN cord-277648-9kxwkcbl 338 59 in in IN cord-277648-9kxwkcbl 338 60 plasma plasma NN cord-277648-9kxwkcbl 338 61 of of IN cord-277648-9kxwkcbl 338 62 severe severe JJ cord-277648-9kxwkcbl 338 63 COVID-19 covid-19 NN cord-277648-9kxwkcbl 338 64 does do VBZ cord-277648-9kxwkcbl 338 65 not not RB cord-277648-9kxwkcbl 338 66 differ differ VB cord-277648-9kxwkcbl 338 67 from from IN cord-277648-9kxwkcbl 338 68 ARDS ARDS NNP cord-277648-9kxwkcbl 338 69 and and CC cord-277648-9kxwkcbl 338 70 sepsis sepsis NN cord-277648-9kxwkcbl 339 1 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 339 2 pneumonia pneumonia NN cord-277648-9kxwkcbl 339 3 : : : cord-277648-9kxwkcbl 339 4 ARDS ARDS NNP cord-277648-9kxwkcbl 339 5 or or CC cord-277648-9kxwkcbl 339 6 not not RB cord-277648-9kxwkcbl 339 7 ? ? . cord-277648-9kxwkcbl 340 1 An an DT cord-277648-9kxwkcbl 340 2 inflammatory inflammatory JJ cord-277648-9kxwkcbl 340 3 cytokine cytokine NN cord-277648-9kxwkcbl 340 4 signature signature NN cord-277648-9kxwkcbl 340 5 helps help VBZ cord-277648-9kxwkcbl 340 6 predict predict VB cord-277648-9kxwkcbl 340 7 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 340 8 severity severity NN cord-277648-9kxwkcbl 340 9 and and CC cord-277648-9kxwkcbl 340 10 death death NN cord-277648-9kxwkcbl 340 11 COVID-19 covid-19 NN cord-277648-9kxwkcbl 340 12 : : : cord-277648-9kxwkcbl 340 13 consider consider VB cord-277648-9kxwkcbl 340 14 cytokine cytokine JJ cord-277648-9kxwkcbl 340 15 storm storm NN cord-277648-9kxwkcbl 340 16 syndromes syndrome NNS cord-277648-9kxwkcbl 340 17 and and CC cord-277648-9kxwkcbl 340 18 immunosuppression immunosuppression NN cord-277648-9kxwkcbl 340 19 Imbalanced Imbalanced NNP cord-277648-9kxwkcbl 340 20 Host Host NNP cord-277648-9kxwkcbl 340 21 Response Response NNP cord-277648-9kxwkcbl 340 22 to to IN cord-277648-9kxwkcbl 340 23 SARS SARS NNP cord-277648-9kxwkcbl 340 24 - - HYPH cord-277648-9kxwkcbl 340 25 CoV-2 CoV-2 NNP cord-277648-9kxwkcbl 341 1 Drives drive VBZ cord-277648-9kxwkcbl 341 2 Development Development NNP cord-277648-9kxwkcbl 341 3 of of IN cord-277648-9kxwkcbl 341 4 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 341 5 Aveolar Aveolar NNP cord-277648-9kxwkcbl 341 6 Macrophage Macrophage NNP cord-277648-9kxwkcbl 341 7 Activation Activation NNP cord-277648-9kxwkcbl 341 8 and and CC cord-277648-9kxwkcbl 341 9 Cytokine Cytokine NNP cord-277648-9kxwkcbl 341 10 Storm storm NN cord-277648-9kxwkcbl 341 11 in in IN cord-277648-9kxwkcbl 341 12 the the DT cord-277648-9kxwkcbl 341 13 Pathogenesis Pathogenesis NNP cord-277648-9kxwkcbl 341 14 of of IN cord-277648-9kxwkcbl 341 15 Severe Severe NNP cord-277648-9kxwkcbl 341 16 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 341 17 Pulmonary pulmonary JJ cord-277648-9kxwkcbl 341 18 post post JJ cord-277648-9kxwkcbl 341 19 - - JJ cord-277648-9kxwkcbl 341 20 mortem mortem JJ cord-277648-9kxwkcbl 341 21 findings finding NNS cord-277648-9kxwkcbl 341 22 in in IN cord-277648-9kxwkcbl 341 23 a a DT cord-277648-9kxwkcbl 341 24 large large JJ cord-277648-9kxwkcbl 341 25 series series NN cord-277648-9kxwkcbl 341 26 of of IN cord-277648-9kxwkcbl 341 27 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 341 28 cases case NNS cord-277648-9kxwkcbl 341 29 from from IN cord-277648-9kxwkcbl 341 30 Northern Northern NNP cord-277648-9kxwkcbl 341 31 Italy Italy NNP cord-277648-9kxwkcbl 341 32 . . . cord-277648-9kxwkcbl 342 1 The the DT cord-277648-9kxwkcbl 342 2 Lancet Lancet NNP cord-277648-9kxwkcbl 342 3 Infections Infections NNPS cord-277648-9kxwkcbl 342 4 Disease Disease NNP cord-277648-9kxwkcbl 342 5 Postmortem Postmortem NNP cord-277648-9kxwkcbl 342 6 Examination Examination NNP cord-277648-9kxwkcbl 342 7 of of IN cord-277648-9kxwkcbl 342 8 Patients Patients NNP cord-277648-9kxwkcbl 342 9 With with IN cord-277648-9kxwkcbl 342 10 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 342 11 Clinical clinical JJ cord-277648-9kxwkcbl 342 12 course course NN cord-277648-9kxwkcbl 342 13 and and CC cord-277648-9kxwkcbl 342 14 risk risk NN cord-277648-9kxwkcbl 342 15 factors factor NNS cord-277648-9kxwkcbl 342 16 for for IN cord-277648-9kxwkcbl 342 17 mortality mortality NN cord-277648-9kxwkcbl 342 18 of of IN cord-277648-9kxwkcbl 342 19 adult adult NN cord-277648-9kxwkcbl 342 20 inpatients inpatient NNS cord-277648-9kxwkcbl 342 21 with with IN cord-277648-9kxwkcbl 342 22 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 342 23 in in IN cord-277648-9kxwkcbl 342 24 Wuhan Wuhan NNP cord-277648-9kxwkcbl 342 25 , , , cord-277648-9kxwkcbl 342 26 China China NNP cord-277648-9kxwkcbl 342 27 : : : cord-277648-9kxwkcbl 343 1 a a DT cord-277648-9kxwkcbl 343 2 retrospective retrospective JJ cord-277648-9kxwkcbl 343 3 cohort cohort NN cord-277648-9kxwkcbl 343 4 study study NN cord-277648-9kxwkcbl 343 5 Baseline Baseline NNP cord-277648-9kxwkcbl 343 6 Characteristics Characteristics NNP cord-277648-9kxwkcbl 343 7 and and CC cord-277648-9kxwkcbl 343 8 Outcomes Outcomes NNPS cord-277648-9kxwkcbl 343 9 of of IN cord-277648-9kxwkcbl 343 10 1591 1591 CD cord-277648-9kxwkcbl 343 11 Patients