id sid tid token lemma pos cord-329318-eo8auo1f 1 1 key key JJ cord-329318-eo8auo1f 1 2 : : : cord-329318-eo8auo1f 1 3 cord-329318-eo8auo1f cord-329318-eo8auo1f . cord-329318-eo8auo1f 1 4 authors author NNS cord-329318-eo8auo1f 1 5 : : : cord-329318-eo8auo1f 1 6 Gusarov Gusarov NNP cord-329318-eo8auo1f 1 7 , , , cord-329318-eo8auo1f 1 8 Sergey Sergey NNP cord-329318-eo8auo1f 1 9 ; ; : cord-329318-eo8auo1f 1 10 Stoyanov Stoyanov NNP cord-329318-eo8auo1f 1 11 , , , cord-329318-eo8auo1f 1 12 Stanislav Stanislav NNP cord-329318-eo8auo1f 1 13 R. R. NNP cord-329318-eo8auo1f 1 14 title title NN cord-329318-eo8auo1f 1 15 : : : cord-329318-eo8auo1f 1 16 COSMO COSMO NNP cord-329318-eo8auo1f 1 17 - - HYPH cord-329318-eo8auo1f 1 18 RS RS NNP cord-329318-eo8auo1f 1 19 - - HYPH cord-329318-eo8auo1f 1 20 Based base VBN cord-329318-eo8auo1f 1 21 Descriptors descriptor NNS cord-329318-eo8auo1f 1 22 for for IN cord-329318-eo8auo1f 1 23 the the DT cord-329318-eo8auo1f 1 24 Machine Machine NNP cord-329318-eo8auo1f 1 25 Learning Learning NNP cord-329318-eo8auo1f 1 26 - - HYPH cord-329318-eo8auo1f 1 27 Enabled Enabled NNP cord-329318-eo8auo1f 1 28 Screening screening NN cord-329318-eo8auo1f 1 29 of of IN cord-329318-eo8auo1f 1 30 Nucleotide Nucleotide NNP cord-329318-eo8auo1f 1 31 Analogue Analogue NNP cord-329318-eo8auo1f 1 32 Drugs Drugs NNPS cord-329318-eo8auo1f 1 33 against against IN cord-329318-eo8auo1f 1 34 SARS SARS NNP cord-329318-eo8auo1f 1 35 - - HYPH cord-329318-eo8auo1f 1 36 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 1 37 date date NN cord-329318-eo8auo1f 1 38 : : : cord-329318-eo8auo1f 1 39 2020 2020 CD cord-329318-eo8auo1f 1 40 - - SYM cord-329318-eo8auo1f 1 41 10 10 CD cord-329318-eo8auo1f 1 42 - - SYM cord-329318-eo8auo1f 1 43 26 26 CD cord-329318-eo8auo1f 1 44 journal journal NN cord-329318-eo8auo1f 1 45 : : : cord-329318-eo8auo1f 2 1 J J NNP cord-329318-eo8auo1f 2 2 Phys Phys NNP cord-329318-eo8auo1f 2 3 Chem Chem NNP cord-329318-eo8auo1f 2 4 Lett Lett NNP cord-329318-eo8auo1f 2 5 DOI DOI NNP cord-329318-eo8auo1f 3 1 : : : cord-329318-eo8auo1f 3 2 10.1021 10.1021 CD cord-329318-eo8auo1f 3 3 / / SYM cord-329318-eo8auo1f 3 4 acs.jpclett.0c02836 acs.jpclett.0c02836 NNP cord-329318-eo8auo1f 3 5 sha sha NNP cord-329318-eo8auo1f 3 6 : : : cord-329318-eo8auo1f 4 1 29c87dc19b34c0affb40103c826099e2aa63a7fb 29c87dc19b34c0affb40103c826099e2aa63a7fb CD cord-329318-eo8auo1f 4 2 doc_id doc_id CD cord-329318-eo8auo1f 4 3 : : : cord-329318-eo8auo1f 4 4 329318 329318 CD cord-329318-eo8auo1f 4 5 cord_uid cord_uid NNS cord-329318-eo8auo1f 4 6 : : : cord-329318-eo8auo1f 4 7 eo8auo1f eo8auo1f NN cord-329318-eo8auo1f 5 1 [ [ -LRB- cord-329318-eo8auo1f 5 2 Image image NN cord-329318-eo8auo1f 5 3 : : : cord-329318-eo8auo1f 5 4 see see VB cord-329318-eo8auo1f 5 5 text text NN cord-329318-eo8auo1f 5 6 ] ] -RRB- cord-329318-eo8auo1f 6 1 Chemical chemical JJ cord-329318-eo8auo1f 6 2 similarity similarity NN cord-329318-eo8auo1f 6 3 - - HYPH cord-329318-eo8auo1f 6 4 based base VBN cord-329318-eo8auo1f 6 5 approaches approach NNS cord-329318-eo8auo1f 6 6 employed employ VBN cord-329318-eo8auo1f 6 7 to to TO cord-329318-eo8auo1f 6 8 repurpose repurpose VB cord-329318-eo8auo1f 6 9 or or CC cord-329318-eo8auo1f 6 10 develop develop VB cord-329318-eo8auo1f 6 11 new new JJ cord-329318-eo8auo1f 6 12 treatments treatment NNS cord-329318-eo8auo1f 6 13 for for IN cord-329318-eo8auo1f 6 14 emerging emerge VBG cord-329318-eo8auo1f 6 15 diseases disease NNS cord-329318-eo8auo1f 6 16 , , , cord-329318-eo8auo1f 6 17 such such JJ cord-329318-eo8auo1f 6 18 as as IN cord-329318-eo8auo1f 6 19 COVID-19 COVID-19 NNP cord-329318-eo8auo1f 6 20 , , , cord-329318-eo8auo1f 6 21 correlates correlate VBZ cord-329318-eo8auo1f 6 22 molecular molecular JJ cord-329318-eo8auo1f 6 23 structure structure NN cord-329318-eo8auo1f 6 24 - - HYPH cord-329318-eo8auo1f 6 25 based base VBN cord-329318-eo8auo1f 6 26 descriptors descriptor NNS cord-329318-eo8auo1f 6 27 of of IN cord-329318-eo8auo1f 6 28 drugs drug NNS cord-329318-eo8auo1f 6 29 with with IN cord-329318-eo8auo1f 6 30 those those DT cord-329318-eo8auo1f 6 31 of of IN cord-329318-eo8auo1f 6 32 a a DT cord-329318-eo8auo1f 6 33 physiological physiological JJ cord-329318-eo8auo1f 6 34 counterpart counterpart NN cord-329318-eo8auo1f 6 35 or or CC cord-329318-eo8auo1f 6 36 clinical clinical JJ cord-329318-eo8auo1f 6 37 phenotype phenotype NN cord-329318-eo8auo1f 6 38 . . . cord-329318-eo8auo1f 7 1 We -PRON- PRP cord-329318-eo8auo1f 7 2 propose propose VBP cord-329318-eo8auo1f 7 3 novel novel JJ cord-329318-eo8auo1f 7 4 descriptors descriptor NNS cord-329318-eo8auo1f 7 5 based base VBN cord-329318-eo8auo1f 7 6 on on IN cord-329318-eo8auo1f 7 7 a a DT cord-329318-eo8auo1f 7 8 COSMO COSMO NNP cord-329318-eo8auo1f 7 9 - - HYPH cord-329318-eo8auo1f 7 10 RS RS NNP cord-329318-eo8auo1f 7 11 ( ( -LRB- cord-329318-eo8auo1f 7 12 short short JJ cord-329318-eo8auo1f 7 13 for for IN cord-329318-eo8auo1f 7 14 conductor conductor NN cord-329318-eo8auo1f 7 15 - - HYPH cord-329318-eo8auo1f 7 16 like like JJ cord-329318-eo8auo1f 7 17 screening screening NN cord-329318-eo8auo1f 7 18 model model NN cord-329318-eo8auo1f 7 19 for for IN cord-329318-eo8auo1f 7 20 real real JJ cord-329318-eo8auo1f 7 21 solvents solvent NNS cord-329318-eo8auo1f 7 22 ) ) -RRB- cord-329318-eo8auo1f 8 1 σ σ NN cord-329318-eo8auo1f 8 2 - - HYPH cord-329318-eo8auo1f 8 3 profiles profile NNS cord-329318-eo8auo1f 8 4 for for IN cord-329318-eo8auo1f 8 5 enhanced enhanced JJ cord-329318-eo8auo1f 8 6 drug drug NN cord-329318-eo8auo1f 8 7 screening screening NN cord-329318-eo8auo1f 8 8 enabled enable VBN cord-329318-eo8auo1f 8 9 by by IN cord-329318-eo8auo1f 8 10 machine machine NN cord-329318-eo8auo1f 8 11 learning learning NN cord-329318-eo8auo1f 8 12 ( ( -LRB- cord-329318-eo8auo1f 8 13 ML ML NNP cord-329318-eo8auo1f 8 14 ) ) -RRB- cord-329318-eo8auo1f 8 15 . . . cord-329318-eo8auo1f 9 1 The the DT cord-329318-eo8auo1f 9 2 descriptors descriptor NNS cord-329318-eo8auo1f 9 3 ’ ’ POS cord-329318-eo8auo1f 9 4 performance performance NN cord-329318-eo8auo1f 9 5 is be VBZ cord-329318-eo8auo1f 9 6 hereby hereby RB cord-329318-eo8auo1f 9 7 illustrated illustrate VBN cord-329318-eo8auo1f 9 8 for for IN cord-329318-eo8auo1f 9 9 nucleotide nucleotide JJ cord-329318-eo8auo1f 9 10 analogue analogue JJ cord-329318-eo8auo1f 9 11 drugs drug NNS cord-329318-eo8auo1f 9 12 that that WDT cord-329318-eo8auo1f 9 13 inhibit inhibit VBP cord-329318-eo8auo1f 9 14 the the DT cord-329318-eo8auo1f 9 15 ribonucleic ribonucleic JJ cord-329318-eo8auo1f 9 16 acid acid NN cord-329318-eo8auo1f 9 17 - - HYPH cord-329318-eo8auo1f 9 18 dependent dependent JJ cord-329318-eo8auo1f 9 19 ribonucleic ribonucleic NN cord-329318-eo8auo1f 9 20 acid acid NN cord-329318-eo8auo1f 9 21 polymerase polymerase NN cord-329318-eo8auo1f 9 22 , , , cord-329318-eo8auo1f 9 23 key key JJ cord-329318-eo8auo1f 9 24 to to IN cord-329318-eo8auo1f 9 25 viral viral JJ cord-329318-eo8auo1f 9 26 transcription transcription NN cord-329318-eo8auo1f 9 27 and and CC cord-329318-eo8auo1f 9 28 genome genome NN cord-329318-eo8auo1f 9 29 replication replication NN cord-329318-eo8auo1f 9 30 . . . cord-329318-eo8auo1f 10 1 The the DT cord-329318-eo8auo1f 10 2 COSMO COSMO NNP cord-329318-eo8auo1f 10 3 - - HYPH cord-329318-eo8auo1f 10 4 RS rs NN cord-329318-eo8auo1f 10 5 - - HYPH cord-329318-eo8auo1f 10 6 based base VBN cord-329318-eo8auo1f 10 7 descriptors descriptor NNS cord-329318-eo8auo1f 10 8 account account VBP cord-329318-eo8auo1f 10 9 for for IN cord-329318-eo8auo1f 10 10 both both DT cord-329318-eo8auo1f 10 11 chemical chemical JJ cord-329318-eo8auo1f 10 12 reactivity reactivity NN cord-329318-eo8auo1f 10 13 and and CC cord-329318-eo8auo1f 10 14 structure structure NN cord-329318-eo8auo1f 10 15 , , , cord-329318-eo8auo1f 10 16 and and CC cord-329318-eo8auo1f 10 17 are be VBP cord-329318-eo8auo1f 10 18 more more RBR cord-329318-eo8auo1f 10 19 effective effective JJ cord-329318-eo8auo1f 10 20 for for IN cord-329318-eo8auo1f 10 21 ML ml NN cord-329318-eo8auo1f 10 22 - - HYPH cord-329318-eo8auo1f 10 23 based base VBN cord-329318-eo8auo1f 10 24 screening screening NN cord-329318-eo8auo1f 10 25 than than IN cord-329318-eo8auo1f 10 26 fingerprints fingerprint NNS cord-329318-eo8auo1f 10 27 based base VBN cord-329318-eo8auo1f 10 28 on on IN cord-329318-eo8auo1f 10 29 molecular molecular JJ cord-329318-eo8auo1f 10 30 structure structure NN cord-329318-eo8auo1f 10 31 and and CC cord-329318-eo8auo1f 10 32 simple simple JJ cord-329318-eo8auo1f 10 33 physical physical JJ cord-329318-eo8auo1f 10 34 / / SYM cord-329318-eo8auo1f 10 35 chemical chemical NN cord-329318-eo8auo1f 10 36 properties property NNS cord-329318-eo8auo1f 10 37 . . . cord-329318-eo8auo1f 11 1 The the DT cord-329318-eo8auo1f 11 2 descriptors descriptor NNS cord-329318-eo8auo1f 11 3 are be VBP cord-329318-eo8auo1f 11 4 evaluated evaluate VBN cord-329318-eo8auo1f 11 5 using use VBG cord-329318-eo8auo1f 11 6 principal principal JJ cord-329318-eo8auo1f 11 7 component component NN cord-329318-eo8auo1f 11 8 analysis analysis NN cord-329318-eo8auo1f 11 9 , , , cord-329318-eo8auo1f 11 10 an an DT cord-329318-eo8auo1f 11 11 unsupervised unsupervised JJ cord-329318-eo8auo1f 11 12 ML ml NN cord-329318-eo8auo1f 11 13 technique technique NN cord-329318-eo8auo1f 11 14 . . . cord-329318-eo8auo1f 12 1 Our -PRON- PRP$ cord-329318-eo8auo1f 12 2 results result NNS cord-329318-eo8auo1f 12 3 correlate correlate VBP cord-329318-eo8auo1f 12 4 with with IN cord-329318-eo8auo1f 12 5 the the DT cord-329318-eo8auo1f 12 6 active active JJ cord-329318-eo8auo1f 12 7 monophosphate monophosphate NN cord-329318-eo8auo1f 12 8 forms form NNS cord-329318-eo8auo1f 12 9 of of IN cord-329318-eo8auo1f 12 10 the the DT cord-329318-eo8auo1f 12 11 leading lead VBG cord-329318-eo8auo1f 12 12 drug drug NN cord-329318-eo8auo1f 12 13 remdesivir remdesivir NNP cord-329318-eo8auo1f 12 14 and and CC cord-329318-eo8auo1f 12 15 the the DT cord-329318-eo8auo1f 12 16 prospective prospective JJ cord-329318-eo8auo1f 12 17 drug drug NN cord-329318-eo8auo1f 12 18 EIDD-2801 EIDD-2801 NNP cord-329318-eo8auo1f 12 19 with with IN cord-329318-eo8auo1f 12 20 nucleotides nucleotide NNS cord-329318-eo8auo1f 12 21 , , , cord-329318-eo8auo1f 12 22 followed follow VBN cord-329318-eo8auo1f 12 23 by by IN cord-329318-eo8auo1f 12 24 other other JJ cord-329318-eo8auo1f 12 25 promising promising JJ cord-329318-eo8auo1f 12 26 drugs drug NNS cord-329318-eo8auo1f 12 27 , , , cord-329318-eo8auo1f 12 28 and and CC cord-329318-eo8auo1f 12 29 are be VBP cord-329318-eo8auo1f 12 30 superior superior JJ cord-329318-eo8auo1f 12 31 to to IN cord-329318-eo8auo1f 12 32 those those DT cord-329318-eo8auo1f 12 33 from from IN cord-329318-eo8auo1f 12 34 molecular molecular JJ cord-329318-eo8auo1f 12 35 structure structure NN cord-329318-eo8auo1f 12 36 - - HYPH cord-329318-eo8auo1f 12 37 based base VBN cord-329318-eo8auo1f 12 38 descriptors descriptor NNS cord-329318-eo8auo1f 12 39 and and CC cord-329318-eo8auo1f 12 40 molecular molecular JJ cord-329318-eo8auo1f 12 41 docking docking NN cord-329318-eo8auo1f 12 42 . . . cord-329318-eo8auo1f 13 1 The the DT cord-329318-eo8auo1f 13 2 COSMO COSMO NNP cord-329318-eo8auo1f 13 3 - - HYPH cord-329318-eo8auo1f 13 4 RS rs NN cord-329318-eo8auo1f 13 5 - - HYPH cord-329318-eo8auo1f 13 6 based base VBN cord-329318-eo8auo1f 13 7 descriptors descriptor NNS cord-329318-eo8auo1f 13 8 could could MD cord-329318-eo8auo1f 13 9 help help VB cord-329318-eo8auo1f 13 10 accelerate accelerate VB cord-329318-eo8auo1f 13 11 drug drug NN cord-329318-eo8auo1f 13 12 discovery discovery NN cord-329318-eo8auo1f 13 13 for for IN cord-329318-eo8auo1f 13 14 the the DT cord-329318-eo8auo1f 13 15 treatment treatment NN cord-329318-eo8auo1f 13 16 of of IN cord-329318-eo8auo1f 13 17 emerging emerge VBG cord-329318-eo8auo1f 13 18 diseases disease NNS cord-329318-eo8auo1f 13 19 . . . cord-329318-eo8auo1f 14 1 O o UH cord-329318-eo8auo1f 14 2 n n CC cord-329318-eo8auo1f 14 3 March March NNP cord-329318-eo8auo1f 14 4 11 11 CD cord-329318-eo8auo1f 14 5 , , , cord-329318-eo8auo1f 14 6 2020 2020 CD cord-329318-eo8auo1f 14 7 , , , cord-329318-eo8auo1f 14 8 the the DT cord-329318-eo8auo1f 14 9 World World NNP cord-329318-eo8auo1f 14 10 Health Health NNP cord-329318-eo8auo1f 14 11 Organization Organization NNP cord-329318-eo8auo1f 14 12 declared declare VBD cord-329318-eo8auo1f 