patient NNS cord-277648-9kxwkcbl 343 12 Infected infect VBN cord-277648-9kxwkcbl 343 13 With with IN cord-277648-9kxwkcbl 343 14 SARS SARS NNP cord-277648-9kxwkcbl 343 15 - - HYPH cord-277648-9kxwkcbl 343 16 CoV-2 CoV-2 NNP cord-277648-9kxwkcbl 344 1 Admitted admit VBN cord-277648-9kxwkcbl 344 2 to to IN cord-277648-9kxwkcbl 344 3 ICUs ICUs NNP cord-277648-9kxwkcbl 344 4 of of IN cord-277648-9kxwkcbl 344 5 the the DT cord-277648-9kxwkcbl 344 6 Lombardy Lombardy NNP cord-277648-9kxwkcbl 344 7 Region Region NNP cord-277648-9kxwkcbl 344 8 Characteristics Characteristics NNPS cord-277648-9kxwkcbl 344 9 and and CC cord-277648-9kxwkcbl 344 10 Outcomes Outcomes NNPS cord-277648-9kxwkcbl 344 11 of of IN cord-277648-9kxwkcbl 344 12 21 21 CD cord-277648-9kxwkcbl 344 13 Critically critically RB cord-277648-9kxwkcbl 344 14 Ill Ill NNP cord-277648-9kxwkcbl 344 15 Patients Patients NNPS cord-277648-9kxwkcbl 344 16 With with IN cord-277648-9kxwkcbl 344 17 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 344 18 in in IN cord-277648-9kxwkcbl 344 19 Washington Washington NNP cord-277648-9kxwkcbl 344 20 State State NNP cord-277648-9kxwkcbl 344 21 Transcriptomic Transcriptomic NNP cord-277648-9kxwkcbl 344 22 characteristics characteristic NNS cord-277648-9kxwkcbl 344 23 of of IN cord-277648-9kxwkcbl 344 24 bronchoalveolar bronchoalveolar NNP cord-277648-9kxwkcbl 344 25 lavage lavage NN cord-277648-9kxwkcbl 344 26 fluid fluid NN cord-277648-9kxwkcbl 344 27 and and CC cord-277648-9kxwkcbl 344 28 peripheral peripheral JJ cord-277648-9kxwkcbl 344 29 blood blood NN cord-277648-9kxwkcbl 344 30 mononuclear mononuclear NN cord-277648-9kxwkcbl 344 31 cells cell NNS cord-277648-9kxwkcbl 344 32 in in IN cord-277648-9kxwkcbl 344 33 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 344 34 patients patient NNS cord-277648-9kxwkcbl 344 35 Comprehensive Comprehensive NNP cord-277648-9kxwkcbl 344 36 Transcriptomic Transcriptomic NNP cord-277648-9kxwkcbl 344 37 Analysis Analysis NNP cord-277648-9kxwkcbl 344 38 of of IN cord-277648-9kxwkcbl 344 39 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 344 40 Blood Blood NNP cord-277648-9kxwkcbl 344 41 , , , cord-277648-9kxwkcbl 344 42 Lung Lung NNP cord-277648-9kxwkcbl 344 43 , , , cord-277648-9kxwkcbl 344 44 and and CC cord-277648-9kxwkcbl 344 45 Airway Airway NNP cord-277648-9kxwkcbl 344 46 Tocilizumab Tocilizumab NNP cord-277648-9kxwkcbl 344 47 treatment treatment NN cord-277648-9kxwkcbl 344 48 in in IN cord-277648-9kxwkcbl 344 49 severe severe JJ cord-277648-9kxwkcbl 344 50 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 344 51 patients patient NNS cord-277648-9kxwkcbl 344 52 attenuates attenuate VBZ cord-277648-9kxwkcbl 344 53 the the DT cord-277648-9kxwkcbl 344 54 inflammatory inflammatory JJ cord-277648-9kxwkcbl 344 55 storm storm NN cord-277648-9kxwkcbl 344 56 incited incite VBN cord-277648-9kxwkcbl 344 57 by by IN cord-277648-9kxwkcbl 344 58 monocyte monocyte NNP cord-277648-9kxwkcbl 344 59 centric centric NNP cord-277648-9kxwkcbl 344 60 immune immune JJ cord-277648-9kxwkcbl 344 61 interactions interaction NNS cord-277648-9kxwkcbl 344 62 revealed reveal VBN cord-277648-9kxwkcbl 344 63 by by IN cord-277648-9kxwkcbl 344 64 single single JJ cord-277648-9kxwkcbl 344 65 - - HYPH cord-277648-9kxwkcbl 344 66 cell cell NN cord-277648-9kxwkcbl 344 67 analysis analysis NN cord-277648-9kxwkcbl 345 1 Blood blood NN cord-277648-9kxwkcbl 345 2 single single JJ cord-277648-9kxwkcbl 345 3 cell cell NN cord-277648-9kxwkcbl 345 4 immune immune NN cord-277648-9kxwkcbl 345 5 profiling profiling NN cord-277648-9kxwkcbl 345 6 reveals reveal VBZ cord-277648-9kxwkcbl 345 7 the the DT cord-277648-9kxwkcbl 345 8 interferon interferon NN cord-277648-9kxwkcbl 345 9 - - HYPH cord-277648-9kxwkcbl 345 10 MAPK MAPK NNP cord-277648-9kxwkcbl 345 11 pathway pathway NN cord-277648-9kxwkcbl 345 12 mediated mediate VBD cord-277648-9kxwkcbl 345 13 adaptive adaptive JJ cord-277648-9kxwkcbl 345 14 immune immune JJ cord-277648-9kxwkcbl 345 15 response response NN cord-277648-9kxwkcbl 345 16 for for IN cord-277648-9kxwkcbl 345 17 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 345 18 Single Single NNP cord-277648-9kxwkcbl 345 19 - - HYPH cord-277648-9kxwkcbl 345 20 Cell Cell NNP cord-277648-9kxwkcbl 345 21 Analysis Analysis NNP cord-277648-9kxwkcbl 346 1 Reveals reveal VBZ cord-277648-9kxwkcbl 346 2 Macrophage macrophage NN cord-277648-9kxwkcbl 346 3 - - HYPH cord-277648-9kxwkcbl 346 4 Driven drive VBN cord-277648-9kxwkcbl 346 5 T T NNP cord-277648-9kxwkcbl 346 6 Cell cell NN cord-277648-9kxwkcbl 346 7 Dysfunction dysfunction NN cord-277648-9kxwkcbl 346 8 in in IN cord-277648-9kxwkcbl 346 9 Severe severe JJ cord-277648-9kxwkcbl 346 10 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 346 11 Patients Patients NNP cord-277648-9kxwkcbl 346 12 Ellebedy Ellebedy NNP cord-277648-9kxwkcbl 346 13 AH ah NN cord-277648-9kxwkcbl 346 14 ( ( -LRB- cord-277648-9kxwkcbl 346 15 2020 2020 CD cord-277648-9kxwkcbl 346 16 ) ) -RRB- cord-277648-9kxwkcbl 347 1 Targeted target VBN cord-277648-9kxwkcbl 347 2 Immunosuppression Immunosuppression NNP cord-277648-9kxwkcbl 347 3 Distinguishes distinguish VBZ cord-277648-9kxwkcbl 347 4 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 347 5 from from IN cord-277648-9kxwkcbl 347 6 Influenza Influenza NNP cord-277648-9kxwkcbl 347 7 in in IN cord-277648-9kxwkcbl 347 8 Moderate Moderate NNP cord-277648-9kxwkcbl 347 9 and and CC cord-277648-9kxwkcbl 347 10 Severe severe JJ cord-277648-9kxwkcbl 347 11 Disease Disease NNP cord-277648-9kxwkcbl 347 12 Single single JJ cord-277648-9kxwkcbl 347 13 - - HYPH cord-277648-9kxwkcbl 347 14 cell cell NN cord-277648-9kxwkcbl 347 15 landscape landscape NN cord-277648-9kxwkcbl 347 16 of of IN cord-277648-9kxwkcbl 347 17 bronchoalveolar bronchoalveolar JJ cord-277648-9kxwkcbl 347 18 immune immune JJ cord-277648-9kxwkcbl 347 19 cells cell NNS cord-277648-9kxwkcbl 347 20 in in IN cord-277648-9kxwkcbl 347 21 patients patient NNS cord-277648-9kxwkcbl 347 22 with with IN cord-277648-9kxwkcbl 347 23 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 347 24 Cross Cross NNP cord-277648-9kxwkcbl 347 25 - - HYPH cord-277648-9kxwkcbl 347 26 talk talk NN cord-277648-9kxwkcbl 347 27 between between IN cord-277648-9kxwkcbl 347 28 the the DT cord-277648-9kxwkcbl 347 29 airway airway NN cord-277648-9kxwkcbl 347 30 epithelium epithelium NN cord-277648-9kxwkcbl 347 31 and and CC cord-277648-9kxwkcbl 347 32 activated activate VBN cord-277648-9kxwkcbl 347 33 immune immune JJ cord-277648-9kxwkcbl 347 34 cells cell NNS cord-277648-9kxwkcbl 347 35 defines define VBZ cord-277648-9kxwkcbl 347 36 severity severity NN cord-277648-9kxwkcbl 347 37 in in IN cord-277648-9kxwkcbl 347 38 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 347 39 In in IN cord-277648-9kxwkcbl 347 40 - - HYPH cord-277648-9kxwkcbl 347 41 depth depth NN cord-277648-9kxwkcbl 347 42 phenotyping phenotyping NN cord-277648-9kxwkcbl 347 43 of of IN cord-277648-9kxwkcbl 347 44 human human JJ cord-277648-9kxwkcbl 347 45 peripheral peripheral JJ cord-277648-9kxwkcbl 347 46 blood blood NN cord-277648-9kxwkcbl 347 47 mononuclear mononuclear NN cord-277648-9kxwkcbl 347 48 cells cell NNS cord-277648-9kxwkcbl 347 49 in in IN cord-277648-9kxwkcbl 347 50 convalescent convalescent JJ cord-277648-9kxwkcbl 347 51 COVID-19 covid-19 CD cord-277648-9kxwkcbl 347 52 patients patient NNS cord-277648-9kxwkcbl 347 53 following follow VBG cord-277648-9kxwkcbl 347 54 a a DT cord-277648-9kxwkcbl 347 55 moderate moderate JJ cord-277648-9kxwkcbl 347 56 versus versus IN cord-277648-9kxwkcbl 347 57 severe severe JJ cord-277648-9kxwkcbl 347 58 disease disease NN cord-277648-9kxwkcbl 347 59 course course NN cord-277648-9kxwkcbl 347 60 Complex Complex NNP cord-277648-9kxwkcbl 347 61 Immune Immune NNP cord-277648-9kxwkcbl 347 62 Dysregulation Dysregulation NNP cord-277648-9kxwkcbl 347 63 in in IN cord-277648-9kxwkcbl 347 64 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 347 65 Patients Patients NNPS cord-277648-9kxwkcbl 347 66 with with IN cord-277648-9kxwkcbl 347 67 Severe severe JJ cord-277648-9kxwkcbl 347 68 Respiratory respiratory JJ cord-277648-9kxwkcbl 347 69 Failure failure NN cord-277648-9kxwkcbl 348 1 A a DT cord-277648-9kxwkcbl 348 2 single single JJ cord-277648-9kxwkcbl 348 3 - - HYPH cord-277648-9kxwkcbl 348 4 cell cell NN cord-277648-9kxwkcbl 348 5 atlas atlas NN cord-277648-9kxwkcbl 348 6 of of IN cord-277648-9kxwkcbl 348 7 the the DT cord-277648-9kxwkcbl 348 8 peripheral peripheral JJ cord-277648-9kxwkcbl 348 9 immune immune JJ cord-277648-9kxwkcbl 348 10 response response NN cord-277648-9kxwkcbl 348 11 to to IN cord-277648-9kxwkcbl 348 12 severe severe JJ cord-277648-9kxwkcbl 348 13 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 348 14 Terrier Terrier NNP cord-277648-9kxwkcbl 348 15 B B NNP cord-277648-9kxwkcbl 348 16 ( ( -LRB- cord-277648-9kxwkcbl 348 17 2020 2020 CD cord-277648-9kxwkcbl 348 18 ) ) -RRB- cord-277648-9kxwkcbl 349 1 Impaired impaired JJ cord-277648-9kxwkcbl 349 2 type type NN cord-277648-9kxwkcbl 350 1 I -PRON- PRP cord-277648-9kxwkcbl 350 2 interferon interferon VBD cord-277648-9kxwkcbl 350 3 activity activity NN cord-277648-9kxwkcbl 350 4 and and CC cord-277648-9kxwkcbl 350 5 exacerbated exacerbate VBD cord-277648-9kxwkcbl 350 6 inflammatory inflammatory JJ cord-277648-9kxwkcbl 350 7 responses response NNS cord-277648-9kxwkcbl 350 8 in in IN cord-277648-9kxwkcbl 350 9 severe severe JJ cord-277648-9kxwkcbl 350 10 Covid-19 covid-19 NN cord-277648-9kxwkcbl 350 11 patients patient NNS cord-277648-9kxwkcbl 350 12 Immunologic immunologic JJ cord-277648-9kxwkcbl 350 13 perturbations perturbation NNS cord-277648-9kxwkcbl 350 14 in in IN cord-277648-9kxwkcbl 350 15 severe severe JJ cord-277648-9kxwkcbl 350 16 COVID-19 covid-19 NN cord-277648-9kxwkcbl 351 1 /SARS /sars LS cord-277648-9kxwkcbl 351 2 - - : cord-277648-9kxwkcbl 351 3 CoV-2 cov-2 NN cord-277648-9kxwkcbl 351 4 infection infection NN cord-277648-9kxwkcbl 351 5 Emergence emergence NN cord-277648-9kxwkcbl 351 6 of of IN cord-277648-9kxwkcbl 351 7 Low low JJ cord-277648-9kxwkcbl 351 8 - - HYPH cord-277648-9kxwkcbl 351 9 density density NN cord-277648-9kxwkcbl 