14 13 the the DT cord-329318-eo8auo1f 14 14 disease disease NN cord-329318-eo8auo1f 14 15 COVID-19 COVID-19 NNP cord-329318-eo8auo1f 14 16 , , , cord-329318-eo8auo1f 14 17 caused cause VBN cord-329318-eo8auo1f 14 18 by by IN cord-329318-eo8auo1f 14 19 the the DT cord-329318-eo8auo1f 14 20 new new JJ cord-329318-eo8auo1f 14 21 virus virus NN cord-329318-eo8auo1f 14 22 severe severe JJ cord-329318-eo8auo1f 14 23 acute acute JJ cord-329318-eo8auo1f 14 24 respiratory respiratory JJ cord-329318-eo8auo1f 14 25 syndrome syndrome NN cord-329318-eo8auo1f 14 26 coronavirus coronavirus NN cord-329318-eo8auo1f 14 27 2 2 CD cord-329318-eo8auo1f 15 1 ( ( -LRB- cord-329318-eo8auo1f 15 2 SARS SARS NNP cord-329318-eo8auo1f 15 3 - - HYPH cord-329318-eo8auo1f 15 4 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 15 5 ) ) -RRB- cord-329318-eo8auo1f 15 6 , , , cord-329318-eo8auo1f 15 7 as as IN cord-329318-eo8auo1f 15 8 a a DT cord-329318-eo8auo1f 15 9 pandemic pandemic NN cord-329318-eo8auo1f 15 10 . . . cord-329318-eo8auo1f 16 1 1 1 LS cord-329318-eo8auo1f 16 2 SARS SARS NNP cord-329318-eo8auo1f 16 3 - - HYPH cord-329318-eo8auo1f 16 4 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 16 5 is be VBZ cord-329318-eo8auo1f 16 6 a a DT cord-329318-eo8auo1f 16 7 positive positive JJ cord-329318-eo8auo1f 16 8 , , , cord-329318-eo8auo1f 16 9 nonsegmented nonsegmented JJ cord-329318-eo8auo1f 16 10 , , , cord-329318-eo8auo1f 16 11 single single RB cord-329318-eo8auo1f 16 12 - - HYPH cord-329318-eo8auo1f 16 13 stranded strand VBN cord-329318-eo8auo1f 16 14 ribonucleic ribonucleic NN cord-329318-eo8auo1f 16 15 acid acid NN cord-329318-eo8auo1f 16 16 ( ( -LRB- cord-329318-eo8auo1f 16 17 RNA RNA NNP cord-329318-eo8auo1f 16 18 ) ) -RRB- cord-329318-eo8auo1f 16 19 β β NN cord-329318-eo8auo1f 16 20 - - HYPH cord-329318-eo8auo1f 16 21 coronavirus coronavirus NN cord-329318-eo8auo1f 16 22 that that WDT cord-329318-eo8auo1f 16 23 belongs belong VBZ cord-329318-eo8auo1f 16 24 to to IN cord-329318-eo8auo1f 16 25 the the DT cord-329318-eo8auo1f 16 26 large large JJ cord-329318-eo8auo1f 16 27 family family NN cord-329318-eo8auo1f 16 28 of of IN cord-329318-eo8auo1f 16 29 human human JJ cord-329318-eo8auo1f 16 30 coronaviruses coronaviruse NNS cord-329318-eo8auo1f 16 31 , , , cord-329318-eo8auo1f 16 32 along along IN cord-329318-eo8auo1f 16 33 with with IN cord-329318-eo8auo1f 16 34 SARS SARS NNP cord-329318-eo8auo1f 16 35 - - HYPH cord-329318-eo8auo1f 16 36 CoV-1 CoV-1 NNP cord-329318-eo8auo1f 16 37 and and CC cord-329318-eo8auo1f 16 38 Middle Middle NNP cord-329318-eo8auo1f 16 39 East East NNP cord-329318-eo8auo1f 16 40 respiratory respiratory JJ cord-329318-eo8auo1f 16 41 syndrome syndrome NN cord-329318-eo8auo1f 16 42 coronavirus coronavirus NN cord-329318-eo8auo1f 16 43 ( ( -LRB- cord-329318-eo8auo1f 16 44 MERS MERS NNP cord-329318-eo8auo1f 16 45 - - HYPH cord-329318-eo8auo1f 16 46 CoV CoV NNP cord-329318-eo8auo1f 16 47 ) ) -RRB- cord-329318-eo8auo1f 16 48 . . . cord-329318-eo8auo1f 17 1 2 2 LS cord-329318-eo8auo1f 17 2 , , , cord-329318-eo8auo1f 17 3 3 3 CD cord-329318-eo8auo1f 18 1 To to IN cord-329318-eo8auo1f 18 2 date date NN cord-329318-eo8auo1f 18 3 , , , cord-329318-eo8auo1f 18 4 a a DT cord-329318-eo8auo1f 18 5 vaccine vaccine NN cord-329318-eo8auo1f 18 6 and and CC cord-329318-eo8auo1f 18 7 effective effective JJ cord-329318-eo8auo1f 18 8 therapies therapy NNS cord-329318-eo8auo1f 18 9 for for IN cord-329318-eo8auo1f 18 10 the the DT cord-329318-eo8auo1f 18 11 prevention prevention NN cord-329318-eo8auo1f 18 12 or or CC cord-329318-eo8auo1f 18 13 treatment treatment NN cord-329318-eo8auo1f 18 14 of of IN cord-329318-eo8auo1f 18 15 COVID-19 COVID-19 NNP cord-329318-eo8auo1f 18 16 are be VBP cord-329318-eo8auo1f 18 17 not not RB cord-329318-eo8auo1f 18 18 available available JJ cord-329318-eo8auo1f 18 19 . . . cord-329318-eo8auo1f 19 1 4 4 LS cord-329318-eo8auo1f 20 1 The the DT cord-329318-eo8auo1f 20 2 research research NN cord-329318-eo8auo1f 20 3 community community NN cord-329318-eo8auo1f 20 4 has have VBZ cord-329318-eo8auo1f 20 5 vigorously vigorously RB cord-329318-eo8auo1f 20 6 launched launch VBN cord-329318-eo8auo1f 20 7 or or CC cord-329318-eo8auo1f 20 8 planned plan VBD cord-329318-eo8auo1f 20 9 numerous numerous JJ cord-329318-eo8auo1f 20 10 COVID-19 COVID-19 NNP cord-329318-eo8auo1f 20 11 research research NN cord-329318-eo8auo1f 20 12 projects project NNS cord-329318-eo8auo1f 20 13 and and CC cord-329318-eo8auo1f 20 14 clinical clinical JJ cord-329318-eo8auo1f 20 15 trials trial NNS cord-329318-eo8auo1f 20 16 . . . cord-329318-eo8auo1f 21 1 5 5 LS cord-329318-eo8auo1f 22 1 Considering consider VBG cord-329318-eo8auo1f 22 2 the the DT cord-329318-eo8auo1f 22 3 limited limited JJ cord-329318-eo8auo1f 22 4 knowledge knowledge NN cord-329318-eo8auo1f 22 5 of of IN cord-329318-eo8auo1f 22 6 the the DT cord-329318-eo8auo1f 22 7 SARS SARS NNP cord-329318-eo8auo1f 22 8 - - HYPH cord-329318-eo8auo1f 22 9 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 22 10 infection infection NN cord-329318-eo8auo1f 22 11 process process NN cord-329318-eo8auo1f 22 12 , , , cord-329318-eo8auo1f 22 13 researchers researcher NNS cord-329318-eo8auo1f 22 14 are be VBP cord-329318-eo8auo1f 22 15 currently currently RB cord-329318-eo8auo1f 22 16 developing develop VBG cord-329318-eo8auo1f 22 17 treatments treatment NNS cord-329318-eo8auo1f 22 18 based base VBN cord-329318-eo8auo1f 22 19 on on IN cord-329318-eo8auo1f 22 20 the the DT cord-329318-eo8auo1f 22 21 knowledge knowledge NN cord-329318-eo8auo1f 22 22 of of IN cord-329318-eo8auo1f 22 23 other other JJ cord-329318-eo8auo1f 22 24 SARS SARS NNP cord-329318-eo8auo1f 22 25 viruses virus NNS cord-329318-eo8auo1f 22 26 . . . cord-329318-eo8auo1f 23 1 6 6 CD cord-329318-eo8auo1f 24 1 The the DT cord-329318-eo8auo1f 24 2 COVID-19 COVID-19 NNP cord-329318-eo8auo1f 24 3 drug drug NN cord-329318-eo8auo1f 24 4 discovery discovery NN cord-329318-eo8auo1f 24 5 effort effort NN cord-329318-eo8auo1f 24 6 is be VBZ cord-329318-eo8auo1f 24 7 to to IN cord-329318-eo8auo1f 24 8 a a DT cord-329318-eo8auo1f 24 9 large large JJ cord-329318-eo8auo1f 24 10 extent extent NN cord-329318-eo8auo1f 24 11 focused focus VBN cord-329318-eo8auo1f 24 12 on on IN cord-329318-eo8auo1f 24 13 the the DT cord-329318-eo8auo1f 24 14 inhibition inhibition NN cord-329318-eo8auo1f 24 15 of of IN cord-329318-eo8auo1f 24 16 the the DT cord-329318-eo8auo1f 24 17 angiotensin angiotensin NN cord-329318-eo8auo1f 24 18 converting convert VBG cord-329318-eo8auo1f 24 19 enzyme enzyme NN cord-329318-eo8auo1f 24 20 II II NNP cord-329318-eo8auo1f 24 21 ( ( -LRB- cord-329318-eo8auo1f 24 22 ACE2 ACE2 NNP cord-329318-eo8auo1f 24 23 ) ) -RRB- cord-329318-eo8auo1f 24 24 , , , cord-329318-eo8auo1f 24 25 assisting assist VBG cord-329318-eo8auo1f 24 26 in in IN cord-329318-eo8auo1f 24 27 viral viral JJ cord-329318-eo8auo1f 24 28 entry entry NN cord-329318-eo8auo1f 24 29 , , , cord-329318-eo8auo1f 24 30 and and CC cord-329318-eo8auo1f 24 31 RNA RNA NNP cord-329318-eo8auo1f 24 32 - - HYPH cord-329318-eo8auo1f 24 33 dependent dependent JJ cord-329318-eo8auo1f 24 34 RNA RNA NNP cord-329318-eo8auo1f 24 35 polymerase polymerase NN cord-329318-eo8auo1f 24 36 ( ( -LRB- cord-329318-eo8auo1f 24 37 RdRp RdRp NNP cord-329318-eo8auo1f 24 38 ) ) -RRB- cord-329318-eo8auo1f 24 39 , , , cord-329318-eo8auo1f 24 40 catalyzing catalyze VBG cord-329318-eo8auo1f 24 41 viral viral JJ cord-329318-eo8auo1f 24 42 transcription transcription NN cord-329318-eo8auo1f 24 43 . . . cord-329318-eo8auo1f 25 1 7−9 7−9 NNP cord-329318-eo8auo1f 26 1 Currently currently RB cord-329318-eo8auo1f 26 2 , , , cord-329318-eo8auo1f 26 3 the the DT cord-329318-eo8auo1f 26 4 leading lead VBG cord-329318-eo8auo1f 26 5 anti anti JJ cord-329318-eo8auo1f 26 6 - - JJ cord-329318-eo8auo1f 26 7 SARS SARS NNP cord-329318-eo8auo1f 26 8 - - HYPH cord-329318-eo8auo1f 26 9 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 26 10 drug drug NN cord-329318-eo8auo1f 26 11 remdesivir remdesivir NNS cord-329318-eo8auo1f 26 12 and and CC cord-329318-eo8auo1f 26 13 highly highly RB cord-329318-eo8auo1f 26 14 promising promising JJ cord-329318-eo8auo1f 26 15 EIDD-2801 eidd-2801 NN cord-329318-eo8auo1f 26 16 with with IN cord-329318-eo8auo1f 26 17 active active JJ cord-329318-eo8auo1f 26 18 forms form NNS cord-329318-eo8auo1f 26 19 designed design VBN cord-329318-eo8auo1f 26 20 to to TO cord-329318-eo8auo1f 26 21 inhibit inhibit VB cord-329318-eo8auo1f 26 22 the the DT cord-329318-eo8auo1f 26 23 RdRp RdRp NNP cord-329318-eo8auo1f 26 24 - - HYPH cord-329318-eo8auo1f 26 25 catalyzed catalyze VBN cord-329318-eo8auo1f 26 26 RNA RNA NNP cord-329318-eo8auo1f 26 27 replication replication NN cord-329318-eo8auo1f 26 28 by by IN cord-329318-eo8auo1f 26 29 mimicking mimic VBG cord-329318-eo8auo1f 26 30 nucleotides nucleotide NNS cord-329318-eo8auo1f 26 31 are be VBP cord-329318-eo8auo1f 26 32 under under IN cord-329318-eo8auo1f 26 33 intensive intensive JJ cord-329318-eo8auo1f 26 34 clinical clinical JJ cord-329318-eo8auo1f 26 35 studies study NNS cord-329318-eo8auo1f 26 36 . . . cord-329318-eo8auo1f 27 1 10 10 CD cord-329318-eo8auo1f 27 2 , , , cord-329318-eo8auo1f 27 3 11 11 CD cord-329318-eo8auo1f 27 4 Drug drug NN cord-329318-eo8auo1f 27 5 development development NN cord-329318-eo8auo1f 27 6 faces face VBZ cord-329318-eo8auo1f 27 7 multifold multifold JJ cord-329318-eo8auo1f 27 8 challenges challenge NNS cord-329318-eo8auo1f 27 9 , , , cord-329318-eo8auo1f 27 10 such such JJ cord-329318-eo8auo1f 27 11 as as IN cord-329318-eo8auo1f 27 12 extended extended JJ cord-329318-eo8auo1f 27 13 time time NN cord-329318-eo8auo1f 27 14 to to TO cord-329318-eo8auo1f 27 15 bring bring VB cord-329318-eo8auo1f 27 16 new new JJ cord-329318-eo8auo1f 27 17 drugs drug NNS cord-329318-eo8auo1f 27 18 to to IN cord-329318-eo8auo1f 27 19 the the DT cord-329318-eo8auo1f 27 20 market market NN cord-329318-eo8auo1f 27 21 , , , cord-329318-eo8auo1f 27 22 high high JJ cord-329318-eo8auo1f 27 23 attrition attrition NN cord-329318-eo8auo1f 27 24 rates rate NNS cord-329318-eo8auo1f 27 25 , , , cord-329318-eo8auo1f 27 26 and and CC cord-329318-eo8auo1f 27 27 changing change VBG cord-329318-eo8auo1f 27 28 regulatory regulatory JJ cord-329318-eo8auo1f 27 29 requirements requirement NNS cord-329318-eo8auo1f 27 30 . . . cord-329318-eo8auo1f 28 1 12 12 CD cord-329318-eo8auo1f 28 2 , , , cord-329318-eo8auo1f 28 3 13 13 CD cord-329318-eo8auo1f 29 1 The the DT cord-329318-eo8auo1f 29 2 repurposing repurposing NN cord-329318-eo8auo1f 29 3 of of IN cord-329318-eo8auo1f 29 4 market market NN cord-329318-eo8auo1f 29 5 - - HYPH cord-329318-eo8auo1f 29 6 available available JJ cord-329318-eo8auo1f 29 7 or or CC cord-329318-eo8auo1f 29 8 investigational investigational JJ cord-329318-eo8auo1f 29 9 drugs drug NNS cord-329318-eo8auo1f 29 10 for for IN cord-329318-eo8auo1f 29 11 the the DT cord-329318-eo8auo1f 29 12 treatment treatment NN cord-329318-eo8auo1f 29 13 of of IN cord-329318-eo8auo1f 29 14 new new JJ cord-329318-eo8auo1f 29 15 or or CC cord-329318-eo8auo1f 29 16 rare rare JJ cord-329318-eo8auo1f 29 17 diseases disease NNS cord-329318-eo8auo1f 29 18 is be VBZ cord-329318-eo8auo1f 29 19 increasingly increasingly RB cord-329318-eo8auo1f 29 20 becoming become VBG cord-329318-eo8auo1f 29 21 attractive attractive JJ cord-329318-eo8auo1f 29 22 , , , cord-329318-eo8auo1f 29 23 because because IN cord-329318-eo8auo1f 29 24 it -PRON- PRP cord-329318-eo8auo1f 29 25 reduces reduce VBZ cord-329318-eo8auo1f 29 26 the the DT cord-329318-eo8auo1f 29 27 risk risk NN cord-329318-eo8auo1f 29 28 , , , cord-329318-eo8auo1f 29 29 cost cost NN cord-329318-eo8auo1f 29 30 , , , cord-329318-eo8auo1f 29 31 and and CC cord-329318-eo8auo1f 29 32 timeline timeline NN cord-329318-eo8auo1f 29 33 for for IN cord-329318-eo8auo1f 29 34 drug drug NN cord-329318-eo8auo1f 29 35 development development NN cord-329318-eo8auo1f 29 36 . . . cord-329318-eo8auo1f 30 1 13 13 CD cord-329318-eo8auo1f 30 2 , , , cord-329318-eo8auo1f 30 3 14 14 CD cord-329318-eo8auo1f 30 4 Computational computational JJ cord-329318-eo8auo1f 30 5 data data NN cord-329318-eo8auo1f 30 6 - - HYPH cord-329318-eo8auo1f 30 7 driven drive VBN cord-329318-eo8auo1f 30 8 approaches approach NNS cord-329318-eo8auo1f 30 9 for for IN cord-329318-eo8auo1f 30 10 drug drug NN cord-329318-eo8auo1f 30 11 screening screening NN cord-329318-eo8auo1f 