351 10 Inflammatory Inflammatory NNP cord-277648-9kxwkcbl 351 11 Neutrophils Neutrophils NNP cord-277648-9kxwkcbl 351 12 Correlates correlate VBZ cord-277648-9kxwkcbl 351 13 with with IN cord-277648-9kxwkcbl 351 14 Hypercoagulable Hypercoagulable NNP cord-277648-9kxwkcbl 351 15 State State NNP cord-277648-9kxwkcbl 351 16 and and CC cord-277648-9kxwkcbl 351 17 Disease Disease NNP cord-277648-9kxwkcbl 351 18 Severity Severity NNP cord-277648-9kxwkcbl 351 19 in in IN cord-277648-9kxwkcbl 351 20 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 351 21 Patients Patients NNP cord-277648-9kxwkcbl 351 22 NicheNet NicheNet NNP cord-277648-9kxwkcbl 351 23 : : : cord-277648-9kxwkcbl 351 24 modeling model VBG cord-277648-9kxwkcbl 351 25 intercellular intercellular JJ cord-277648-9kxwkcbl 351 26 communication communication NN cord-277648-9kxwkcbl 351 27 by by IN cord-277648-9kxwkcbl 351 28 linking link VBG cord-277648-9kxwkcbl 351 29 ligands ligand NNS cord-277648-9kxwkcbl 351 30 to to TO cord-277648-9kxwkcbl 351 31 target target VB cord-277648-9kxwkcbl 351 32 genes gene NNS cord-277648-9kxwkcbl 352 1 A a DT cord-277648-9kxwkcbl 352 2 mass mass JJ cord-277648-9kxwkcbl 352 3 spectrometric spectrometric NN cord-277648-9kxwkcbl 352 4 - - HYPH cord-277648-9kxwkcbl 352 5 derived derive VBN cord-277648-9kxwkcbl 352 6 cell cell NN cord-277648-9kxwkcbl 352 7 surface surface NN cord-277648-9kxwkcbl 352 8 protein protein NN cord-277648-9kxwkcbl 352 9 atlas atlas NNP cord-277648-9kxwkcbl 352 10 Immune Immune NNP cord-277648-9kxwkcbl 352 11 Cell Cell NNP cord-277648-9kxwkcbl 352 12 Atlas Atlas NNP cord-277648-9kxwkcbl 352 13 Single single JJ cord-277648-9kxwkcbl 352 14 - - HYPH cord-277648-9kxwkcbl 352 15 cell cell NN cord-277648-9kxwkcbl 352 16 RNA RNA NNP cord-277648-9kxwkcbl 352 17 - - HYPH cord-277648-9kxwkcbl 352 18 seq seq NNP cord-277648-9kxwkcbl 352 19 reveals reveal VBZ cord-277648-9kxwkcbl 352 20 new new JJ cord-277648-9kxwkcbl 352 21 types type NNS cord-277648-9kxwkcbl 352 22 of of IN cord-277648-9kxwkcbl 352 23 human human JJ cord-277648-9kxwkcbl 352 24 blood blood NN cord-277648-9kxwkcbl 352 25 dendritic dendritic JJ cord-277648-9kxwkcbl 352 26 cells cell NNS cord-277648-9kxwkcbl 352 27 , , , cord-277648-9kxwkcbl 352 28 monocytes monocyte NNS cord-277648-9kxwkcbl 352 29 , , , cord-277648-9kxwkcbl 352 30 and and CC cord-277648-9kxwkcbl 352 31 progenitors progenitor NNS cord-277648-9kxwkcbl 352 32 H9N2 H9N2 NNP cord-277648-9kxwkcbl 352 33 avian avian JJ cord-277648-9kxwkcbl 352 34 influenza influenza NN cord-277648-9kxwkcbl 352 35 infection infection NN cord-277648-9kxwkcbl 352 36 altered alter VBD cord-277648-9kxwkcbl 352 37 expression expression NN cord-277648-9kxwkcbl 352 38 pattern pattern NN cord-277648-9kxwkcbl 352 39 of of IN cord-277648-9kxwkcbl 352 40 sphiogosine-1-phosphate sphiogosine-1-phosphate JJ cord-277648-9kxwkcbl 352 41 receptor receptor NN cord-277648-9kxwkcbl 352 42 1 1 CD cord-277648-9kxwkcbl 352 43 in in IN cord-277648-9kxwkcbl 352 44 BALB BALB NNP cord-277648-9kxwkcbl 352 45 / / SYM cord-277648-9kxwkcbl 352 46 c c NN cord-277648-9kxwkcbl 352 47 mice mouse NNS cord-277648-9kxwkcbl 353 1 The the DT cord-277648-9kxwkcbl 353 2 alliance alliance NN cord-277648-9kxwkcbl 353 3 of of IN cord-277648-9kxwkcbl 353 4 sphingosine-1-phosphate sphingosine-1-phosphate NNP cord-277648-9kxwkcbl 353 5 and and CC cord-277648-9kxwkcbl 353 6 its -PRON- PRP$ cord-277648-9kxwkcbl 353 7 receptors receptor NNS cord-277648-9kxwkcbl 353 8 in in IN cord-277648-9kxwkcbl 353 9 immunity immunity NN cord-277648-9kxwkcbl 353 10 Osteopontin Osteopontin NNP cord-277648-9kxwkcbl 353 11 Modulates modulate VBZ cord-277648-9kxwkcbl 354 1 the the DT cord-277648-9kxwkcbl 354 2 Generation Generation NNP cord-277648-9kxwkcbl 354 3 of of IN cord-277648-9kxwkcbl 354 4 Memory Memory NNP cord-277648-9kxwkcbl 354 5 CD8 CD8 NNP cord-277648-9kxwkcbl 354 6 + + CC cord-277648-9kxwkcbl 354 7 T T NNP cord-277648-9kxwkcbl 354 8 Cells cell NNS cord-277648-9kxwkcbl 354 9 during during IN cord-277648-9kxwkcbl 354 10 Influenza Influenza NNP cord-277648-9kxwkcbl 354 11 Virus Virus NNP cord-277648-9kxwkcbl 354 12 Infection Infection NNP cord-277648-9kxwkcbl 354 13 Deep Deep NNP cord-277648-9kxwkcbl 354 14 immune immune JJ cord-277648-9kxwkcbl 354 15 profiling profiling NN cord-277648-9kxwkcbl 354 16 of of IN cord-277648-9kxwkcbl 354 17 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 354 18 patients patient NNS cord-277648-9kxwkcbl 354 19 reveals reveal VBZ cord-277648-9kxwkcbl 354 20 patient patient JJ cord-277648-9kxwkcbl 354 21 heterogeneity heterogeneity NN cord-277648-9kxwkcbl 354 22 and and CC cord-277648-9kxwkcbl 354 23 distinct distinct JJ cord-277648-9kxwkcbl 354 24 immunotypes immunotype NNS cord-277648-9kxwkcbl 354 25 with with IN cord-277648-9kxwkcbl 354 26 implications implication NNS cord-277648-9kxwkcbl 354 27 for for IN cord-277648-9kxwkcbl 354 28 therapeutic therapeutic JJ cord-277648-9kxwkcbl 354 29 interventions intervention NNS cord-277648-9kxwkcbl 354 30 Emerging Emerging NNP cord-277648-9kxwkcbl 354 31 functions function NNS cord-277648-9kxwkcbl 354 32 of of IN cord-277648-9kxwkcbl 354 33 amphiregulin amphiregulin NN cord-277648-9kxwkcbl 354 34 in in IN cord-277648-9kxwkcbl 354 35 orchestrating orchestrate VBG cord-277648-9kxwkcbl 354 36 immunity immunity NN cord-277648-9kxwkcbl 354 37 , , , cord-277648-9kxwkcbl 354 38 inflammation inflammation NN cord-277648-9kxwkcbl 354 39 , , , cord-277648-9kxwkcbl 354 40 and and CC cord-277648-9kxwkcbl 354 41 tissue tissue NN cord-277648-9kxwkcbl 354 42 repair repair NN cord-277648-9kxwkcbl 355 1 New new JJ cord-277648-9kxwkcbl 355 2 fronts front NNS cord-277648-9kxwkcbl 355 3 emerge emerge VBP cord-277648-9kxwkcbl 355 4 in in IN cord-277648-9kxwkcbl 355 5 the the DT cord-277648-9kxwkcbl 355 6 influenza influenza NN cord-277648-9kxwkcbl 355 7 cytokine cytokine NN cord-277648-9kxwkcbl 355 8 storm storm NN cord-277648-9kxwkcbl 356 1 IL-33 IL-33 NNP cord-277648-9kxwkcbl 356 2 promotes promote VBZ cord-277648-9kxwkcbl 356 3 an an DT cord-277648-9kxwkcbl 356 4 innate innate JJ cord-277648-9kxwkcbl 356 5 immune immune JJ cord-277648-9kxwkcbl 356 6 pathway pathway NN cord-277648-9kxwkcbl 356 7 of of IN cord-277648-9kxwkcbl 356 8 intestinal intestinal JJ cord-277648-9kxwkcbl 356 9 tissue tissue NN cord-277648-9kxwkcbl 356 10 protection protection NN cord-277648-9kxwkcbl 356 11 dependent dependent JJ cord-277648-9kxwkcbl 356 12 on on IN cord-277648-9kxwkcbl 356 13 amphiregulin amphiregulin JJ cord-277648-9kxwkcbl 356 14 - - HYPH cord-277648-9kxwkcbl 356 15 EGFR egfr NN cord-277648-9kxwkcbl 356 16 interactions interaction NNS cord-277648-9kxwkcbl 356 17 TIMP-1 TIMP-1 NNP cord-277648-9kxwkcbl 356 18 Promotes promote VBZ cord-277648-9kxwkcbl 356 19 the the DT cord-277648-9kxwkcbl 356 20 Immune Immune NNP cord-277648-9kxwkcbl 356 21 Response response NN cord-277648-9kxwkcbl 356 22 in in IN cord-277648-9kxwkcbl 356 23 Influenza Influenza NNP cord-277648-9kxwkcbl 356 24 - - HYPH cord-277648-9kxwkcbl 356 25 Induced Induced NNP cord-277648-9kxwkcbl 356 26 Acute Acute NNP cord-277648-9kxwkcbl 356 27 Lung Lung NNP cord-277648-9kxwkcbl 356 28 Injury Injury NNP cord-277648-9kxwkcbl 356 29 Integrative Integrative NNP cord-277648-9kxwkcbl 356 30 gene gene NN cord-277648-9kxwkcbl 356 31 network network NN cord-277648-9kxwkcbl 356 32 analysis analysis NN cord-277648-9kxwkcbl 357 1 identifies identify VBZ cord-277648-9kxwkcbl 357 2 key key JJ cord-277648-9kxwkcbl 357 3 signatures signature NNS cord-277648-9kxwkcbl 357 4 , , , cord-277648-9kxwkcbl 357 5 intrinsic intrinsic JJ cord-277648-9kxwkcbl 357 6 networks network NNS cord-277648-9kxwkcbl 357 7 and and CC cord-277648-9kxwkcbl 357 8 host host NN cord-277648-9kxwkcbl 357 9 factors factor NNS cord-277648-9kxwkcbl 357 10 for for IN cord-277648-9kxwkcbl 357 11 influenza influenza NN cord-277648-9kxwkcbl 357 12 virus virus NN cord-277648-9kxwkcbl 358 1 A a DT cord-277648-9kxwkcbl 358 2 infections infection NNS cord-277648-9kxwkcbl 359 1 Patient patient NN cord-277648-9kxwkcbl 359 2 - - HYPH cord-277648-9kxwkcbl 359 3 based base VBN cord-277648-9kxwkcbl 359 4 transcriptome transcriptome NN cord-277648-9kxwkcbl 359 5 - - HYPH cord-277648-9kxwkcbl 359 6 wide wide JJ cord-277648-9kxwkcbl 359 7 analysis analysis NN cord-277648-9kxwkcbl 359 8 identify identify VBP cord-277648-9kxwkcbl 359 9 interferon interferon NN cord-277648-9kxwkcbl 359 10 and and CC cord-277648-9kxwkcbl 359 11 ubiquination ubiquination NN cord-277648-9kxwkcbl 359 12 pathways pathway NNS cord-277648-9kxwkcbl 359 13 as as IN cord-277648-9kxwkcbl 359 14 potential potential JJ cord-277648-9kxwkcbl 359 15 predictors predictor NNS cord-277648-9kxwkcbl 359 16 of of IN cord-277648-9kxwkcbl 359 17 influenza influenza NN cord-277648-9kxwkcbl 359 18 A a DT cord-277648-9kxwkcbl 359 19 disease disease NN cord-277648-9kxwkcbl 359 20 severity severity NN cord-277648-9kxwkcbl 359 21 Interleukin-7 interleukin-7 IN cord-277648-9kxwkcbl 359 22 expression expression NN cord-277648-9kxwkcbl 359 23 and and CC cord-277648-9kxwkcbl 359 24 its -PRON- PRP$ cord-277648-9kxwkcbl 359 25 effect effect NN cord-277648-9kxwkcbl 359 26 on on IN cord-277648-9kxwkcbl 359 27 natural natural JJ cord-277648-9kxwkcbl 359 28 killer killer NN cord-277648-9kxwkcbl 359 29 cells cell NNS cord-277648-9kxwkcbl 359 30 in in IN cord-277648-9kxwkcbl 359 31 patients patient NNS cord-277648-9kxwkcbl 359 32 with with IN cord-277648-9kxwkcbl 359 33 multiple multiple JJ cord-277648-9kxwkcbl 359 34 sclerosis sclerosis NN cord-277648-9kxwkcbl 359 35 Endothelial endothelial NN cord-277648-9kxwkcbl 359 36 cells cell NNS cord-277648-9kxwkcbl 359 37 are be VBP cord-277648-9kxwkcbl 359 38 central central JJ cord-277648-9kxwkcbl 359 39 orchestrators orchestrator NNS cord-277648-9kxwkcbl 359 40 of of IN cord-277648-9kxwkcbl 359 41 cytokine cytokine NN cord-277648-9kxwkcbl 359 42 amplification amplification NN cord-277648-9kxwkcbl 359 43 during during IN cord-277648-9kxwkcbl 360 1 influenza influenza NN cord-277648-9kxwkcbl 360 2 virus virus NN cord-277648-9kxwkcbl 360 3 infection infection NN cord-277648-9kxwkcbl 360 4 SARS SARS NNP cord-277648-9kxwkcbl 360 5 - - HYPH