30 12 are be VBP cord-329318-eo8auo1f 30 13 particularly particularly RB cord-329318-eo8auo1f 30 14 useful useful JJ cord-329318-eo8auo1f 30 15 for for IN cord-329318-eo8auo1f 30 16 the the DT cord-329318-eo8auo1f 30 17 identification identification NN cord-329318-eo8auo1f 30 18 of of IN cord-329318-eo8auo1f 30 19 drug drug NN cord-329318-eo8auo1f 30 20 candidates candidate NNS cord-329318-eo8auo1f 30 21 . . . cord-329318-eo8auo1f 31 1 The the DT cord-329318-eo8auo1f 31 2 initial initial JJ cord-329318-eo8auo1f 31 3 identification identification NN cord-329318-eo8auo1f 31 4 step step NN cord-329318-eo8auo1f 31 5 is be VBZ cord-329318-eo8auo1f 31 6 typically typically RB cord-329318-eo8auo1f 31 7 followed follow VBN cord-329318-eo8auo1f 31 8 by by IN cord-329318-eo8auo1f 31 9 a a DT cord-329318-eo8auo1f 31 10 mechanistic mechanistic JJ cord-329318-eo8auo1f 31 11 assessment assessment NN cord-329318-eo8auo1f 31 12 in in IN cord-329318-eo8auo1f 31 13 preclinical preclinical JJ cord-329318-eo8auo1f 31 14 models model NNS cord-329318-eo8auo1f 31 15 and and CC cord-329318-eo8auo1f 31 16 ultimately ultimately RB cord-329318-eo8auo1f 31 17 by by IN cord-329318-eo8auo1f 31 18 clinical clinical JJ cord-329318-eo8auo1f 31 19 trials trial NNS cord-329318-eo8auo1f 31 20 . . . cord-329318-eo8auo1f 32 1 13 13 CD cord-329318-eo8auo1f 33 1 Among among IN cord-329318-eo8auo1f 33 2 the the DT cord-329318-eo8auo1f 33 3 computational computational JJ cord-329318-eo8auo1f 33 4 approaches approach NNS cord-329318-eo8auo1f 33 5 , , , cord-329318-eo8auo1f 33 6 signature signature NN cord-329318-eo8auo1f 33 7 matching matching NN cord-329318-eo8auo1f 33 8 and and CC cord-329318-eo8auo1f 33 9 molecular molecular JJ cord-329318-eo8auo1f 33 10 docking docking NN cord-329318-eo8auo1f 33 11 are be VBP cord-329318-eo8auo1f 33 12 based base VBN cord-329318-eo8auo1f 33 13 on on IN cord-329318-eo8auo1f 33 14 chemical chemical NN cord-329318-eo8auo1f 33 15 structure structure NN cord-329318-eo8auo1f 33 16 analysis analysis NN cord-329318-eo8auo1f 33 17 , , , cord-329318-eo8auo1f 33 18 while while IN cord-329318-eo8auo1f 33 19 genome genome NNP cord-329318-eo8auo1f 33 20 association association NNP cord-329318-eo8auo1f 33 21 , , , cord-329318-eo8auo1f 33 22 pathway pathway NN cord-329318-eo8auo1f 33 23 mapping mapping NN cord-329318-eo8auo1f 33 24 , , , cord-329318-eo8auo1f 33 25 and and CC cord-329318-eo8auo1f 33 26 retrospective retrospective JJ cord-329318-eo8auo1f 33 27 clinical clinical JJ cord-329318-eo8auo1f 33 28 analysis analysis NN cord-329318-eo8auo1f 33 29 involve involve VBP cord-329318-eo8auo1f 33 30 genome genome NN cord-329318-eo8auo1f 33 31 data datum NNS cord-329318-eo8auo1f 33 32 and and CC cord-329318-eo8auo1f 33 33 electronic electronic JJ cord-329318-eo8auo1f 33 34 health health NN cord-329318-eo8auo1f 33 35 records record NNS cord-329318-eo8auo1f 33 36 screening screening NN cord-329318-eo8auo1f 33 37 . . . cord-329318-eo8auo1f 34 1 15 15 CD cord-329318-eo8auo1f 34 2 Chemical Chemical NNP cord-329318-eo8auo1f 34 3 and and CC cord-329318-eo8auo1f 34 4 structural structural JJ cord-329318-eo8auo1f 34 5 similarity similarity NN cord-329318-eo8auo1f 34 6 - - HYPH cord-329318-eo8auo1f 34 7 based base VBN cord-329318-eo8auo1f 34 8 methods method NNS cord-329318-eo8auo1f 34 9 rely rely VBP cord-329318-eo8auo1f 34 10 on on IN cord-329318-eo8auo1f 34 11 the the DT cord-329318-eo8auo1f 34 12 hypothesis hypothesis NN cord-329318-eo8auo1f 34 13 that that IN cord-329318-eo8auo1f 34 14 structural structural JJ cord-329318-eo8auo1f 34 15 similarity similarity NN cord-329318-eo8auo1f 34 16 implies imply VBZ cord-329318-eo8auo1f 34 17 correlation correlation NN cord-329318-eo8auo1f 34 18 at at IN cord-329318-eo8auo1f 34 19 the the DT cord-329318-eo8auo1f 34 20 therapeutic therapeutic JJ cord-329318-eo8auo1f 34 21 effect effect NN cord-329318-eo8auo1f 34 22 or or CC cord-329318-eo8auo1f 34 23 drug drug NN cord-329318-eo8auo1f 34 24 - - HYPH cord-329318-eo8auo1f 34 25 target target NN cord-329318-eo8auo1f 34 26 level level NN cord-329318-eo8auo1f 34 27 . . . cord-329318-eo8auo1f 35 1 16 16 CD cord-329318-eo8auo1f 35 2 Molecular molecular JJ cord-329318-eo8auo1f 35 3 docking docking NN cord-329318-eo8auo1f 35 4 and and CC cord-329318-eo8auo1f 35 5 chemical chemical NN cord-329318-eo8auo1f 35 6 similarity similarity NN cord-329318-eo8auo1f 35 7 - - HYPH cord-329318-eo8auo1f 35 8 based base VBN cord-329318-eo8auo1f 35 9 strategies strategy NNS cord-329318-eo8auo1f 35 10 have have VBP cord-329318-eo8auo1f 35 11 been be VBN cord-329318-eo8auo1f 35 12 employed employ VBN cord-329318-eo8auo1f 35 13 to to TO cord-329318-eo8auo1f 35 14 study study VB cord-329318-eo8auo1f 35 15 the the DT cord-329318-eo8auo1f 35 16 pharmacological pharmacological JJ cord-329318-eo8auo1f 35 17 activity activity NN cord-329318-eo8auo1f 35 18 and and CC cord-329318-eo8auo1f 35 19 screen screen NN cord-329318-eo8auo1f 35 20 antiviral antiviral JJ cord-329318-eo8auo1f 35 21 drugs drug NNS cord-329318-eo8auo1f 35 22 against against IN cord-329318-eo8auo1f 35 23 key key JJ cord-329318-eo8auo1f 35 24 enzymes enzyme NNS cord-329318-eo8auo1f 35 25 of of IN cord-329318-eo8auo1f 35 26 SARS SARS NNP cord-329318-eo8auo1f 35 27 - - HYPH cord-329318-eo8auo1f 35 28 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 35 29 . . . cord-329318-eo8auo1f 36 1 17−19 17−19 CD cord-329318-eo8auo1f 37 1 However however RB cord-329318-eo8auo1f 37 2 , , , cord-329318-eo8auo1f 37 3 in in IN cord-329318-eo8auo1f 37 4 some some DT cord-329318-eo8auo1f 37 5 cases case NNS cord-329318-eo8auo1f 37 6 , , , cord-329318-eo8auo1f 37 7 computational computational JJ cord-329318-eo8auo1f 37 8 screening screening NN cord-329318-eo8auo1f 37 9 methods method NNS cord-329318-eo8auo1f 37 10 are be VBP cord-329318-eo8auo1f 37 11 not not RB cord-329318-eo8auo1f 37 12 in in IN cord-329318-eo8auo1f 37 13 full full JJ cord-329318-eo8auo1f 37 14 agreement agreement NN cord-329318-eo8auo1f 37 15 with with IN cord-329318-eo8auo1f 37 16 in in IN cord-329318-eo8auo1f 37 17 vitro vitro FW cord-329318-eo8auo1f 37 18 , , , cord-329318-eo8auo1f 37 19 preclinical preclinical JJ cord-329318-eo8auo1f 37 20 , , , cord-329318-eo8auo1f 37 21 and and CC cord-329318-eo8auo1f 37 22 clinical clinical JJ cord-329318-eo8auo1f 37 23 studies study NNS cord-329318-eo8auo1f 37 24 , , , cord-329318-eo8auo1f 37 25 20 20 CD cord-329318-eo8auo1f 37 26 and and CC cord-329318-eo8auo1f 37 27 even even RB cord-329318-eo8auo1f 37 28 the the DT cord-329318-eo8auo1f 37 29 clinical clinical JJ cord-329318-eo8auo1f 37 30 studies study NNS cord-329318-eo8auo1f 37 31 of of IN cord-329318-eo8auo1f 37 32 remdesivir remdesivir NNP cord-329318-eo8auo1f 37 33 have have VBP cord-329318-eo8auo1f 37 34 different different JJ cord-329318-eo8auo1f 37 35 conclusions conclusion NNS cord-329318-eo8auo1f 37 36 . . . cord-329318-eo8auo1f 38 1 10 10 CD cord-329318-eo8auo1f 38 2 , , , cord-329318-eo8auo1f 38 3 21 21 CD cord-329318-eo8auo1f 39 1 Due due IN cord-329318-eo8auo1f 39 2 to to IN cord-329318-eo8auo1f 39 3 the the DT cord-329318-eo8auo1f 39 4 global global JJ cord-329318-eo8auo1f 39 5 urgency urgency NN cord-329318-eo8auo1f 39 6 and and CC cord-329318-eo8auo1f 39 7 large large JJ cord-329318-eo8auo1f 39 8 number number NN cord-329318-eo8auo1f 39 9 of of IN cord-329318-eo8auo1f 39 10 possible possible JJ cord-329318-eo8auo1f 39 11 drugs drug NNS cord-329318-eo8auo1f 39 12 , , , cord-329318-eo8auo1f 39 13 more more RBR cord-329318-eo8auo1f 39 14 accurate accurate JJ cord-329318-eo8auo1f 39 15 and and CC cord-329318-eo8auo1f 39 16 enhanced enhanced JJ cord-329318-eo8auo1f 39 17 computational computational JJ cord-329318-eo8auo1f 39 18 methods method NNS cord-329318-eo8auo1f 39 19 are be VBP cord-329318-eo8auo1f 39 20 needed need VBN cord-329318-eo8auo1f 39 21 . . . cord-329318-eo8auo1f 40 1 One one CD cord-329318-eo8auo1f 40 2 of of IN cord-329318-eo8auo1f 40 3 the the DT cord-329318-eo8auo1f 40 4 potentially potentially RB cord-329318-eo8auo1f 40 5 promising promising JJ cord-329318-eo8auo1f 40 6 ways way NNS cord-329318-eo8auo1f 40 7 to to TO cord-329318-eo8auo1f 40 8 improve improve VB cord-329318-eo8auo1f 40 9 predictability predictability NN cord-329318-eo8auo1f 40 10 is be VBZ cord-329318-eo8auo1f 40 11 through through IN cord-329318-eo8auo1f 40 12 the the DT cord-329318-eo8auo1f 40 13 use use NN cord-329318-eo8auo1f 40 14 of of IN cord-329318-eo8auo1f 40 15 artificial artificial JJ cord-329318-eo8auo1f 40 16 intelligence intelligence NN cord-329318-eo8auo1f 40 17 ( ( -LRB- cord-329318-eo8auo1f 40 18 AI AI NNP cord-329318-eo8auo1f 40 19 ) ) -RRB- cord-329318-eo8auo1f 40 20 and and CC cord-329318-eo8auo1f 40 21 machine machine NN cord-329318-eo8auo1f 40 22 learning learning NN cord-329318-eo8auo1f 40 23 ( ( -LRB- cord-329318-eo8auo1f 40 24 ML ML NNP cord-329318-eo8auo1f 40 25 ) ) -RRB- cord-329318-eo8auo1f 40 26 . . . cord-329318-eo8auo1f 41 1 Increasingly increasingly RB cord-329318-eo8auo1f 41 2 popular popular JJ cord-329318-eo8auo1f 41 3 in in IN cord-329318-eo8auo1f 41 4 drug drug NN cord-329318-eo8auo1f 41 5 development development NN cord-329318-eo8auo1f 41 6 , , , cord-329318-eo8auo1f 41 7 ML ml NN cord-329318-eo8auo1f 41 8 techniques technique NNS cord-329318-eo8auo1f 41 9 allow allow VBP cord-329318-eo8auo1f 41 10 the the DT cord-329318-eo8auo1f 41 11 automation automation NN cord-329318-eo8auo1f 41 12 of of IN cord-329318-eo8auo1f 41 13 multidimensional multidimensional JJ cord-329318-eo8auo1f 41 14 data datum NNS cord-329318-eo8auo1f 41 15 analysis analysis NN cord-329318-eo8auo1f 41 16 , , , cord-329318-eo8auo1f 41 17 22 22 CD cord-329318-eo8auo1f 41 18 and and CC cord-329318-eo8auo1f 41 19 have have VBP cord-329318-eo8auo1f 41 20 shown show VBN cord-329318-eo8auo1f 41 21 great great JJ cord-329318-eo8auo1f 41 22 promise promise NN cord-329318-eo8auo1f 41 23 for for IN cord-329318-eo8auo1f 41 24 new new JJ cord-329318-eo8auo1f 41 25 drug drug NN cord-329318-eo8auo1f 41 26 development development NN cord-329318-eo8auo1f 41 27 and and CC cord-329318-eo8auo1f 41 28 repositioning repositioning NN cord-329318-eo8auo1f 41 29 . . . cord-329318-eo8auo1f 42 1 12 12 CD cord-329318-eo8auo1f 42 2 , , , cord-329318-eo8auo1f 42 3 23 23 CD cord-329318-eo8auo1f 42 4 , , , cord-329318-eo8auo1f 42 5 24 24 CD cord-329318-eo8auo1f 42 6 Based base VBN cord-329318-eo8auo1f 42 7 on on IN cord-329318-eo8auo1f 42 8 a a DT cord-329318-eo8auo1f 42 9 training training NN cord-329318-eo8auo1f 42 10 set set NN cord-329318-eo8auo1f 42 11 , , , cord-329318-eo8auo1f 42 12 ML ML NNP cord-329318-eo8auo1f 42 13 approaches approach NNS cord-329318-eo8auo1f 42 14 enable enable VBP cord-329318-eo8auo1f 42 15 the the DT cord-329318-eo8auo1f 42 16 screening screening NN cord-329318-eo8auo1f 42 17 of of IN cord-329318-eo8auo1f 42 18 efficient efficient JJ cord-329318-eo8auo1f 42 19 drug drug NN cord-329318-eo8auo1f 42 20 candidates candidate NNS cord-329318-eo8auo1f 42 21 without without IN cord-329318-eo8auo1f 42 22 having have VBG cord-329318-eo8auo1f 42 23 a a DT cord-329318-eo8auo1f 42 24 deep deep JJ cord-329318-eo8auo1f 42 25 knowledge knowledge NN cord-329318-eo8auo1f 42 26 of of IN cord-329318-eo8auo1f 42 27 the the DT cord-329318-eo8auo1f 42 28 underlying underlie VBG cord-329318-eo8auo1f 42 29 processes process NNS cord-329318-eo8auo1f 42 30 . . . cord-329318-eo8auo1f 43 1 The the DT cord-329318-eo8auo1f 43 2 key key NN cord-329318-eo8auo1f 43 3 to to IN cord-329318-eo8auo1f 43 4 the the DT cord-329318-eo8auo1f 43 5 efficiency efficiency NN cord-329318-eo8auo1f 43 6 of of IN cord-329318-eo8auo1f 43 7 ML ML NNP cord-329318-eo8auo1f 43 8 methods method NNS cord-329318-eo8auo1f 43 9 is be VBZ cord-329318-eo8auo1f 43 10 the the DT cord-329318-eo8auo1f 43 11 use use NN cord-329318-eo8auo1f 43 12 of of IN cord-329318-eo8auo1f 43 13 representative representative JJ cord-329318-eo8auo1f 43 14 descriptors descriptor NNS cord-329318-eo8auo1f 43 15 or or CC cord-329318-eo8auo1f 43 16 molecular molecular JJ cord-329318-eo8auo1f 43 17 fingerprints fingerprint NNS cord-329318-eo8auo1f 43 18 to to TO cord-329318-eo8auo1f 43 19 translate translate VB cord-329318-eo8auo1f 43 20 the the DT cord-329318-eo8auo1f 43 21 molecular molecular JJ cord-329318-eo8auo1f 43 22 system system NN cord-329318-eo8auo1f 43 23 to to IN cord-329318-eo8auo1f 43 24 a a DT cord-329318-eo8auo1f 43 25 machine machine NN