cord-277648-9kxwkcbl 360 6 CoV-2 CoV-2 NNP cord-277648-9kxwkcbl 360 7 activates activate VBZ cord-277648-9kxwkcbl 360 8 lung lung NN cord-277648-9kxwkcbl 360 9 epithelia epithelia NN cord-277648-9kxwkcbl 360 10 cell cell NN cord-277648-9kxwkcbl 360 11 proinflammatory proinflammatory JJ cord-277648-9kxwkcbl 360 12 signaling signaling NN cord-277648-9kxwkcbl 360 13 and and CC cord-277648-9kxwkcbl 360 14 leads lead VBZ cord-277648-9kxwkcbl 360 15 to to IN cord-277648-9kxwkcbl 360 16 immune immune JJ cord-277648-9kxwkcbl 360 17 dysregulation dysregulation NN cord-277648-9kxwkcbl 360 18 in in IN cord-277648-9kxwkcbl 360 19 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 360 20 patients patient NNS cord-277648-9kxwkcbl 360 21 by by IN cord-277648-9kxwkcbl 360 22 single single JJ cord-277648-9kxwkcbl 360 23 - - HYPH cord-277648-9kxwkcbl 360 24 cell cell NN cord-277648-9kxwkcbl 360 25 sequencing sequencing NN cord-277648-9kxwkcbl 360 26 Immune immune JJ cord-277648-9kxwkcbl 360 27 cell cell NN cord-277648-9kxwkcbl 360 28 profiling profiling NN cord-277648-9kxwkcbl 360 29 of of IN cord-277648-9kxwkcbl 360 30 COVID-19 covid-19 JJ cord-277648-9kxwkcbl 360 31 patients patient NNS cord-277648-9kxwkcbl 360 32 in in IN cord-277648-9kxwkcbl 360 33 the the DT cord-277648-9kxwkcbl 360 34 recovery recovery NN cord-277648-9kxwkcbl 360 35 stage stage NN cord-277648-9kxwkcbl 360 36 by by IN cord-277648-9kxwkcbl 360 37 singlecell singlecell NNP cord-277648-9kxwkcbl 360 38 sequencing sequence VBG cord-277648-9kxwkcbl 360 39 Longitudinal longitudinal JJ cord-277648-9kxwkcbl 360 40 peripheral peripheral JJ cord-277648-9kxwkcbl 360 41 blood blood NN cord-277648-9kxwkcbl 360 42 transcriptional transcriptional JJ cord-277648-9kxwkcbl 360 43 analysis analysis NN cord-277648-9kxwkcbl 360 44 of of IN cord-277648-9kxwkcbl 360 45 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 360 46 patients patient NNS cord-277648-9kxwkcbl 360 47 captures capture VBZ cord-277648-9kxwkcbl 360 48 disease disease NN cord-277648-9kxwkcbl 360 49 progression progression NN cord-277648-9kxwkcbl 360 50 and and CC cord-277648-9kxwkcbl 360 51 reveals reveal VBZ cord-277648-9kxwkcbl 360 52 potential potential JJ cord-277648-9kxwkcbl 360 53 biomarkers biomarker NNS cord-277648-9kxwkcbl 360 54 The the DT cord-277648-9kxwkcbl 360 55 tumor tumor NN cord-277648-9kxwkcbl 360 56 necrosis necrosis NN cord-277648-9kxwkcbl 360 57 factor factor NN cord-277648-9kxwkcbl 360 58 alpha alpha NN cord-277648-9kxwkcbl 360 59 - - HYPH cord-277648-9kxwkcbl 360 60 induced induce VBN cord-277648-9kxwkcbl 360 61 protein protein NN cord-277648-9kxwkcbl 360 62 3 3 CD cord-277648-9kxwkcbl 360 63 ( ( -LRB- cord-277648-9kxwkcbl 360 64 TNFAIP3 TNFAIP3 NNP cord-277648-9kxwkcbl 360 65 , , , cord-277648-9kxwkcbl 360 66 A20 A20 NNP cord-277648-9kxwkcbl 360 67 ) ) -RRB- cord-277648-9kxwkcbl 360 68 imposes impose VBZ cord-277648-9kxwkcbl 360 69 a a DT cord-277648-9kxwkcbl 360 70 brake brake NN cord-277648-9kxwkcbl 360 71 on on IN cord-277648-9kxwkcbl 360 72 antitumor antitumor JJ cord-277648-9kxwkcbl 360 73 activity activity NN cord-277648-9kxwkcbl 360 74 of of IN cord-277648-9kxwkcbl 360 75 CD8 CD8 NNP cord-277648-9kxwkcbl 360 76 T T NNP cord-277648-9kxwkcbl 360 77 cells cell NNS cord-277648-9kxwkcbl 361 1 A20 A20 NNP cord-277648-9kxwkcbl 361 2 / / SYM cord-277648-9kxwkcbl 361 3 Tumor tumor NN cord-277648-9kxwkcbl 361 4 Necrosis necrosis NN cord-277648-9kxwkcbl 361 5 Factor Factor NNP cord-277648-9kxwkcbl 361 6 α α NN cord-277648-9kxwkcbl 361 7 - - HYPH cord-277648-9kxwkcbl 361 8 Induced induce VBN cord-277648-9kxwkcbl 361 9 Protein Protein NNP cord-277648-9kxwkcbl 361 10 3 3 CD cord-277648-9kxwkcbl 361 11 in in IN cord-277648-9kxwkcbl 361 12 Immune Immune NNP cord-277648-9kxwkcbl 361 13 Cells Cells NNPS cord-277648-9kxwkcbl 361 14 Controls control VBZ cord-277648-9kxwkcbl 361 15 Development Development NNP cord-277648-9kxwkcbl 361 16 of of IN cord-277648-9kxwkcbl 361 17 Autoinflammation Autoinflammation NNP cord-277648-9kxwkcbl 361 18 and and CC cord-277648-9kxwkcbl 361 19 Autoimmunity Autoimmunity NNP cord-277648-9kxwkcbl 361 20 : : : cord-277648-9kxwkcbl 361 21 Lessons lesson NNS cord-277648-9kxwkcbl 361 22 from from IN cord-277648-9kxwkcbl 361 23 Mouse Mouse NNP cord-277648-9kxwkcbl 361 24 Models Models NNPS cord-277648-9kxwkcbl 361 25 . . . cord-277648-9kxwkcbl 362 1 Front Front NNP cord-277648-9kxwkcbl 362 2 Immunol Immunol NNP cord-277648-9kxwkcbl 362 3 A20 A20 NNP cord-277648-9kxwkcbl 362 4 and and CC cord-277648-9kxwkcbl 362 5 Cell Cell NNP cord-277648-9kxwkcbl 362 6 Death death NN cord-277648-9kxwkcbl 362 7 - - HYPH cord-277648-9kxwkcbl 362 8 driven drive VBN cord-277648-9kxwkcbl 362 9 Inflammation inflammation NN cord-277648-9kxwkcbl 362 10 A20 A20 NNP cord-277648-9kxwkcbl 362 11 Deficiency deficiency NN cord-277648-9kxwkcbl 362 12 in in IN cord-277648-9kxwkcbl 362 13 Lung Lung NNP cord-277648-9kxwkcbl 362 14 Epithelial epithelial NN cord-277648-9kxwkcbl 362 15 Cells Cells NNPS cord-277648-9kxwkcbl 362 16 Protects protect VBZ cord-277648-9kxwkcbl 362 17 against against IN