cord-329318-eo8auo1f 43 26 - - HYPH cord-329318-eo8auo1f 43 27 understandable understandable JJ cord-329318-eo8auo1f 43 28 language language NN cord-329318-eo8auo1f 43 29 . . . cord-329318-eo8auo1f 44 1 A a DT cord-329318-eo8auo1f 44 2 number number NN cord-329318-eo8auo1f 44 3 of of IN cord-329318-eo8auo1f 44 4 molecular molecular JJ cord-329318-eo8auo1f 44 5 descriptors descriptor NNS cord-329318-eo8auo1f 44 6 have have VBP cord-329318-eo8auo1f 44 7 been be VBN cord-329318-eo8auo1f 44 8 developed develop VBN cord-329318-eo8auo1f 44 9 and and CC cord-329318-eo8auo1f 44 10 implemented implement VBN cord-329318-eo8auo1f 44 11 into into IN cord-329318-eo8auo1f 44 12 the the DT cord-329318-eo8auo1f 44 13 leading lead VBG cord-329318-eo8auo1f 44 14 software software NN cord-329318-eo8auo1f 44 15 packages package NNS cord-329318-eo8auo1f 44 16 , , , cord-329318-eo8auo1f 44 17 such such JJ cord-329318-eo8auo1f 44 18 as as IN cord-329318-eo8auo1f 44 19 BIOVIA BIOVIA NNP cord-329318-eo8auo1f 44 20 Discovery Discovery NNP cord-329318-eo8auo1f 44 21 Studio Studio NNP cord-329318-eo8auo1f 44 22 2020 2020 CD cord-329318-eo8auo1f 44 23 and and CC cord-329318-eo8auo1f 44 24 Schrodinger Schrodinger NNP cord-329318-eo8auo1f 44 25 Suite Suite NNP cord-329318-eo8auo1f 44 26 , , , cord-329318-eo8auo1f 44 27 which which WDT cord-329318-eo8auo1f 44 28 provide provide VBP cord-329318-eo8auo1f 44 29 good good JJ cord-329318-eo8auo1f 44 30 results result NNS cord-329318-eo8auo1f 44 31 for for IN cord-329318-eo8auo1f 44 32 drug drug NN cord-329318-eo8auo1f 44 33 screening screening NN cord-329318-eo8auo1f 44 34 . . . cord-329318-eo8auo1f 45 1 25 25 CD cord-329318-eo8auo1f 45 2 , , , cord-329318-eo8auo1f 45 3 26 26 CD cord-329318-eo8auo1f 46 1 The the DT cord-329318-eo8auo1f 46 2 majority majority NN cord-329318-eo8auo1f 46 3 of of IN cord-329318-eo8auo1f 46 4 these these DT cord-329318-eo8auo1f 46 5 descriptors descriptor NNS cord-329318-eo8auo1f 46 6 are be VBP cord-329318-eo8auo1f 46 7 based base VBN cord-329318-eo8auo1f 46 8 on on IN cord-329318-eo8auo1f 46 9 the the DT cord-329318-eo8auo1f 46 10 molecular molecular JJ cord-329318-eo8auo1f 46 11 structure structure NN cord-329318-eo8auo1f 46 12 , , , cord-329318-eo8auo1f 46 13 such such JJ cord-329318-eo8auo1f 46 14 as as IN cord-329318-eo8auo1f 46 15 the the DT cord-329318-eo8auo1f 46 16 number number NN cord-329318-eo8auo1f 46 17 of of IN cord-329318-eo8auo1f 46 18 rings ring NNS cord-329318-eo8auo1f 46 19 , , , cord-329318-eo8auo1f 46 20 hydrogen hydrogen NN cord-329318-eo8auo1f 46 21 bond bond NN cord-329318-eo8auo1f 46 22 donors donor NNS cord-329318-eo8auo1f 46 23 and and CC cord-329318-eo8auo1f 46 24 acceptors acceptor NNS cord-329318-eo8auo1f 46 25 , , , cord-329318-eo8auo1f 46 26 induced induce VBN cord-329318-eo8auo1f 46 27 charges charge NNS cord-329318-eo8auo1f 46 28 , , , cord-329318-eo8auo1f 46 29 etc etc FW cord-329318-eo8auo1f 46 30 . . . cord-329318-eo8auo1f 47 1 It -PRON- PRP cord-329318-eo8auo1f 47 2 is be VBZ cord-329318-eo8auo1f 47 3 worth worth JJ cord-329318-eo8auo1f 47 4 noting note VBG cord-329318-eo8auo1f 47 5 that that IN cord-329318-eo8auo1f 47 6 such such JJ cord-329318-eo8auo1f 47 7 descriptors descriptor NNS cord-329318-eo8auo1f 47 8 are be VBP cord-329318-eo8auo1f 47 9 important important JJ cord-329318-eo8auo1f 47 10 but but CC cord-329318-eo8auo1f 47 11 not not RB cord-329318-eo8auo1f 47 12 sufficient sufficient JJ cord-329318-eo8auo1f 47 13 for for IN cord-329318-eo8auo1f 47 14 the the DT cord-329318-eo8auo1f 47 15 chemical chemical JJ cord-329318-eo8auo1f 47 16 similarity similarity NN cord-329318-eo8auo1f 47 17 analysis analysis NN cord-329318-eo8auo1f 47 18 of of IN cord-329318-eo8auo1f 47 19 ligands ligand NNS cord-329318-eo8auo1f 47 20 and and CC cord-329318-eo8auo1f 47 21 its -PRON- PRP$ cord-329318-eo8auo1f 47 22 extension extension NN cord-329318-eo8auo1f 47 23 to to IN cord-329318-eo8auo1f 47 24 ML ML NNP cord-329318-eo8auo1f 47 25 , , , cord-329318-eo8auo1f 47 26 as as IN cord-329318-eo8auo1f 47 27 these these DT cord-329318-eo8auo1f 47 28 yield yield VBP cord-329318-eo8auo1f 47 29 mixed mixed JJ cord-329318-eo8auo1f 47 30 results result NNS cord-329318-eo8auo1f 47 31 regarding regard VBG cord-329318-eo8auo1f 47 32 the the DT cord-329318-eo8auo1f 47 33 ability ability NN cord-329318-eo8auo1f 47 34 to to TO cord-329318-eo8auo1f 47 35 enhance enhance VB cord-329318-eo8auo1f 47 36 the the DT cord-329318-eo8auo1f 47 37 accuracy accuracy NN cord-329318-eo8auo1f 47 38 of of IN cord-329318-eo8auo1f 47 39 ensembleaveraged ensembleaveraged JJ cord-329318-eo8auo1f 47 40 quantity quantity NN cord-329318-eo8auo1f 47 41 prediction prediction NN cord-329318-eo8auo1f 47 42 . . . cord-329318-eo8auo1f 48 1 27 27 CD cord-329318-eo8auo1f 49 1 Typically typically RB cord-329318-eo8auo1f 49 2 , , , cord-329318-eo8auo1f 49 3 small small JJ cord-329318-eo8auo1f 49 4 drug drug NN cord-329318-eo8auo1f 49 5 molecules molecule NNS cord-329318-eo8auo1f 49 6 interact interact VBP cord-329318-eo8auo1f 49 7 with with IN cord-329318-eo8auo1f 49 8 a a DT cord-329318-eo8auo1f 49 9 protein protein NN cord-329318-eo8auo1f 49 10 active active JJ cord-329318-eo8auo1f 49 11 site site NN cord-329318-eo8auo1f 49 12 localized localize VBN cord-329318-eo8auo1f 49 13 on on IN cord-329318-eo8auo1f 49 14 a a DT cord-329318-eo8auo1f 49 15 small small JJ cord-329318-eo8auo1f 49 16 surface surface NN cord-329318-eo8auo1f 49 17 area area NN cord-329318-eo8auo1f 49 18 in in IN cord-329318-eo8auo1f 49 19 the the DT cord-329318-eo8auo1f 49 20 presence presence NN cord-329318-eo8auo1f 49 21 of of IN cord-329318-eo8auo1f 49 22 a a DT cord-329318-eo8auo1f 49 23 complex complex JJ cord-329318-eo8auo1f 49 24 environment environment NN cord-329318-eo8auo1f 49 25 . . . cord-329318-eo8auo1f 50 1 To to TO cord-329318-eo8auo1f 50 2 capture capture VB cord-329318-eo8auo1f 50 3 the the DT cord-329318-eo8auo1f 50 4 full full JJ cord-329318-eo8auo1f 50 5 picture picture NN cord-329318-eo8auo1f 50 6 of of IN cord-329318-eo8auo1f 50 7 interactions interaction NNS cord-329318-eo8auo1f 50 8 , , , cord-329318-eo8auo1f 50 9 the the DT cord-329318-eo8auo1f 50 10 ideal ideal JJ cord-329318-eo8auo1f 50 11 drug drug NN cord-329318-eo8auo1f 50 12 screening screening NN cord-329318-eo8auo1f 50 13 descriptors descriptor NNS cord-329318-eo8auo1f 50 14 should should MD cord-329318-eo8auo1f 50 15 combine combine VB cord-329318-eo8auo1f 50 16 both both DT cord-329318-eo8auo1f 50 17 structural structural JJ cord-329318-eo8auo1f 50 18 and and CC cord-329318-eo8auo1f 50 19 chemical chemical JJ cord-329318-eo8auo1f 50 20 thermodynamicsbased thermodynamicsbase VBN cord-329318-eo8auo1f 50 21 features feature NNS cord-329318-eo8auo1f 50 22 . . . cord-329318-eo8auo1f 51 1 Methods method NNS cord-329318-eo8auo1f 51 2 based base VBN cord-329318-eo8auo1f 51 3 on on IN cord-329318-eo8auo1f 51 4 ML ML NNP cord-329318-eo8auo1f 51 5 have have VBP cord-329318-eo8auo1f 51 6 successfully successfully RB cord-329318-eo8auo1f 51 7 been be VBN cord-329318-eo8auo1f 51 8 employed employ VBN cord-329318-eo8auo1f 51 9 to to TO cord-329318-eo8auo1f 51 10 replace replace VB cord-329318-eo8auo1f 51 11 the the DT cord-329318-eo8auo1f 51 12 computationally computationally RB cord-329318-eo8auo1f 51 13 expensive expensive JJ cord-329318-eo8auo1f 51 14 docking docking NN cord-329318-eo8auo1f 51 15 and and CC cord-329318-eo8auo1f 51 16 binding bind VBG cord-329318-eo8auo1f 51 17 energy energy NN cord-329318-eo8auo1f 51 18 calculations calculation NNS cord-329318-eo8auo1f 51 19 . . . cord-329318-eo8auo1f 52 1 28 28 CD cord-329318-eo8auo1f 52 2 , , , cord-329318-eo8auo1f 52 3 29 29 CD cord-329318-eo8auo1f 53 1 In in IN cord-329318-eo8auo1f 53 2 order order NN cord-329318-eo8auo1f 53 3 to to TO cord-329318-eo8auo1f 53 4 better better RB cord-329318-eo8auo1f 53 5 represent represent VB cord-329318-eo8auo1f 53 6 the the DT cord-329318-eo8auo1f 53 7 ligand ligand NN cord-329318-eo8auo1f 53 8 and and CC cord-329318-eo8auo1f 53 9 its -PRON- PRP$ cord-329318-eo8auo1f 53 10 interaction interaction NN cord-329318-eo8auo1f 53 11 with with IN cord-329318-eo8auo1f 53 12 the the DT cord-329318-eo8auo1f 53 13 active active JJ cord-329318-eo8auo1f 53 14 site site NN cord-329318-eo8auo1f 53 15 of of IN cord-329318-eo8auo1f 53 16 a a DT cord-329318-eo8auo1f 53 17 protein protein NN cord-329318-eo8auo1f 53 18 , , , cord-329318-eo8auo1f 53 19 the the DT cord-329318-eo8auo1f 53 20 list list NN cord-329318-eo8auo1f 53 21 of of IN cord-329318-eo8auo1f 53 22 descriptors descriptor NNS cord-329318-eo8auo1f 53 23 should should MD cord-329318-eo8auo1f 53 24 be be VB cord-329318-eo8auo1f 53 25 kept keep VBN cord-329318-eo8auo1f 53 26 short short JJ cord-329318-eo8auo1f 53 27 , , , cord-329318-eo8auo1f 53 28 and and CC cord-329318-eo8auo1f 53 29 strong strong JJ cord-329318-eo8auo1f 53 30 correlations correlation NNS cord-329318-eo8auo1f 53 31 among among IN cord-329318-eo8auo1f 53 32 them -PRON- PRP cord-329318-eo8auo1f 53 33 should should MD cord-329318-eo8auo1f 53 34 be be VB cord-329318-eo8auo1f 53 35 avoided avoid VBN cord-329318-eo8auo1f 53 36 to to TO cord-329318-eo8auo1f 53 37 maintain maintain VB cord-329318-eo8auo1f 53 38 low low JJ cord-329318-eo8auo1f 53 39 degeneracy degeneracy NN cord-329318-eo8auo1f 53 40 . . . cord-329318-eo8auo1f 54 1 In in IN cord-329318-eo8auo1f 54 2 addition addition NN cord-329318-eo8auo1f 54 3 , , , cord-329318-eo8auo1f 54 4 some some DT cord-329318-eo8auo1f 54 5 descriptors descriptor NNS cord-329318-eo8auo1f 54 6 might may MD cord-329318-eo8auo1f 54 7 be be VB cord-329318-eo8auo1f 54 8 chosen choose VBN cord-329318-eo8auo1f 54 9 to to TO cord-329318-eo8auo1f 54 10 avoid avoid VB cord-329318-eo8auo1f 54 11 overlap overlap VB cord-329318-eo8auo1f 54 12 dependence dependence NN cord-329318-eo8auo1f 54 13 from from IN cord-329318-eo8auo1f 54 14 the the DT cord-329318-eo8auo1f 54 15 local local JJ cord-329318-eo8auo1f 54 16 structure structure NN cord-329318-eo8auo1f 54 17 of of IN cord-329318-eo8auo1f 54 18 the the DT cord-329318-eo8auo1f 54 19 binding binding NN cord-329318-eo8auo1f 54 20 site site NN cord-329318-eo8auo1f 54 21 . . . cord-329318-eo8auo1f 55 1 In in IN cord-329318-eo8auo1f 55 2 many many JJ cord-329318-eo8auo1f 55 3 cases case NNS cord-329318-eo8auo1f 55 4 , , , cord-329318-eo8auo1f 55 5 ML ml NN cord-329318-eo8auo1f 55 6 techniques technique NNS cord-329318-eo8auo1f 55 7 can can MD cord-329318-eo8auo1f 55 8 identify identify VB cord-329318-eo8auo1f 55 9 internal internal JJ cord-329318-eo8auo1f 55 10 correlations correlation NNS cord-329318-eo8auo1f 55 11 among among IN cord-329318-eo8auo1f 55 12 variables variable NNS cord-329318-eo8auo1f 55 13 and and CC cord-329318-eo8auo1f 55 14 reduce reduce VB cord-329318-eo8auo1f 55 15 the the DT cord-329318-eo8auo1f 55 16 number number NN cord-329318-eo8auo1f 55 17 of of IN cord-329318-eo8auo1f 55 18 descriptors descriptor NNS cord-329318-eo8auo1f 55 19 . . . cord-329318-eo8auo1f 56 1 One one CD cord-329318-eo8auo1f 56 2 such such JJ cord-329318-eo8auo1f 56 3 technique technique NN cord-329318-eo8auo1f 56 4 is be VBZ cord-329318-eo8auo1f 56 5 the the DT cord-329318-eo8auo1f 56 6 principal principal JJ cord-329318-eo8auo1f 56 7 component component NN cord-329318-eo8auo1f 56 8 analysis analysis NN cord-329318-eo8auo1f 56 9 ( ( -LRB- cord-329318-eo8auo1f 56 10 PCA PCA NNP cord-329318-eo8auo1f 56 11 ) ) -RRB- cord-329318-eo8auo1f 56 12 , , , cord-329318-eo8auo1f 56 13 a a DT cord-329318-eo8auo1f 56 14 nonparametric nonparametric JJ cord-329318-eo8auo1f 56 15 statistical statistical JJ cord-329318-eo8auo1f 56 16 ML ml NN cord-329318-eo8auo1f 56 17 technique technique NN cord-329318-eo8auo1f 56 18 , , , cord-329318-eo8auo1f 56 19 which which WDT cord-329318-eo8auo1f 56 20 is be VBZ cord-329318-eo8auo1f 56 21 a a DT cord-329318-eo8auo1f 56 22 very very RB cord-329318-eo8auo1f 56 23 important important JJ cord-329318-eo8auo1f 56 24 hypothesis hypothesis NN cord-329318-eo8auo1f 56 25 - - HYPH cord-329318-eo8auo1f 56 26 generating generate VBG cord-329318-eo8auo1f 56 27 tool tool NN cord-329318-eo8auo1f 56 28 for for IN cord-329318-eo8auo1f 56 29 approaching approach VBG cord-329318-eo8auo1f 56 30 drug drug NN cord-329318-eo8auo1f 56 31 discovery discovery NN cord-329318-eo8auo1f 56 32 by by IN cord-329318-eo8auo1f 56 33 a a DT cord-329318-eo8auo1f 56 34 systemic systemic JJ cord-329318-eo8auo1f 56 35 perspective