cord-277648-9kxwkcbl 362 18 Influenza Influenza NNP cord-277648-9kxwkcbl 362 19 A A NNP cord-277648-9kxwkcbl 362 20 Virus Virus NNP cord-277648-9kxwkcbl 362 21 Infection Infection NNP cord-277648-9kxwkcbl 362 22 Network network NN cord-277648-9kxwkcbl 362 23 - - HYPH cord-277648-9kxwkcbl 362 24 based base VBN cord-277648-9kxwkcbl 362 25 analysis analysis NN cord-277648-9kxwkcbl 362 26 of of IN cord-277648-9kxwkcbl 362 27 comorbidities comorbiditie NNS cord-277648-9kxwkcbl 362 28 risk risk NN cord-277648-9kxwkcbl 362 29 during during IN cord-277648-9kxwkcbl 362 30 an an DT cord-277648-9kxwkcbl 362 31 infection infection NN cord-277648-9kxwkcbl 362 32 : : : cord-277648-9kxwkcbl 362 33 SARS SARS NNP cord-277648-9kxwkcbl 362 34 and and CC cord-277648-9kxwkcbl 362 35 HIV HIV NNP cord-277648-9kxwkcbl 362 36 case case NN cord-277648-9kxwkcbl 362 37 studies study VBZ cord-277648-9kxwkcbl 362 38 Neutrophils Neutrophils NNP cord-277648-9kxwkcbl 362 39 in in IN cord-277648-9kxwkcbl 362 40 cystic cystic JJ cord-277648-9kxwkcbl 362 41 fibrosis fibrosis NN cord-277648-9kxwkcbl 362 42 display display VBP cord-277648-9kxwkcbl 362 43 a a DT cord-277648-9kxwkcbl 362 44 distinct distinct JJ cord-277648-9kxwkcbl 362 45 gene gene NN cord-277648-9kxwkcbl 362 46 expression expression NN cord-277648-9kxwkcbl 362 47 pattern pattern NN cord-277648-9kxwkcbl 363 1 The the DT cord-277648-9kxwkcbl 363 2 Role role NN cord-277648-9kxwkcbl 363 3 of of IN cord-277648-9kxwkcbl 363 4 Cytokines Cytokines NNPS cord-277648-9kxwkcbl 363 5 including include VBG cord-277648-9kxwkcbl 363 6 Interleukin-6 Interleukin-6 NNP cord-277648-9kxwkcbl 363 7 in in IN cord-277648-9kxwkcbl 363 8 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 363 9 induced induce VBN cord-277648-9kxwkcbl 363 10 Pneumonia Pneumonia NNP cord-277648-9kxwkcbl 363 11 and and CC cord-277648-9kxwkcbl 363 12 Macrophage Macrophage NNP cord-277648-9kxwkcbl 363 13 Activation Activation NNP cord-277648-9kxwkcbl 363 14 Syndrome Syndrome NNP cord-277648-9kxwkcbl 364 1 -Like -Like NNP cord-277648-9kxwkcbl 364 2 Disease Disease NNP cord-277648-9kxwkcbl 365 1 Should Should MD cord-277648-9kxwkcbl 365 2 we -PRON- PRP cord-277648-9kxwkcbl 365 3 stimulate stimulate VB cord-277648-9kxwkcbl 365 4 or or CC cord-277648-9kxwkcbl 365 5 suppress suppress VB cord-277648-9kxwkcbl 365 6 immune immune JJ cord-277648-9kxwkcbl 365 7 responses response NNS cord-277648-9kxwkcbl 365 8 in in IN cord-277648-9kxwkcbl 365 9 COVID-19 COVID-19 NNP cord-277648-9kxwkcbl 365 10 ? ? . cord-277648-9kxwkcbl 366 1 Cytokine cytokine NN cord-277648-9kxwkcbl 366 2 and and CC cord-277648-9kxwkcbl 366 3 anti anti JJ cord-277648-9kxwkcbl 366 4 - - JJ cord-277648-9kxwkcbl 366 5 cytokine cytokine JJ cord-277648-9kxwkcbl 366 6 interventions intervention NNS cord-277648-9kxwkcbl 367 1 Proliferating proliferate VBG cord-277648-9kxwkcbl 368 1 SPP1 SPP1 NNP cord-277648-9kxwkcbl 368 2 / / SYM cord-277648-9kxwkcbl 368 3 MERTK mertk NN cord-277648-9kxwkcbl 368 4 - - HYPH cord-277648-9kxwkcbl 368 5 expressing express VBG cord-277648-9kxwkcbl 368 6 macrophages macrophage NNS cord-277648-9kxwkcbl 368 7 in in IN cord-277648-9kxwkcbl 368 8 idiopathic idiopathic JJ cord-277648-9kxwkcbl 368 9 pulmonary pulmonary JJ cord-277648-9kxwkcbl 368 10 fibrosis fibrosis NN cord-277648-9kxwkcbl 368 11 MAST MAST NNP cord-277648-9kxwkcbl 368 12 : : : cord-277648-9kxwkcbl 368 13 a a DT cord-277648-9kxwkcbl 368 14 flexible flexible JJ cord-277648-9kxwkcbl 368 15 statistical statistical JJ cord-277648-9kxwkcbl 368 16 framework framework NN cord-277648-9kxwkcbl 368 17 for for IN cord-277648-9kxwkcbl 368 18 assessing assess VBG cord-277648-9kxwkcbl 368 19 transcriptional transcriptional JJ cord-277648-9kxwkcbl 368 20 changes change NNS cord-277648-9kxwkcbl 368 21 and and CC cord-277648-9kxwkcbl 368 22 characterizing characterize VBG cord-277648-9kxwkcbl 368 23 heterogeneity heterogeneity NN cord-277648-9kxwkcbl 368 24 in in IN cord-277648-9kxwkcbl 368 25 single single JJ cord-277648-9kxwkcbl 368 26 - - HYPH cord-277648-9kxwkcbl 368 27 cell cell NN cord-277648-9kxwkcbl 368 28 RNA RNA NNP cord-277648-9kxwkcbl 368 29 sequencing sequencing NN cord-277648-9kxwkcbl 368 30 data datum NNS cord-277648-9kxwkcbl 368 31 Gene Gene NNP cord-277648-9kxwkcbl 368 32 set set VBD cord-277648-9kxwkcbl 368 33 enrichment enrichment NN cord-277648-9kxwkcbl 368 34 analysis analysis NN cord-277648-9kxwkcbl 368 35 : : : cord-277648-9kxwkcbl 368 36 A a DT cord-277648-9kxwkcbl 368 37 knowledge knowledge NN cord-277648-9kxwkcbl 368 38 - - HYPH cord-277648-9kxwkcbl 368 39 based base VBN cord-277648-9kxwkcbl 368 40 approach approach NN cord-277648-9kxwkcbl 368 41 for for IN cord-277648-9kxwkcbl 368 42 interpreting interpret VBG cord-277648-9kxwkcbl 368 43 genomewide genomewide NNP cord-277648-9kxwkcbl 368 44 expression expression NN cord-277648-9kxwkcbl 368 45 profiles profile VBZ cord-277648-9kxwkcbl 368 46 Fast fast JJ cord-277648-9kxwkcbl 368 47 gene gene NN cord-277648-9kxwkcbl 368 48 set set VBD cord-277648-9kxwkcbl 368 49 enrichment enrichment NN cord-277648-9kxwkcbl 368 50 analysis analysis NN