perspective NN cord-329318-eo8auo1f 56 36 . . . cord-329318-eo8auo1f 57 1 30 30 CD cord-329318-eo8auo1f 58 1 The the DT cord-329318-eo8auo1f 58 2 contributions contribution NNS cord-329318-eo8auo1f 58 3 of of IN cord-329318-eo8auo1f 58 4 hydrophobic hydrophobic JJ cord-329318-eo8auo1f 58 5 and and CC cord-329318-eo8auo1f 58 6 aromatic aromatic JJ cord-329318-eo8auo1f 58 7 character character NN cord-329318-eo8auo1f 58 8 , , , cord-329318-eo8auo1f 58 9 and and CC cord-329318-eo8auo1f 58 10 molecular molecular JJ cord-329318-eo8auo1f 58 11 shape shape NN cord-329318-eo8auo1f 58 12 to to IN cord-329318-eo8auo1f 58 13 the the DT cord-329318-eo8auo1f 58 14 chemical chemical JJ cord-329318-eo8auo1f 58 15 similarity similarity NN cord-329318-eo8auo1f 58 16 of of IN cord-329318-eo8auo1f 58 17 small small JJ cord-329318-eo8auo1f 58 18 molecule molecule NN cord-329318-eo8auo1f 58 19 drugs drug NNS cord-329318-eo8auo1f 58 20 have have VBP cord-329318-eo8auo1f 58 21 been be VBN cord-329318-eo8auo1f 58 22 analyzed analyze VBN cord-329318-eo8auo1f 58 23 using use VBG cord-329318-eo8auo1f 58 24 PCA PCA NNP cord-329318-eo8auo1f 58 25 to to TO cord-329318-eo8auo1f 58 26 establish establish VB cord-329318-eo8auo1f 58 27 correlations correlation NNS cord-329318-eo8auo1f 58 28 of of IN cord-329318-eo8auo1f 58 29 drug drug NN cord-329318-eo8auo1f 58 30 structures structure NNS cord-329318-eo8auo1f 58 31 with with IN cord-329318-eo8auo1f 58 32 transcriptional transcriptional JJ cord-329318-eo8auo1f 58 33 responses response NNS cord-329318-eo8auo1f 58 34 . . . cord-329318-eo8auo1f 59 1 31 31 CD cord-329318-eo8auo1f 60 1 The the DT cord-329318-eo8auo1f 60 2 PCA PCA NNP cord-329318-eo8auo1f 60 3 approach approach NN cord-329318-eo8auo1f 60 4 has have VBZ cord-329318-eo8auo1f 60 5 been be VBN cord-329318-eo8auo1f 60 6 employed employ VBN cord-329318-eo8auo1f 60 7 to to TO cord-329318-eo8auo1f 60 8 reduce reduce VB cord-329318-eo8auo1f 60 9 the the DT cord-329318-eo8auo1f 60 10 dimensions dimension NNS cord-329318-eo8auo1f 60 11 of of IN cord-329318-eo8auo1f 60 12 molecular molecular JJ cord-329318-eo8auo1f 60 13 descriptors descriptor NNS cord-329318-eo8auo1f 60 14 and and CC cord-329318-eo8auo1f 60 15 construct construct VB cord-329318-eo8auo1f 60 16 a a DT cord-329318-eo8auo1f 60 17 chemical chemical JJ cord-329318-eo8auo1f 60 18 space space NN cord-329318-eo8auo1f 60 19 to to TO cord-329318-eo8auo1f 60 20 choose choose VB cord-329318-eo8auo1f 60 21 descriptors descriptor NNS cord-329318-eo8auo1f 60 22 which which WDT cord-329318-eo8auo1f 60 23 are be VBP cord-329318-eo8auo1f 60 24 presumed presume VBN cord-329318-eo8auo1f 60 25 best best RB cord-329318-eo8auo1f 60 26 for for IN cord-329318-eo8auo1f 60 27 the the DT cord-329318-eo8auo1f 60 28 particular particular JJ cord-329318-eo8auo1f 60 29 effect effect NN cord-329318-eo8auo1f 60 30 . . . cord-329318-eo8auo1f 61 1 32 32 CD cord-329318-eo8auo1f 61 2 , , , cord-329318-eo8auo1f 61 3 33 33 CD cord-329318-eo8auo1f 62 1 The the DT cord-329318-eo8auo1f 62 2 molecular molecular JJ cord-329318-eo8auo1f 62 3 property property NN cord-329318-eo8auo1f 62 4 distributions distribution NNS cord-329318-eo8auo1f 62 5 of of IN cord-329318-eo8auo1f 62 6 drug drug NN cord-329318-eo8auo1f 62 7 - - HYPH cord-329318-eo8auo1f 62 8 like like JJ cord-329318-eo8auo1f 62 9 , , , cord-329318-eo8auo1f 62 10 non non JJ cord-329318-eo8auo1f 62 11 - - JJ cord-329318-eo8auo1f 62 12 drug drug JJ cord-329318-eo8auo1f 62 13 - - HYPH cord-329318-eo8auo1f 62 14 like like JJ cord-329318-eo8auo1f 62 15 , , , cord-329318-eo8auo1f 62 16 and and CC cord-329318-eo8auo1f 62 17 natural natural JJ cord-329318-eo8auo1f 62 18 compounds compound NNS cord-329318-eo8auo1f 62 19 from from IN cord-329318-eo8auo1f 62 20 traditional traditional JJ cord-329318-eo8auo1f 62 21 Chinese chinese JJ cord-329318-eo8auo1f 62 22 medicines medicine NNS cord-329318-eo8auo1f 62 23 are be VBP cord-329318-eo8auo1f 62 24 analyzed analyze VBN cord-329318-eo8auo1f 62 25 by by IN cord-329318-eo8auo1f 62 26 PCA PCA NNP cord-329318-eo8auo1f 62 27 . . . cord-329318-eo8auo1f 63 1 34 34 CD cord-329318-eo8auo1f 64 1 The the DT cord-329318-eo8auo1f 64 2 translation translation NN cord-329318-eo8auo1f 64 3 of of IN cord-329318-eo8auo1f 64 4 molecular molecular JJ cord-329318-eo8auo1f 64 5 properties property NNS cord-329318-eo8auo1f 64 6 into into IN cord-329318-eo8auo1f 64 7 a a DT cord-329318-eo8auo1f 64 8 format format NN cord-329318-eo8auo1f 64 9 suitable suitable JJ cord-329318-eo8auo1f 64 10 for for IN cord-329318-eo8auo1f 64 11 ML ML NNP cord-329318-eo8auo1f 64 12 requires require VBZ cord-329318-eo8auo1f 64 13 an an DT cord-329318-eo8auo1f 64 14 appropriate appropriate JJ cord-329318-eo8auo1f 64 15 combination combination NN cord-329318-eo8auo1f 64 16 of of IN cord-329318-eo8auo1f 64 17 structural structural JJ cord-329318-eo8auo1f 64 18 and and CC cord-329318-eo8auo1f 64 19 chemical chemical JJ cord-329318-eo8auo1f 64 20 data datum NNS cord-329318-eo8auo1f 64 21 . . . cord-329318-eo8auo1f 65 1 However however RB cord-329318-eo8auo1f 65 2 , , , cord-329318-eo8auo1f 65 3 while while IN cord-329318-eo8auo1f 65 4 the the DT cord-329318-eo8auo1f 65 5 geometrical geometrical JJ cord-329318-eo8auo1f 65 6 properties property NNS cord-329318-eo8auo1f 65 7 are be VBP cord-329318-eo8auo1f 65 8 well well RB cord-329318-eo8auo1f 65 9 represented represent VBN cord-329318-eo8auo1f 65 10 by by IN cord-329318-eo8auo1f 65 11 molecular molecular JJ cord-329318-eo8auo1f 65 12 fingerprints fingerprint NNS cord-329318-eo8auo1f 65 13 , , , cord-329318-eo8auo1f 65 14 the the DT cord-329318-eo8auo1f 65 15 characterization characterization NN cord-329318-eo8auo1f 65 16 of of IN cord-329318-eo8auo1f 65 17 chemical chemical JJ cord-329318-eo8auo1f 65 18 reactivity reactivity NN cord-329318-eo8auo1f 65 19 is be VBZ cord-329318-eo8auo1f 65 20 a a DT cord-329318-eo8auo1f 65 21 more more RBR cord-329318-eo8auo1f 65 22 challenging challenging JJ cord-329318-eo8auo1f 65 23 task task NN cord-329318-eo8auo1f 65 24 . . . cord-329318-eo8auo1f 66 1 Typically typically RB cord-329318-eo8auo1f 66 2 , , , cord-329318-eo8auo1f 66 3 the the DT cord-329318-eo8auo1f 66 4 number number NN cord-329318-eo8auo1f 66 5 of of IN cord-329318-eo8auo1f 66 6 hydrogen hydrogen NN cord-329318-eo8auo1f 66 7 bond bond NN cord-329318-eo8auo1f 66 8 donors donor NNS cord-329318-eo8auo1f 66 9 or or CC cord-329318-eo8auo1f 66 10 acceptors acceptor NNS cord-329318-eo8auo1f 66 11 , , , cord-329318-eo8auo1f 66 12 functional functional JJ cord-329318-eo8auo1f 66 13 groups group NNS cord-329318-eo8auo1f 66 14 , , , cord-329318-eo8auo1f 66 15 heats heat NNS cord-329318-eo8auo1f 66 16 of of IN cord-329318-eo8auo1f 66 17 formation formation NN cord-329318-eo8auo1f 66 18 , , , cord-329318-eo8auo1f 66 19 polarizabilities polarizabilitie NNS cord-329318-eo8auo1f 66 20 , , , cord-329318-eo8auo1f 66 21 etc etc FW cord-329318-eo8auo1f 66 22 . . . cord-329318-eo8auo1f 67 1 are be VBP cord-329318-eo8auo1f 67 2 used use VBN cord-329318-eo8auo1f 67 3 to to TO cord-329318-eo8auo1f 67 4 represent represent VB cord-329318-eo8auo1f 67 5 the the DT cord-329318-eo8auo1f 67 6 ligand ligand NN cord-329318-eo8auo1f 67 7 's 's POS cord-329318-eo8auo1f 67 8 ability ability NN cord-329318-eo8auo1f 67 9 to to TO cord-329318-eo8auo1f 67 10 interact interact VB cord-329318-eo8auo1f 67 11 with with IN cord-329318-eo8auo1f 67 12 a a DT cord-329318-eo8auo1f 67 13 protein protein NN cord-329318-eo8auo1f 67 14 's 's POS cord-329318-eo8auo1f 67 15 active active JJ cord-329318-eo8auo1f 67 16 site site NN cord-329318-eo8auo1f 67 17 . . . cord-329318-eo8auo1f 68 1 However however RB cord-329318-eo8auo1f 68 2 , , , cord-329318-eo8auo1f 68 3 in in IN cord-329318-eo8auo1f 68 4 many many JJ cord-329318-eo8auo1f 68 5 cases case NNS cord-329318-eo8auo1f 68 6 , , , cord-329318-eo8auo1f 68 7 the the DT cord-329318-eo8auo1f 68 8 chemical chemical NN cord-329318-eo8auo1f 68 9 reactivity reactivity NN cord-329318-eo8auo1f 68 10 information information NN cord-329318-eo8auo1f 68 11 is be VBZ cord-329318-eo8auo1f 68 12 incomplete incomplete JJ cord-329318-eo8auo1f 68 13 and/or and/or CC cord-329318-eo8auo1f 68 14 overlaps overlap VBZ cord-329318-eo8auo1f 68 15 with with IN cord-329318-eo8auo1f 68 16 the the DT cord-329318-eo8auo1f 68 17 molecular molecular JJ cord-329318-eo8auo1f 68 18 structure structure NN cord-329318-eo8auo1f 68 19 , , , cord-329318-eo8auo1f 68 20 making make VBG cord-329318-eo8auo1f 68 21 it -PRON- PRP cord-329318-eo8auo1f 68 22 insufficient insufficient JJ cord-329318-eo8auo1f 68 23 to to TO cord-329318-eo8auo1f 68 24 thoroughly thoroughly RB cord-329318-eo8auo1f 68 25 represent represent VB cord-329318-eo8auo1f 68 26 the the DT cord-329318-eo8auo1f 68 27 interaction interaction NN cord-329318-eo8auo1f 68 28 . . . cord-329318-eo8auo1f 69 1 27 27 CD cord-329318-eo8auo1f 70 1 As as IN cord-329318-eo8auo1f 70 2 a a DT cord-329318-eo8auo1f 70 3 possible possible JJ cord-329318-eo8auo1f 70 4 alternative alternative NN cord-329318-eo8auo1f 70 5 to to IN cord-329318-eo8auo1f 70 6 the the DT cord-329318-eo8auo1f 70 7 predictive predictive JJ cord-329318-eo8auo1f 70 8 methods method NNS cord-329318-eo8auo1f 70 9 based base VBN cord-329318-eo8auo1f 70 10 on on IN cord-329318-eo8auo1f 70 11 the the DT cord-329318-eo8auo1f 70 12 group group NN cord-329318-eo8auo1f 70 13 contribution contribution NN cord-329318-eo8auo1f 70 14 approach approach NN cord-329318-eo8auo1f 70 15 , , , cord-329318-eo8auo1f 70 16 the the DT cord-329318-eo8auo1f 70 17 conductor conductor NN cord-329318-eo8auo1f 70 18 - - HYPH cord-329318-eo8auo1f 70 19 like like JJ cord-329318-eo8auo1f 70 20 screening screening NN cord-329318-eo8auo1f 70 21 model model NN cord-329318-eo8auo1f 70 22 for for IN cord-329318-eo8auo1f 70 23 real real JJ cord-329318-eo8auo1f 70 24 solvents solvent NNS cord-329318-eo8auo1f 70 25 ( ( -LRB- cord-329318-eo8auo1f 70 26 COSMO COSMO NNP cord-329318-eo8auo1f 70 27 - - HYPH cord-329318-eo8auo1f 70 28 RS RS NNP cord-329318-eo8auo1f 70 29 ) ) -RRB- cord-329318-eo8auo1f 70 30 type type NN cord-329318-eo8auo1f 70 31 models model NNS cord-329318-eo8auo1f 70 32 , , , cord-329318-eo8auo1f 70 33 originally originally RB cord-329318-eo8auo1f 70 34 developed develop VBN cord-329318-eo8auo1f 70 35 by by IN cord-329318-eo8auo1f 70 36 Dr. Dr. NNP cord-329318-eo8auo1f 70 37 A. A. NNP cord-329318-eo8auo1f 70 38 Klamt Klamt NNP cord-329318-eo8auo1f 70 39 , , , cord-329318-eo8auo1f 70 40 35 35 CD cord-329318-eo8auo1f 70 41 has have VBZ cord-329318-eo8auo1f 70 42 attracted attract VBN cord-329318-eo8auo1f 70 43 substantial substantial JJ cord-329318-eo8auo1f 70 44 interest interest NN cord-329318-eo8auo1f 70 45 in in IN cord-329318-eo8auo1f 70 46 the the DT cord-329318-eo8auo1f 70 47 recent recent JJ cord-329318-eo8auo1f 70 48 years year NNS cord-329318-eo8auo1f 70 49 . . . cord-329318-eo8auo1f 71 1 For for IN cord-329318-eo8auo1f 71 2 the the DT cord-329318-eo8auo1f 71 3 first first JJ cord-329318-eo8auo1f 71 4 time time NN cord-329318-eo8auo1f 71 5 , , , cord-329318-eo8auo1f 71 6 the the DT cord-329318-eo8auo1f 71 7 efficiency efficiency NN cord-329318-eo8auo1f 71 8 of of IN cord-329318-eo8auo1f 71 9 COSMO COSMO NNP cord-329318-eo8auo1f 71 10 - - HYPH cord-329318-eo8auo1f 71 11 RS RS NNP cord-329318-eo8auo1f 71 12 σ σ NN cord-329318-eo8auo1f 71 13 - - HYPH cord-329318-eo8auo1f 71 14 profiles profile NNS cord-329318-eo8auo1f 71 15 for for IN cord-329318-eo8auo1f 71 16 the the DT cord-329318-eo8auo1f 71 17 detection detection NN cord-329318-eo8auo1f 71 18 of of IN cord-329318-eo8auo1f 71 19 new new JJ cord-329318-eo8auo1f 71 20 bioisosteric bioisosteric NNP cord-329318-eo8auo1f 71 21 drug drug NN cord-329318-eo8auo1f 71 22 candidates candidate NNS cord-329318-eo8auo1f 71 23 has have VBZ cord-329318-eo8auo1f 71 24 been be VBN cord-329318-eo8auo1f 71 25 studied study VBN cord-329318-eo8auo1f 71 26 by by IN cord-329318-eo8auo1f 71 27 Thormann Thormann NNP cord-329318-eo8auo1f 71 28 and and CC cord-329318-eo8auo1f 71 29 Klamt Klamt NNP cord-329318-eo8auo1f 71 30 . . . cord-329318-eo8auo1f 72 1 36 36 CD cord-329318-eo8auo1f 73 1 Our -PRON- PRP$ cord-329318-eo8auo1f 73 2 idea idea NN cord-329318-eo8auo1f 73 3 is be VBZ cord-329318-eo8auo1f 73 4 to to TO cord-329318-eo8auo1f 73 5 further further RB cord-329318-eo8auo1f 73 6 combine combine VB cord-329318-eo8auo1f 73 7 the the DT cord-329318-eo8auo1f 73 8 ability ability NN cord-329318-eo8auo1f 73 9 of of IN cord-329318-eo8auo1f 73 10 σ σ NN cord-329318-eo8auo1f 73 11 - - HYPH cord-329318-eo8auo1f 73 12 profiles profile NNS cord-329318-eo8auo1f 73 13 to to TO cord-329318-eo8auo1f 73 14 represent represent VB cord-329318-eo8auo1f 73 15 the the DT cord-329318-eo8auo1f 73 16 chemical chemical JJ cord-329318-eo8auo1f 73 17 potentials potential NNS cord-329318-eo8auo1f 73 18 of of IN cord-329318-eo8auo1f 73 19 different different JJ cord-329318-eo8auo1f 73 20 compounds compound NNS cord-329318-eo8auo1f 73 21 in in IN cord-329318-eo8auo1f 73 22 almost almost RB cord-329318-eo8auo1f 73 23 arbitrary arbitrary JJ cord-329318-eo8auo1f 73 24 phases phase NNS cord-329318-eo8auo1f 73 25 with with IN cord-329318-eo8auo1f 73 26 the the DT cord-329318-eo8auo1f 73 27 strength strength NN cord-329318-eo8auo1f 73 28 of of IN cord-329318-eo8auo1f 73 29 ML ML NNP cord-329318-eo8auo1f 73 30 in in IN cord-329318-eo8auo1f 73 31 order order NN cord-329318-eo8auo1f 73 32 to to TO cord-329318-eo8auo1f 73 33 enhance enhance VB cord-329318-eo8auo1f 73 34 σ σ NN cord-329318-eo8auo1f 73 35 - - HYPH cord-329318-eo8auo1f 73 36 profiles profile NNS cord-329318-eo8auo1f 73 37 ' ' POS cord-329318-eo8auo1f 73 38 drug drug NN cord-329318-eo8auo1f 73 39 screening screening NN cord-329318-eo8auo1f 73 40 and and CC cord-329318-eo8auo1f 73 41 design design NN cord-329318-eo8auo1f 73 42 capabilities capability NNS cord-329318-eo8auo1f 73 43 . . . cord-329318-eo8auo1f 74 1 The the DT cord-329318-eo8auo1f 74 2 COSMO COSMO NNP cord-329318-eo8auo1f 74 3 - - HYPH cord-329318-eo8auo1f 74 4 RS RS NNP cord-329318-eo8auo1f 74 5 is be VBZ cord-329318-eo8auo1f 74 6 a a DT cord-329318-eo8auo1f 74 7 fast fast JJ cord-329318-eo8auo1f 74 8 and and CC cord-329318-eo8auo1f 74 9 efficient efficient JJ cord-329318-eo8auo1f 74 10 tool tool NN cord-329318-eo8auo1f 74 11 for for IN cord-329318-eo8auo1f 74 12 molecular molecular JJ cord-329318-eo8auo1f 74 13 similarity similarity NN cord-329318-eo8auo1f 74 14 screening screening NN cord-329318-eo8auo1f 74 15 and and CC cord-329318-eo8auo1f 74 16 the the DT cord-329318-eo8auo1f 74 17 study study NN cord-329318-eo8auo1f 74 18 of of IN cord-329318-eo8auo1f 74 19 physicochemical physicochemical JJ cord-329318-eo8auo1f 74 20 and and CC cord-329318-eo8auo1f 74 21 physiological physiological JJ cord-329318-eo8auo1f 74 22 properties property NNS cord-329318-eo8auo1f 74 23 originating originate VBG cord-329318-eo8auo1f 74 24 from from IN cord-329318-eo8auo1f 74 25 solvation solvation NN cord-329318-eo8auo1f 74 26 thermodynamics thermodynamic NNS cord-329318-eo8auo1f 74 27 and and CC cord-329318-eo8auo1f 74 28 computational computational JJ cord-329318-eo8auo1f 74 29 quantum quantum NN cord-329318-eo8auo1f 74 30 mechanics mechanic NNS cord-329318-eo8auo1f 74 31 . . . cord-329318-eo8auo1f 75 1 37 37 CD cord-329318-eo8auo1f 76 1 These these DT cord-329318-eo8auo1f 76 2 methods method NNS cord-329318-eo8auo1f 76 3 rely rely VBP cord-329318-eo8auo1f 76 4 on on IN cord-329318-eo8auo1f 76 5 solvent solvent NN cord-329318-eo8auo1f 76 6 - - HYPH cord-329318-eo8auo1f 76 7 accessible accessible JJ cord-329318-eo8auo1f 76 8 surfaces surface NNS cord-329318-eo8auo1f 76 9 with with IN cord-329318-eo8auo1f 76 10 induced induce VBN cord-329318-eo8auo1f 76 11 charges charge NNS cord-329318-eo8auo1f 76 12 screening screen VBG cord-329318-eo8auo1f 76 13 the the DT cord-329318-eo8auo1f 76 14 electrostatic electrostatic JJ cord-329318-eo8auo1f 76 15 potential potential NN cord-329318-eo8auo1f 76 16 produced produce VBN cord-329318-eo8auo1f 76 17 by by IN cord-329318-eo8auo1f 76 18 nuclear nuclear JJ cord-329318-eo8auo1f 76 19 charges charge NNS cord-329318-eo8auo1f 76 20 and and CC cord-329318-eo8auo1f 76 21 electronic electronic JJ cord-329318-eo8auo1f 76 22 density density NN cord-329318-eo8auo1f 76 23 . . . cord-329318-eo8auo1f 77 1 The the DT cord-329318-eo8auo1f 77 2 resulting result VBG cord-329318-eo8auo1f 77 3 surfaces surface NNS cord-329318-eo8auo1f 77 4 are be VBP cord-329318-eo8auo1f 77 5 specific specific JJ cord-329318-eo8auo1f 77 6 to to IN cord-329318-eo8auo1f 77 7 each each DT cord-329318-eo8auo1f 77 8 molecule molecule NN cord-329318-eo8auo1f 77 9 and and CC cord-329318-eo8auo1f 77 10 projected project VBN cord-329318-eo8auo1f 77 11 further far RBR cord-329318-eo8auo1f 77 12 to to IN cord-329318-eo8auo1f 77 13 the the DT cord-329318-eo8auo1f 77 14 onedimensional onedimensional NNP cord-329318-eo8auo1f 77 15 ( ( -LRB- cord-329318-eo8auo1f 77 16 1D 1D NNP cord-329318-eo8auo1f 77 17 ) ) -RRB- cord-329318-eo8auo1f 77 18 function function NN cord-329318-eo8auo1f 77 19 called call VBN cord-329318-eo8auo1f 77 20 the the DT cord-329318-eo8auo1f 77 21 σ σ NNP cord-329318-eo8auo1f 77 22 - - HYPH cord-329318-eo8auo1f 77 23 profile profile NN cord-329318-eo8auo1f 77 24 , , , cord-329318-eo8auo1f 77 25 which which WDT cord-329318-eo8auo1f 77 26 represents represent VBZ cord-329318-eo8auo1f 77 27 the the DT cord-329318-eo8auo1f 77 28 probability probability NN cord-329318-eo8auo1f 77 29 distribution distribution NN cord-329318-eo8auo1f 77 30 of of IN cord-329318-eo8auo1f 77 31 a a DT cord-329318-eo8auo1f 77 32 molecular molecular JJ cord-329318-eo8auo1f 77 33 surface surface NN cord-329318-eo8auo1f 77 34 segment segment NN cord-329318-eo8auo1f 77 35 having have VBG cord-329318-eo8auo1f 77 36 a a DT cord-329318-eo8auo1f 77 37 specific specific JJ cord-329318-eo8auo1f 77 38 charge charge NN cord-329318-eo8auo1f 77 39 density density NN cord-329318-eo8auo1f 77 40 . . . cord-329318-eo8auo1f 78 1 35 35 CD cord-329318-eo8auo1f 79 1 The the DT cord-329318-eo8auo1f 79 2 COSMO COSMO NNP cord-329318-eo8auo1f 79 3 - - HYPH cord-329318-eo8auo1f 79 4 RS RS NNP cord-329318-eo8auo1f 79 5 σ σ NN cord-329318-eo8auo1f 79 6 - - HYPH cord-329318-eo8auo1f 79 7 profiles profile NNS cord-329318-eo8auo1f 79 8 capture capture VBP cord-329318-eo8auo1f 79 9 in in IN cord-329318-eo8auo1f 79 10 a a DT cord-329318-eo8auo1f 79 11 1D 1d CD cord-329318-eo8auo1f 79 12 format format NN cord-329318-eo8auo1f 79 13 the the DT cord-329318-eo8auo1f 79 14 entire entire JJ cord-329318-eo8auo1f 79 15 set set NN cord-329318-eo8auo1f 79 16 of of IN cord-329318-eo8auo1f 79 17 chemical chemical JJ cord-329318-eo8auo1f 79 18 properties property NNS cord-329318-eo8auo1f 79 19 calculated calculate VBN cord-329318-eo8auo1f 79 20 from from IN cord-329318-eo8auo1f 79 21 quantum quantum JJ cord-329318-eo8auo1f 79 22 chemistry chemistry NN cord-329318-eo8auo1f 79 23 , , , cord-329318-eo8auo1f 79 24 including include VBG cord-329318-eo8auo1f 79 25 hydrogen hydrogen NN cord-329318-eo8auo1f 79 26 bond bond NN cord-329318-eo8auo1f 79 27 donor donor NN cord-329318-eo8auo1f 79 28 and and CC cord-329318-eo8auo1f 79 29 acceptor acceptor NN cord-329318-eo8auo1f 79 30 , , , cord-329318-eo8auo1f 79 31 and and CC cord-329318-eo8auo1f 79 32 hydrophobic hydrophobic JJ cord-329318-eo8auo1f 79 33 ( ( -LRB- cord-329318-eo8auo1f 79 34 lipophilic lipophilic JJ cord-329318-eo8auo1f 79 35 ) ) -RRB- cord-329318-eo8auo1f 79 36 interactions interaction NNS cord-329318-eo8auo1f 79 37 . . . cord-329318-eo8auo1f 80 1 38 38 CD cord-329318-eo8auo1f 81 1 The the DT cord-329318-eo8auo1f 81 2 σ σ NNP cord-329318-eo8auo1f 81 3 - - HYPH cord-329318-eo8auo1f 81 4 profiles profile NNS cord-329318-eo8auo1f 81 5 have have VBP cord-329318-eo8auo1f 81 6 been be VBN cord-329318-eo8auo1f 81 7 employed employ VBN cord-329318-eo8auo1f 81 8 to to TO cord-329318-eo8auo1f 81 9 calculate calculate VB cord-329318-eo8auo1f 81 10 phase phase NN cord-329318-eo8auo1f 81 11 diagrams diagram NNS cord-329318-eo8auo1f 81 12 , , , cord-329318-eo8auo1f 81 13 azeotropes azeotrope NNS cord-329318-eo8auo1f 81 14 , , , cord-329318-eo8auo1f 81 15 and and CC cord-329318-eo8auo1f 81 16 the the DT cord-329318-eo8auo1f 81 17 solubility solubility NN cord-329318-eo8auo1f 81 18 of of IN cord-329318-eo8auo1f 81 19 drugs drug NNS cord-329318-eo8auo1f 81 20 and and CC cord-329318-eo8auo1f 81 21 pesticides pesticide NNS cord-329318-eo8auo1f 81 22 in in IN cord-329318-eo8auo1f 81 23 water water NN cord-329318-eo8auo1f 81 24 . . . cord-329318-eo8auo1f 82 1 38 38 CD cord-329318-eo8auo1f 83 1 The the DT cord-329318-eo8auo1f 83 2 calculation calculation NN cord-329318-eo8auo1f 83 3 of of IN cord-329318-eo8auo1f 83 4 drug drug NN cord-329318-eo8auo1f 83 5 absorption absorption NN cord-329318-eo8auo1f 83 6 , , , cord-329318-eo8auo1f 83 7 distribution distribution NN cord-329318-eo8auo1f 83 8 , , , cord-329318-eo8auo1f 83 9 metabolism metabolism NN cord-329318-eo8auo1f 83 10 , , , cord-329318-eo8auo1f 83 11 and and CC cord-329318-eo8auo1f 83 12 excretion excretion NN cord-329318-eo8auo1f 83 13 properties property NNS cord-329318-eo8auo1f 83 14 has have VBZ cord-329318-eo8auo1f 83 15 been be VBN cord-329318-eo8auo1f 83 16 demonstrated demonstrate VBN cord-329318-eo8auo1f 83 17 for for IN cord-329318-eo8auo1f 83 18 high high JJ cord-329318-eo8auo1f 83 19 - - HYPH cord-329318-eo8auo1f 83 20 throughput throughput NN cord-329318-eo8auo1f 83 21 screening screening NN cord-329318-eo8auo1f 83 22 by by IN cord-329318-eo8auo1f 83 23 using use VBG cord-329318-eo8auo1f 83 24 the the DT cord-329318-eo8auo1f 83 25 molecular molecular JJ cord-329318-eo8auo1f 83 26 fragmentbased fragmentbased JJ cord-329318-eo8auo1f 83 27 approach approach NN cord-329318-eo8auo1f 83 28 COSMOf COSMOf NNP cord-329318-eo8auo1f 83 29 rag rag VBP cord-329318-eo8auo1f 83 30 . . . cord-329318-eo8auo1f 84 1 37 37 CD cord-329318-eo8auo1f 85 1 Despite despite IN cord-329318-eo8auo1f 85 2 this this DT cord-329318-eo8auo1f 85 3 potential potential NN cord-329318-eo8auo1f 85 4 , , , cord-329318-eo8auo1f 85 5 COSMO COSMO NNP cord-329318-eo8auo1f 85 6 - - HYPH cord-329318-eo8auo1f 85 7 RS RS NNP cord-329318-eo8auo1f 85 8 σ σ NN cord-329318-eo8auo1f 85 9 - - HYPH cord-329318-eo8auo1f 85 10 profiles profile NNS cord-329318-eo8auo1f 85 11 have have VBP cord-329318-eo8auo1f 85 12 rarely rarely RB cord-329318-eo8auo1f 85 13 been be VBN cord-329318-eo8auo1f 85 14 employed employ VBN cord-329318-eo8auo1f 85 15 for for IN cord-329318-eo8auo1f 85 16 drug drug NN cord-329318-eo8auo1f 85 17 similarity similarity NN cord-329318-eo8auo1f 85 18 screening screening NN cord-329318-eo8auo1f 85 19 , , , cord-329318-eo8auo1f 85 20 and and CC cord-329318-eo8auo1f 85 21 not not RB cord-329318-eo8auo1f 85 22 at at RB cord-329318-eo8auo1f 85 23 all all RB cord-329318-eo8auo1f 85 24 for for IN cord-329318-eo8auo1f 85 25 SARS SARS NNP cord-329318-eo8auo1f 85 26 - - HYPH cord-329318-eo8auo1f 85 27 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 85 28 inhibitor inhibitor NN cord-329318-eo8auo1f 85 29 screening screening NN cord-329318-eo8auo1f 85 30 to to IN cord-329318-eo8auo1f 85 31 date date NN cord-329318-eo8auo1f 85 32 . . . cord-329318-eo8auo1f 86 1 In in IN cord-329318-eo8auo1f 86 2 this this DT cord-329318-eo8auo1f 86 3 study study NN cord-329318-eo8auo1f 86 4 , , , cord-329318-eo8auo1f 86 5 we -PRON- PRP cord-329318-eo8auo1f 86 6 propose propose VBP cord-329318-eo8auo1f 86 7 a a DT cord-329318-eo8auo1f 86 8 novel novel JJ cord-329318-eo8auo1f 86 9 set set NN cord-329318-eo8auo1f 86 10 of of IN cord-329318-eo8auo1f 86 11 drug drug NN cord-329318-eo8auo1f 86 12 screening screening NN cord-329318-eo8auo1f 86 13 descriptors descriptor NNS cord-329318-eo8auo1f 86 14 based base VBN cord-329318-eo8auo1f 86 15 on on IN cord-329318-eo8auo1f 86 16 COSMO COSMO NNP cord-329318-eo8auo1f 86 17 - - HYPH cord-329318-eo8auo1f 86 18 RS RS NNP cord-329318-eo8auo1f 86 19 σ σ NN cord-329318-eo8auo1f 86 20 - - HYPH cord-329318-eo8auo1f 86 21 profiles profile NNS cord-329318-eo8auo1f 86 22 , , , cord-329318-eo8auo1f 86 23 augmented augment VBN cord-329318-eo8auo1f 86 24 by by IN cord-329318-eo8auo1f 86 25 dipole dipole JJ cord-329318-eo8auo1f 86 26 moment moment NN cord-329318-eo8auo1f 86 27 and and CC cord-329318-eo8auo1f 86 28 induced induce VBN cord-329318-eo8auo1f 86 29 charge charge NN cord-329318-eo8auo1f 86 30 of of IN cord-329318-eo8auo1f 86 31 the the DT cord-329318-eo8auo1f 86 32 phosphorus phosphorus NN cord-329318-eo8auo1f 86 33 atom atom NN cord-329318-eo8auo1f 86 34 , , , cord-329318-eo8auo1f 86 35 to to TO cord-329318-eo8auo1f 86 36 evaluate evaluate VB cord-329318-eo8auo1f 86 37 the the DT cord-329318-eo8auo1f 86 38 chemical chemical JJ cord-329318-eo8auo1f 86 39 similarity similarity NN