cord-277648-9kxwkcbl 368 51 Etiology etiology NN cord-277648-9kxwkcbl 368 52 matters matter VBZ cord-277648-9kxwkcbl 368 53 -Genomic -genomic VBP cord-277648-9kxwkcbl 368 54 DNA dna NN cord-277648-9kxwkcbl 368 55 Methylation methylation NN cord-277648-9kxwkcbl 368 56 Patterns pattern NNS cord-277648-9kxwkcbl 368 57 in in IN cord-277648-9kxwkcbl 368 58 Three Three NNP cord-277648-9kxwkcbl 368 59 Rat Rat NNP cord-277648-9kxwkcbl 368 60 Models Models NNPS cord-277648-9kxwkcbl 368 61 of of IN cord-277648-9kxwkcbl 368 62 Pathway Pathway NNP cord-277648-9kxwkcbl 368 63 enrichment enrichment NN cord-277648-9kxwkcbl 368 64 analysis analysis NN cord-277648-9kxwkcbl 368 65 and and CC cord-277648-9kxwkcbl 368 66 visualization visualization NN cord-277648-9kxwkcbl 368 67 of of IN cord-277648-9kxwkcbl 368 68 omics omics NNP cord-277648-9kxwkcbl 368 69 data datum NNS cord-277648-9kxwkcbl 368 70 using use VBG cord-277648-9kxwkcbl 368 71 g g NN cord-277648-9kxwkcbl 368 72 : : : cord-277648-9kxwkcbl 368 73 Profiler profiler NN cord-277648-9kxwkcbl 368 74 , , , cord-277648-9kxwkcbl 368 75 GSEA GSEA NNP cord-277648-9kxwkcbl 368 76 , , , cord-277648-9kxwkcbl 368 77 Cytoscape Cytoscape NNP cord-277648-9kxwkcbl 368 78 and and CC cord-277648-9kxwkcbl 368 79 EnrichmentMap EnrichmentMap NNP cord-277648-9kxwkcbl 368 80 An an DT cord-277648-9kxwkcbl 368 81 integrated integrate VBN cord-277648-9kxwkcbl 368 82 encyclopedia encyclopedia NN cord-277648-9kxwkcbl 368 83 of of IN cord-277648-9kxwkcbl 368 84 DNA dna NN cord-277648-9kxwkcbl 368 85 elements element NNS cord-277648-9kxwkcbl 368 86 in in IN cord-277648-9kxwkcbl 368 87 the the DT cord-277648-9kxwkcbl 368 88 human human JJ cord-277648-9kxwkcbl 368 89 genome genome NN cord-277648-9kxwkcbl 368 90 ChEA ChEA NNP cord-277648-9kxwkcbl 368 91 : : : cord-277648-9kxwkcbl 368 92 transcription transcription NN cord-277648-9kxwkcbl 368 93 factor factor NN cord-277648-9kxwkcbl 368 94 regulation regulation NN cord-277648-9kxwkcbl 368 95 inferred infer VBN cord-277648-9kxwkcbl 368 96 from from IN cord-277648-9kxwkcbl 368 97 integrating integrate VBG cord-277648-9kxwkcbl 368 98 genome genome NN cord-277648-9kxwkcbl 368 99 - - HYPH cord-277648-9kxwkcbl 368 100 wide wide JJ cord-277648-9kxwkcbl 368 101 ChIP chip NN cord-277648-9kxwkcbl 368 102 - - HYPH cord-277648-9kxwkcbl 368 103 X x NN cord-277648-9kxwkcbl 368 104 experiments experiment NNS cord-277648-9kxwkcbl 368 105 CellPhoneDB CellPhoneDB NNP cord-277648-9kxwkcbl 368 106 : : : cord-277648-9kxwkcbl 368 107 inferring infer VBG cord-277648-9kxwkcbl 368 108 cell cell NN cord-277648-9kxwkcbl 368 109 - - HYPH cord-277648-9kxwkcbl 368 110 cell cell NN cord-277648-9kxwkcbl 368 111 communication communication NN cord-277648-9kxwkcbl 368 112 from from IN cord-277648-9kxwkcbl 368 113 combined combined JJ cord-277648-9kxwkcbl 368 114 expression expression NN cord-277648-9kxwkcbl 368 115 of of IN cord-277648-9kxwkcbl 368 116 multi multi JJ cord-277648-9kxwkcbl 368 117 - - JJ cord-277648-9kxwkcbl 368 118 subunit subunit JJ cord-277648-9kxwkcbl 368 119 ligand ligand NN cord-277648-9kxwkcbl 368 120 - - HYPH cord-277648-9kxwkcbl 368 121 receptor receptor NN cord-277648-9kxwkcbl 368 122 complexes complex NNS cord-277648-9kxwkcbl 369 1 All all DT cord-277648-9kxwkcbl 369 2 data datum NNS cord-277648-9kxwkcbl 369 3 used use VBN cord-277648-9kxwkcbl 369 4 in in IN cord-277648-9kxwkcbl 369 5 the the DT cord-277648-9kxwkcbl 369 6 study study NN cord-277648-9kxwkcbl 369 7 are be VBP cord-277648-9kxwkcbl 369 8 available available JJ cord-277648-9kxwkcbl 369 9 in in IN cord-277648-9kxwkcbl 369 10 the the DT cord-277648-9kxwkcbl 369 11 GEO GEO NNP cord-277648-9kxwkcbl 369 12 under under IN cord-277648-9kxwkcbl 369 13 accession accession NN cord-277648-9kxwkcbl 369 14 numbers number NNS cord-277648-9kxwkcbl 369 15 GSE145926 GSE145926 NNPS cord-277648-9kxwkcbl 369 16 , , , cord-277648-9kxwkcbl 369 17 GSM3660650 GSM3660650 NNP cord-277648-9kxwkcbl 369 18 , , , cord-277648-9kxwkcbl 369 19 and and CC cord-277648-9kxwkcbl 369 20 GSE150728 GSE150728 NNP cord-277648-9kxwkcbl 369 21 . . . cord-277648-9kxwkcbl 370 1 All all DT cord-277648-9kxwkcbl 370 2 code code NN cord-277648-9kxwkcbl 370 3 used use VBN cord-277648-9kxwkcbl 370 4 for for IN cord-277648-9kxwkcbl 370 5 analysis analysis NN cord-277648-9kxwkcbl 370 6 will will MD cord-277648-9kxwkcbl 370 7 be be VB cord-277648-9kxwkcbl 370 8 made make VBN cord-277648-9kxwkcbl 370 9 available available JJ cord-277648-9kxwkcbl 370 10 in in IN cord-277648-9kxwkcbl 370 11 a a DT cord-277648-9kxwkcbl 370 12 public public JJ cord-277648-9kxwkcbl 370 13 repository repository NN cord-277648-9kxwkcbl 370 14 . . . cord-277648-9kxwkcbl 370 15 _SP cord-277648-9kxwkcbl 371 1 The the DT cord-277648-9kxwkcbl 371 2 authors author NNS cord-277648-9kxwkcbl 371 3 have have VBP cord-277648-9kxwkcbl 371 4 no no DT cord-277648-9kxwkcbl 371 5 conflict conflict NN cord-277648-9kxwkcbl 371 6 of of IN cord-277648-9kxwkcbl 371 7 interest interest NN cord-277648-9kxwkcbl 371 8 to to TO cord-277648-9kxwkcbl 371 9 declare declare VB cord-277648-9kxwkcbl 371 10 . . .