cord-329318-eo8auo1f 86 40 of of IN cord-329318-eo8auo1f 86 41 the the DT cord-329318-eo8auo1f 86 42 drugs drug NNS cord-329318-eo8auo1f 86 43 with with IN cord-329318-eo8auo1f 86 44 nucleotides nucleotide NNS cord-329318-eo8auo1f 86 45 , , , cord-329318-eo8auo1f 86 46 as as IN cord-329318-eo8auo1f 86 47 RNA RNA NNP cord-329318-eo8auo1f 86 48 replication replication NN cord-329318-eo8auo1f 86 49 transcription transcription NN cord-329318-eo8auo1f 86 50 initiation initiation NN cord-329318-eo8auo1f 86 51 activators activator NNS cord-329318-eo8auo1f 86 52 . . . cord-329318-eo8auo1f 87 1 The the DT cord-329318-eo8auo1f 87 2 COSMO COSMO NNP cord-329318-eo8auo1f 87 3 - - HYPH cord-329318-eo8auo1f 87 4 RS rs NN cord-329318-eo8auo1f 87 5 - - HYPH cord-329318-eo8auo1f 87 6 based base VBN cord-329318-eo8auo1f 87 7 descriptors descriptor NNS cord-329318-eo8auo1f 87 8 are be VBP cord-329318-eo8auo1f 87 9 more more RBR cord-329318-eo8auo1f 87 10 suitable suitable JJ cord-329318-eo8auo1f 87 11 for for IN cord-329318-eo8auo1f 87 12 ML ml NN cord-329318-eo8auo1f 87 13 because because IN cord-329318-eo8auo1f 87 14 these these DT cord-329318-eo8auo1f 87 15 effectively effectively RB cord-329318-eo8auo1f 87 16 account account VBP cord-329318-eo8auo1f 87 17 for for IN cord-329318-eo8auo1f 87 18 the the DT cord-329318-eo8auo1f 87 19 chemistry chemistry NN cord-329318-eo8auo1f 87 20 , , , cord-329318-eo8auo1f 87 21 as as IN cord-329318-eo8auo1f 87 22 expressed express VBN cord-329318-eo8auo1f 87 23 by by IN cord-329318-eo8auo1f 87 24 chemical chemical NN cord-329318-eo8auo1f 87 25 thermodynamics thermodynamic NNS cord-329318-eo8auo1f 87 26 and and CC cord-329318-eo8auo1f 87 27 interaction interaction NN cord-329318-eo8auo1f 87 28 preferences preference NNS cord-329318-eo8auo1f 87 29 , , , cord-329318-eo8auo1f 87 30 and and CC cord-329318-eo8auo1f 87 31 are be VBP cord-329318-eo8auo1f 87 32 not not RB cord-329318-eo8auo1f 87 33 strongly strongly RB cord-329318-eo8auo1f 87 34 correlated correlate VBN cord-329318-eo8auo1f 87 35 . . . cord-329318-eo8auo1f 88 1 These these DT cord-329318-eo8auo1f 88 2 advantages advantage NNS cord-329318-eo8auo1f 88 3 are be VBP cord-329318-eo8auo1f 88 4 highlighted highlight VBN cord-329318-eo8auo1f 88 5 in in IN cord-329318-eo8auo1f 88 6 comparison comparison NN cord-329318-eo8auo1f 88 7 with with IN cord-329318-eo8auo1f 88 8 standard standard JJ cord-329318-eo8auo1f 88 9 molecular molecular JJ cord-329318-eo8auo1f 88 10 structure structure NN cord-329318-eo8auo1f 88 11 - - HYPH cord-329318-eo8auo1f 88 12 based base VBN cord-329318-eo8auo1f 88 13 descriptors descriptor NNS cord-329318-eo8auo1f 88 14 . . . cord-329318-eo8auo1f 89 1 We -PRON- PRP cord-329318-eo8auo1f 89 2 illustrate illustrate VBP cord-329318-eo8auo1f 89 3 the the DT cord-329318-eo8auo1f 89 4 proposed propose VBN cord-329318-eo8auo1f 89 5 approach approach NN cord-329318-eo8auo1f 89 6 , , , cord-329318-eo8auo1f 89 7 using use VBG cord-329318-eo8auo1f 89 8 a a DT cord-329318-eo8auo1f 89 9 series series NN cord-329318-eo8auo1f 89 10 of of IN cord-329318-eo8auo1f 89 11 18 18 CD cord-329318-eo8auo1f 89 12 active active JJ cord-329318-eo8auo1f 89 13 compounds compound NNS cord-329318-eo8auo1f 89 14 of of IN cord-329318-eo8auo1f 89 15 market market NN cord-329318-eo8auo1f 89 16 - - HYPH cord-329318-eo8auo1f 89 17 available available JJ cord-329318-eo8auo1f 89 18 drugs drug NNS cord-329318-eo8auo1f 89 19 built build VBN cord-329318-eo8auo1f 89 20 to to TO cord-329318-eo8auo1f 89 21 mimic mimic VB cord-329318-eo8auo1f 89 22 the the DT cord-329318-eo8auo1f 89 23 chemical chemical JJ cord-329318-eo8auo1f 89 24 structures structure NNS cord-329318-eo8auo1f 89 25 of of IN cord-329318-eo8auo1f 89 26 adenosine adenosine NN cord-329318-eo8auo1f 89 27 , , , cord-329318-eo8auo1f 89 28 guanosine guanosine NN cord-329318-eo8auo1f 89 29 , , , cord-329318-eo8auo1f 89 30 uridine uridine NN cord-329318-eo8auo1f 89 31 , , , cord-329318-eo8auo1f 89 32 and and CC cord-329318-eo8auo1f 89 33 cytidine cytidine NNP cord-329318-eo8auo1f 89 34 monophosphates monophosphates NNPS cord-329318-eo8auo1f 89 35 ( ( -LRB- cord-329318-eo8auo1f 89 36 AMP AMP NNP cord-329318-eo8auo1f 89 37 , , , cord-329318-eo8auo1f 89 38 GMP GMP NNP cord-329318-eo8auo1f 89 39 , , , cord-329318-eo8auo1f 89 40 UMP UMP NNP cord-329318-eo8auo1f 89 41 , , , cord-329318-eo8auo1f 89 42 and and CC cord-329318-eo8auo1f 89 43 CMP CMP NNP cord-329318-eo8auo1f 89 44 ) ) -RRB- cord-329318-eo8auo1f 89 45 that that WDT cord-329318-eo8auo1f 89 46 bind bind VBP cord-329318-eo8auo1f 89 47 to to IN cord-329318-eo8auo1f 89 48 messenger messenger NNP cord-329318-eo8auo1f 89 49 RNA RNA NNP cord-329318-eo8auo1f 89 50 ( ( -LRB- cord-329318-eo8auo1f 89 51 mRNA mRNA NNP cord-329318-eo8auo1f 89 52 ) ) -RRB- cord-329318-eo8auo1f 89 53 , , , cord-329318-eo8auo1f 89 54 when when WRB cord-329318-eo8auo1f 89 55 catalyzed catalyze VBN cord-329318-eo8auo1f 89 56 in in IN cord-329318-eo8auo1f 89 57 the the DT cord-329318-eo8auo1f 89 58 central central JJ cord-329318-eo8auo1f 89 59 region region NN cord-329318-eo8auo1f 89 60 of of IN cord-329318-eo8auo1f 89 61 RdRp RdRp NNP cord-329318-eo8auo1f 89 62 . . . cord-329318-eo8auo1f 90 1 The the DT cord-329318-eo8auo1f 90 2 drug drug NN cord-329318-eo8auo1f 90 3 series series NN cord-329318-eo8auo1f 90 4 includes include VBZ cord-329318-eo8auo1f 90 5 the the DT cord-329318-eo8auo1f 90 6 pyrimidine pyrimidine NNP cord-329318-eo8auo1f 90 7 and and CC cord-329318-eo8auo1f 90 8 purine purine NN cord-329318-eo8auo1f 90 9 nucleoside nucleoside NN cord-329318-eo8auo1f 90 10 monophosphate monophosphate VBD cord-329318-eo8auo1f 90 11 analogues analogue NNS cord-329318-eo8auo1f 90 12 in in IN cord-329318-eo8auo1f 90 13 the the DT cord-329318-eo8auo1f 90 14 form form NN cord-329318-eo8auo1f 90 15 that that WDT cord-329318-eo8auo1f 90 16 inhibits inhibit VBZ cord-329318-eo8auo1f 90 17 mRNA mrna NN cord-329318-eo8auo1f 90 18 replication replication NN cord-329318-eo8auo1f 90 19 from from IN cord-329318-eo8auo1f 90 20 pubchem.ncbi.nlm.nih.gov pubchem.ncbi.nlm.nih.gov NNP cord-329318-eo8auo1f 90 21 and and CC cord-329318-eo8auo1f 90 22 recent recent JJ cord-329318-eo8auo1f 90 23 publications publication NNS cord-329318-eo8auo1f 90 24 ( ( -LRB- cord-329318-eo8auo1f 90 25 Supporting support VBG cord-329318-eo8auo1f 90 26 Information Information NNP cord-329318-eo8auo1f 90 27 Table Table NNP cord-329318-eo8auo1f 90 28 S1 S1 NNP cord-329318-eo8auo1f 90 29 ) ) -RRB- cord-329318-eo8auo1f 90 30 . . . cord-329318-eo8auo1f 91 1 The the DT cord-329318-eo8auo1f 91 2 64 64 CD cord-329318-eo8auo1f 91 3 most most RBS cord-329318-eo8auo1f 91 4 stable stable JJ cord-329318-eo8auo1f 91 5 conformations conformation NNS cord-329318-eo8auo1f 91 6 of of IN cord-329318-eo8auo1f 91 7 these these DT cord-329318-eo8auo1f 91 8 drugs drug NNS cord-329318-eo8auo1f 91 9 and and CC cord-329318-eo8auo1f 91 10 nucleotides nucleotide NNS cord-329318-eo8auo1f 91 11 are be VBP cord-329318-eo8auo1f 91 12 determined determine VBN cord-329318-eo8auo1f 91 13 using use VBG cord-329318-eo8auo1f 91 14 BIOVIA BIOVIA NNP cord-329318-eo8auo1f 91 15 Discovery Discovery NNP cord-329318-eo8auo1f 91 16 Studio Studio NNP cord-329318-eo8auo1f 91 17 2020 2020 CD cord-329318-eo8auo1f 91 18 . . . cord-329318-eo8auo1f 92 1 25 25 CD cord-329318-eo8auo1f 93 1 The the DT cord-329318-eo8auo1f 93 2 geometries geometry NNS cord-329318-eo8auo1f 93 3 of of IN cord-329318-eo8auo1f 93 4 these these DT cord-329318-eo8auo1f 93 5 conformations conformation NNS cord-329318-eo8auo1f 93 6 , , , cord-329318-eo8auo1f 93 7 generated generate VBN cord-329318-eo8auo1f 93 8 using use VBG cord-329318-eo8auo1f 93 9 the the DT cord-329318-eo8auo1f 93 10 Discovery Discovery NNP cord-329318-eo8auo1f 93 11 Studio Studio NNP cord-329318-eo8auo1f 93 12 2020 2020 CD cord-329318-eo8auo1f 93 13 Visualizer Visualizer NNP cord-329318-eo8auo1f 93 14 , , , cord-329318-eo8auo1f 93 15 are be VBP cord-329318-eo8auo1f 93 16 optimized optimize VBN cord-329318-eo8auo1f 93 17 using use VBG cord-329318-eo8auo1f 93 18 Becke Becke NNP cord-329318-eo8auo1f 93 19 's 's POS cord-329318-eo8auo1f 93 20 three three CD cord-329318-eo8auo1f 93 21 - - HYPH cord-329318-eo8auo1f 93 22 parameter parameter NN cord-329318-eo8auo1f 93 23 hybrid hybrid NN cord-329318-eo8auo1f 93 24 functional functional NN cord-329318-eo8auo1f 93 25 with with IN cord-329318-eo8auo1f 93 26 the the DT cord-329318-eo8auo1f 93 27 local local JJ cord-329318-eo8auo1f 93 28 term term NN cord-329318-eo8auo1f 93 29 of of IN cord-329318-eo8auo1f 93 30 Lee Lee NNP cord-329318-eo8auo1f 93 31 , , , cord-329318-eo8auo1f 93 32 Yang Yang NNP cord-329318-eo8auo1f 93 33 , , , cord-329318-eo8auo1f 93 34 and and CC cord-329318-eo8auo1f 93 35 Parr Parr NNP cord-329318-eo8auo1f 93 36 ( ( -LRB- cord-329318-eo8auo1f 93 37 B3LYP B3LYP NNP cord-329318-eo8auo1f 93 38 ) ) -RRB- cord-329318-eo8auo1f 93 39 , , , cord-329318-eo8auo1f 93 40 39 39 CD cord-329318-eo8auo1f 93 41 and and CC cord-329318-eo8auo1f 93 42 double double JJ cord-329318-eo8auo1f 93 43 - - HYPH cord-329318-eo8auo1f 93 44 numerical numerical JJ cord-329318-eo8auo1f 93 45 basis basis NN cord-329318-eo8auo1f 93 46 set set VBN cord-329318-eo8auo1f 93 47 with with IN cord-329318-eo8auo1f 93 48 polarization polarization NN cord-329318-eo8auo1f 93 49 functions function NNS cord-329318-eo8auo1f 93 50 on on IN cord-329318-eo8auo1f 93 51 H h NN cord-329318-eo8auo1f 93 52 atoms atom NNS cord-329318-eo8auo1f 93 53 ( ( -LRB- cord-329318-eo8auo1f 93 54 DNP DNP NNP cord-329318-eo8auo1f 93 55 ) ) -RRB- cord-329318-eo8auo1f 93 56 40 40 CD cord-329318-eo8auo1f 93 57 in in IN cord-329318-eo8auo1f 93 58 DMol dmol CD cord-329318-eo8auo1f 93 59 3 3 CD cord-329318-eo8auo1f 93 60 . . . cord-329318-eo8auo1f 94 1 The the DT cord-329318-eo8auo1f 94 2 COSMO COSMO NNP cord-329318-eo8auo1f 94 3 - - HYPH cord-329318-eo8auo1f 94 4 RS RS NNP cord-329318-eo8auo1f 94 5 calculations calculation NNS cord-329318-eo8auo1f 94 6 , , , cord-329318-eo8auo1f 94 7 35 35 CD cord-329318-eo8auo1f 94 8 , , , cord-329318-eo8auo1f 94 9 41 41 CD cord-329318-eo8auo1f 94 10 parametrized parametrize VBN cord-329318-eo8auo1f 94 11 to to IN cord-329318-eo8auo1f 94 12 optimally optimally RB cord-329318-eo8auo1f 94 13 The the DT cord-329318-eo8auo1f 94 14 Journal Journal NNP cord-329318-eo8auo1f 94 15 of of IN cord-329318-eo8auo1f 94 16 Physical Physical NNP cord-329318-eo8auo1f 94 17 Chemistry Chemistry NNP cord-329318-eo8auo1f 94 18 Letters Letters NNPS cord-329318-eo8auo1f 94 19 pubs.acs.org/JPCL pubs.acs.org/JPCL NNP cord-329318-eo8auo1f 94 20 Letter Letter NNP cord-329318-eo8auo1f 94 21 reproduce reproduce VB cord-329318-eo8auo1f 94 22 thermodynamic thermodynamic JJ cord-329318-eo8auo1f 94 23 properties property NNS cord-329318-eo8auo1f 94 24 , , , cord-329318-eo8auo1f 94 25 42 42 CD cord-329318-eo8auo1f 94 26 are be VBP cord-329318-eo8auo1f 94 27 conducted conduct VBN cord-329318-eo8auo1f 94 28 by by IN cord-329318-eo8auo1f 94 29 using use VBG cord-329318-eo8auo1f 94 30 DMol DMol NNP cord-329318-eo8auo1f 94 31 3 3 CD cord-329318-eo8auo1f 94 32 , , , cord-329318-eo8auo1f 94 33 as as IN cord-329318-eo8auo1f 94 34 implemented implement VBN cord-329318-eo8auo1f 94 35 in in IN cord-329318-eo8auo1f 94 36 BIOVIA BIOVIA NNP cord-329318-eo8auo1f 94 37 Discovery Discovery NNP cord-329318-eo8auo1f 94 38 Studio Studio NNP cord-329318-eo8auo1f 94 39 2020 2020 CD cord-329318-eo8auo1f 94 40 . . . cord-329318-eo8auo1f 95 1 25 25 CD cord-329318-eo8auo1f 96 1 To to TO cord-329318-eo8auo1f 96 2 identify identify VB cord-329318-eo8auo1f 96 3 the the DT cord-329318-eo8auo1f 96 4 most most RBS cord-329318-eo8auo1f 96 5 important important JJ cord-329318-eo8auo1f 96 6 hydrogen hydrogen NN cord-329318-eo8auo1f 96 7 bond bond NN cord-329318-eo8auo1f 96 8 donor donor NN cord-329318-eo8auo1f 96 9 and and CC cord-329318-eo8auo1f 96 10 acceptor acceptor NN cord-329318-eo8auo1f 96 11 regions region NNS cord-329318-eo8auo1f 96 12 in in IN cord-329318-eo8auo1f 96 13 the the DT cord-329318-eo8auo1f 96 14 σ σ NNP cord-329318-eo8auo1f 96 15 - - HYPH cord-329318-eo8auo1f 96 16 profile profile NN cord-329318-eo8auo1f 96 17 , , , cord-329318-eo8auo1f 96 18 the the DT cord-329318-eo8auo1f 96 19 geometry geometry NN cord-329318-eo8auo1f 96 20 optimization optimization NN cord-329318-eo8auo1f 96 21 of of IN cord-329318-eo8auo1f 96 22 remdesivir remdesivir FW cord-329318-eo8auo1f 96 23 monophosphate monophosphate NN cord-329318-eo8auo1f 96 24 interacting interact VBG cord-329318-eo8auo1f 96 25 with with IN cord-329318-eo8auo1f 96 26 RdRp RdRp NNP cord-329318-eo8auo1f 96 27 ( ( -LRB- cord-329318-eo8auo1f 96 28 PDB PDB NNP cord-329318-eo8auo1f 96 29 ID ID NNP cord-329318-eo8auo1f 96 30 : : : cord-329318-eo8auo1f 96 31 7BV2 7bv2 CD cord-329318-eo8auo1f 96 32 ) ) -RRB- cord-329318-eo8auo1f 96 33 is be VBZ cord-329318-eo8auo1f 96 34 conducted conduct VBN cord-329318-eo8auo1f 96 35 using use VBG cord-329318-eo8auo1f 96 36 quantum quantum NN cord-329318-eo8auo1f 96 37 mechanics mechanic NNS cord-329318-eo8auo1f 96 38 / / SYM cord-329318-eo8auo1f 96 39 molecular molecular JJ cord-329318-eo8auo1f 96 40 mechanics mechanic NNS cord-329318-eo8auo1f 96 41 ( ( -LRB- cord-329318-eo8auo1f 96 42 QM QM NNP cord-329318-eo8auo1f 96 43 / / SYM cord-329318-eo8auo1f 96 44 MM MM NNP cord-329318-eo8auo1f 96 45 ) ) -RRB- cord-329318-eo8auo1f 96 46 , , , cord-329318-eo8auo1f 96 47 as as IN cord-329318-eo8auo1f 96 48 implemented implement VBN cord-329318-eo8auo1f 96 49 in in IN cord-329318-eo8auo1f 96 50 DMol dmol CD cord-329318-eo8auo1f 96 51 3 3 CD cord-329318-eo8auo1f 96 52 in in IN cord-329318-eo8auo1f 96 53 BIOVIA BIOVIA NNP cord-329318-eo8auo1f 96 54 Discovery Discovery NNP cord-329318-eo8auo1f 96 55 Studio Studio NNP cord-329318-eo8auo1f 96 56 2020 2020 CD cord-329318-eo8auo1f 96 57 . . . cord-329318-eo8auo1f 97 1 The the DT cord-329318-eo8auo1f 97 2 B3LYP B3LYP NNP cord-329318-eo8auo1f 97 3 / / SYM cord-329318-eo8auo1f 97 4 DNP DNP NNP cord-329318-eo8auo1f 97 5 39,40 39,40 CD cord-329318-eo8auo1f 97 6 approach approach NN cord-329318-eo8auo1f 97 7 and and CC cord-329318-eo8auo1f 97 8 CHARMm36 CHARMm36 NNP cord-329318-eo8auo1f 97 9 force force NN cord-329318-eo8auo1f 97 10 field field NN cord-329318-eo8auo1f 97 11 with with IN cord-329318-eo8auo1f 97 12 Momany Momany NNP cord-329318-eo8auo1f 97 13 - - HYPH cord-329318-eo8auo1f 97 14 Rone Rone NNP cord-329318-eo8auo1f 97 15 charges charge VBZ cord-329318-eo8auo1f 97 16 43 43 CD cord-329318-eo8auo1f 97 17 are be VBP cord-329318-eo8auo1f 97 18 applied apply VBN cord-329318-eo8auo1f 97 19 for for IN cord-329318-eo8auo1f 97 20 the the DT cord-329318-eo8auo1f 97 21 QM QM NNP cord-329318-eo8auo1f 97 22 ( ( -LRB- cord-329318-eo8auo1f 97 23 F86101 F86101 NNP cord-329318-eo8auo1f 97 24 , , , cord-329318-eo8auo1f 97 25 ALA688 ALA688 NNP cord-329318-eo8auo1f 97 26 , , , cord-329318-eo8auo1f 97 27 U20 U20 NNP cord-329318-eo8auo1f 97 28 , , , cord-329318-eo8auo1f 97 29 U10 U10 NNP cord-329318-eo8auo1f 97 30 , , , cord-329318-eo8auo1f 97 31 A11 A11 NNP cord-329318-eo8auo1f 97 32 ) ) -RRB- cord-329318-eo8auo1f 97 33 and and CC cord-329318-eo8auo1f 97 34 MM MM NNP cord-329318-eo8auo1f 97 35 system system NN cord-329318-eo8auo1f 97 36 ( ( -LRB- cord-329318-eo8auo1f 97 37 remaining remain VBG cord-329318-eo8auo1f 97 38 ) ) -RRB- cord-329318-eo8auo1f 97 39 , , , cord-329318-eo8auo1f 97 40 respectively respectively RB cord-329318-eo8auo1f 97 41 . . . cord-329318-eo8auo1f 98 1 The the DT cord-329318-eo8auo1f 98 2 QM QM NNP cord-329318-eo8auo1f 98 3 / / SYM cord-329318-eo8auo1f 98 4 MM MM NNP cord-329318-eo8auo1f 98 5 interactions interaction NNS cord-329318-eo8auo1f 98 6 are be VBP cord-329318-eo8auo1f 98 7 treated treat VBN cord-329318-eo8auo1f 98 8 using use VBG cord-329318-eo8auo1f 98 9 electronic electronic JJ cord-329318-eo8auo1f 98 10 embedding embedding NN cord-329318-eo8auo1f 98 11 with with IN cord-329318-eo8auo1f 98 12 dispersed disperse VBN cord-329318-eo8auo1f 98 13 boundary boundary JJ cord-329318-eo8auo1f 98 14 charges charge NNS cord-329318-eo8auo1f 98 15 . . . cord-329318-eo8auo1f 99 1 The the DT cord-329318-eo8auo1f 99 2 molecular molecular JJ cord-329318-eo8auo1f 99 3 docking docking NN cord-329318-eo8auo1f 99 4 analysis analysis NN cord-329318-eo8auo1f 99 5 is be VBZ cord-329318-eo8auo1f 99 6 conducted conduct VBN cord-329318-eo8auo1f 99 7 using use VBG cord-329318-eo8auo1f 99 8 the the DT cord-329318-eo8auo1f 99 9 site site NN cord-329318-eo8auo1f 99 10 - - HYPH cord-329318-eo8auo1f 99 11 features features NN cord-329318-eo8auo1f 99 12 docking docking NN cord-329318-eo8auo1f 99 13 algorithm algorithm NN cord-329318-eo8auo1f 99 14 LibDock LibDock NNP cord-329318-eo8auo1f 99 15 44 44 CD cord-329318-eo8auo1f 99 16 implemented implement VBD cord-329318-eo8auo1f 99 17 in in IN cord-329318-eo8auo1f 99 18 BIOVIA BIOVIA NNP cord-329318-eo8auo1f 99 19 Discovery Discovery NNP cord-329318-eo8auo1f 99 20 Studio Studio NNP cord-329318-eo8auo1f 99 21 2020 2020 CD cord-329318-eo8auo1f 99 22 . . . cord-329318-eo8auo1f 100 1 In in IN cord-329318-eo8auo1f 100 2 Figure figure NN cord-329318-eo8auo1f 100 3 1a 1a CD cord-329318-eo8auo1f 100 4 , , , cord-329318-eo8auo1f 100 5 we -PRON- PRP cord-329318-eo8auo1f 100 6 present present VBP cord-329318-eo8auo1f 100 7 the the DT cord-329318-eo8auo1f 100 8 QM QM NNP cord-329318-eo8auo1f 100 9 / / SYM cord-329318-eo8auo1f 100 10 MM MM NNP cord-329318-eo8auo1f 100 11 optimized optimize VBN cord-329318-eo8auo1f 100 12 model model NN cord-329318-eo8auo1f 100 13 system system NN cord-329318-eo8auo1f 100 14 of of IN cord-329318-eo8auo1f 100 15 the the DT cord-329318-eo8auo1f 100 16 leading lead VBG cord-329318-eo8auo1f 100 17 drug drug NN cord-329318-eo8auo1f 100 18 remdesivir remdesivir NNS cord-329318-eo8auo1f 100 19 in in IN cord-329318-eo8auo1f 100 20 its -PRON- PRP$ cord-329318-eo8auo1f 100 21 monophosphate monophosphate NN cord-329318-eo8auo1f 100 22 form form NN cord-329318-eo8auo1f 100 23 integrated integrate VBN cord-329318-eo8auo1f 100 24 into into IN cord-329318-eo8auo1f 100 25 the the DT cord-329318-eo8auo1f 100 26 primer primer NN cord-329318-eo8auo1f 100 27 strand strand NN cord-329318-eo8auo1f 100 28 mRNA mrna NN cord-329318-eo8auo1f 100 29 interacting interact VBG cord-329318-eo8auo1f 100 30 with with IN cord-329318-eo8auo1f 100 31 RdRp RdRp NNP cord-329318-eo8auo1f 101 1 ( ( -LRB- cord-329318-eo8auo1f 101 2 Protein Protein NNP cord-329318-eo8auo1f 101 3 Data Data NNP cord-329318-eo8auo1f 101 4 Bank Bank NNP cord-329318-eo8auo1f 101 5 entry entry NN cord-329318-eo8auo1f 101 6 7BV2 7bv2 CD cord-329318-eo8auo1f 101 7 ) ) -RRB- cord-329318-eo8auo1f 101 8 . . . cord-329318-eo8auo1f 102 1 7 7 CD cord-329318-eo8auo1f 103 1 The the DT cord-329318-eo8auo1f 103 2 hydrogen hydrogen NN cord-329318-eo8auo1f 103 3 bonding bonding NN cord-329318-eo8auo1f 103 4 network network NN cord-329318-eo8auo1f 103 5 with with IN cord-329318-eo8auo1f 103 6 the the DT cord-329318-eo8auo1f 103 7 target target NN cord-329318-eo8auo1f 103 8 U10 U10 NNP cord-329318-eo8auo1f 103 9 is be VBZ cord-329318-eo8auo1f 103 10 shown show VBN cord-329318-eo8auo1f 103 11 in in IN cord-329318-eo8auo1f 103 12 dashed dash VBN cord-329318-eo8auo1f 103 13 green green JJ cord-329318-eo8auo1f 103 14 lines line NNS cord-329318-eo8auo1f 103 15 pointing point VBG cord-329318-eo8auo1f 103 16 up up RP cord-329318-eo8auo1f 103 17 from from IN cord-329318-eo8auo1f 103 18 the the DT cord-329318-eo8auo1f 103 19 remdesivir remdesivir NNP cord-329318-eo8auo1f 103 20 monophosphate monophosphate NN cord-329318-eo8auo1f 103 21 molecule molecule NN cord-329318-eo8auo1f 103 22 and and CC cord-329318-eo8auo1f 103 23 with with IN cord-329318-eo8auo1f 103 24 the the DT cord-329318-eo8auo1f 103 25 pattern pattern NN cord-329318-eo8auo1f 103 26 U20 U20 NNP cord-329318-eo8auo1f 103 27 pointing point VBG cord-329318-eo8auo1f 103 28 down down RP cord-329318-eo8auo1f 103 29 from from IN cord-329318-eo8auo1f 103 30 the the DT cord-329318-eo8auo1f 103 31 remdesivir remdesivir NNP cord-329318-eo8auo1f 103 32 monophosphate monophosphate NN cord-329318-eo8auo1f 103 33 molecule molecule NN cord-329318-eo8auo1f 103 34 . . . cord-329318-eo8auo1f 104 1 The the DT cord-329318-eo8auo1f 104 2 remdesivir remdesivir JJ cord-329318-eo8auo1f 104 3 monophosphate monophosphate NN cord-329318-eo8auo1f 104 4 - - HYPH cord-329318-eo8auo1f 104 5 RdRp rdrp NN cord-329318-eo8auo1f 104 6 interactions interaction NNS cord-329318-eo8auo1f 104 7 also also RB cord-329318-eo8auo1f 104 8 include include VBP cord-329318-eo8auo1f 104 9 attractive attractive JJ cord-329318-eo8auo1f 104 10 van van NNP cord-329318-eo8auo1f 104 11 der der NNP cord-329318-eo8auo1f 104 12 Waals Waals NNP cord-329318-eo8auo1f 104 13 , , , cord-329318-eo8auo1f 104 14 π− π− NNP cord-329318-eo8auo1f 104 15 cation cation NN cord-329318-eo8auo1f 104 16 , , , cord-329318-eo8auo1f 104 17 π−π π−π NNP cord-329318-eo8auo1f 104 18 stacking stacking NN cord-329318-eo8auo1f 104 19 , , , cord-329318-eo8auo1f 104 20 π−alkyl π−alkyl XX cord-329318-eo8auo1f 104 21 , , , cord-329318-eo8auo1f 104 22 and and CC cord-329318-eo8auo1f 104 23 covalent covalent JJ cord-329318-eo8auo1f 104 24 as as RB cord-329318-eo8auo1f 104 25 well well RB cord-329318-eo8auo1f 104 26 as as IN cord-329318-eo8auo1f 104 27 repulsive repulsive JJ cord-329318-eo8auo1f 104 28 electrostatic electrostatic JJ cord-329318-eo8auo1f 104 29 interactions interaction NNS cord-329318-eo8auo1f 104 30 with with IN cord-329318-eo8auo1f 104 31 RdRp RdRp NNP cord-329318-eo8auo1f 104 32 functional functional JJ cord-329318-eo8auo1f 104 33 groups group NNS cord-329318-eo8auo1f 104 34 , , , cord-329318-eo8auo1f 104 35 as as IN cord-329318-eo8auo1f 104 36 shown show VBN cord-329318-eo8auo1f 104 37 in in IN cord-329318-eo8auo1f 104 38 Figure figure NN cord-329318-eo8auo1f 104 39 1b 1b CD cord-329318-eo8auo1f 105 1 The the DT cord-329318-eo8auo1f 105 2 Journal Journal NNP cord-329318-eo8auo1f 105 3 of of IN cord-329318-eo8auo1f 105 4 Physical Physical NNP cord-329318-eo8auo1f 105 5 Chemistry Chemistry NNP cord-329318-eo8auo1f 105 6 Letters Letters NNPS cord-329318-eo8auo1f 105 7 pubs.acs.org/JPCL pubs.acs.org/JPCL NNP cord-329318-eo8auo1f 105 8 Letter Letter NNP cord-329318-eo8auo1f 105 9 atom atom NN cord-329318-eo8auo1f 105 10 is be VBZ cord-329318-eo8auo1f 105 11 selected select VBN cord-329318-eo8auo1f 105 12 as as IN cord-329318-eo8auo1f 105 13 a a DT cord-329318-eo8auo1f 105 14 precursor precursor NN cord-329318-eo8auo1f 105 15 of of IN cord-329318-eo8auo1f 105 16 the the DT cord-329318-eo8auo1f 105 17 chemical chemical JJ cord-329318-eo8auo1f 105 18 activity activity NN cord-329318-eo8auo1f 105 19 of of IN cord-329318-eo8auo1f 105 20 the the DT cord-329318-eo8auo1f 105 21 phosphate phosphate NN cord-329318-eo8auo1f 105 22 group group NN cord-329318-eo8auo1f 105 23 toward toward IN cord-329318-eo8auo1f 105 24 covalent covalent JJ cord-329318-eo8auo1f 105 25 bonding bonding NN cord-329318-eo8auo1f 105 26 to to IN cord-329318-eo8auo1f 105 27 mRNA mRNA NNP cord-329318-eo8auo1f 105 28 . . . cord-329318-eo8auo1f 106 1 The the DT cord-329318-eo8auo1f 106 2 performance performance NN cord-329318-eo8auo1f 106 3 of of IN cord-329318-eo8auo1f 106 4 the the DT cord-329318-eo8auo1f 106 5 descriptor descriptor NN cord-329318-eo8auo1f 106 6 set set VBN cord-329318-eo8auo1f 106 7 I -PRON- PRP cord-329318-eo8auo1f 106 8 , , , cord-329318-eo8auo1f 106 9 made make VBN cord-329318-eo8auo1f 106 10 up up RP cord-329318-eo8auo1f 106 11 of of IN cord-329318-eo8auo1f 106 12 eight eight CD cord-329318-eo8auo1f 106 13 descriptors descriptor NNS cord-329318-eo8auo1f 106 14 , , , cord-329318-eo8auo1f 106 15 is be VBZ cord-329318-eo8auo1f 106 16 compared compare VBN cord-329318-eo8auo1f 106 17 to to IN cord-329318-eo8auo1f 106 18 descriptor descriptor NN cord-329318-eo8auo1f 106 19 set set VBN cord-329318-eo8auo1f 106 20 II II NNP cord-329318-eo8auo1f 106 21 , , , cord-329318-eo8auo1f 106 22 made make VBN cord-329318-eo8auo1f 106 23 up up RP cord-329318-eo8auo1f 106 24 of of IN cord-329318-eo8auo1f 106 25 all all DT cord-329318-eo8auo1f 106 26 ten ten CD cord-329318-eo8auo1f 106 27 drug drug NN cord-329318-eo8auo1f 106 28 screening screening NN cord-329318-eo8auo1f 106 29 descriptors descriptor NNS cord-329318-eo8auo1f 106 30 ( ( -LRB- cord-329318-eo8auo1f 106 31 nine nine CD cord-329318-eo8auo1f 106 32 for for IN cord-329318-eo8auo1f 106 33 molecular molecular JJ cord-329318-eo8auo1f 106 34 structure structure NN cord-329318-eo8auo1f 106 35 and and CC cord-329318-eo8auo1f 106 36 one one CD cord-329318-eo8auo1f 106 37 for for IN cord-329318-eo8auo1f 106 38 hydrophobicity hydrophobicity NN cord-329318-eo8auo1f 106 39 , , , cord-329318-eo8auo1f 106 40 listed list VBN cord-329318-eo8auo1f 106 41 in in IN cord-329318-eo8auo1f 106 42 Table Table NNP cord-329318-eo8auo1f 106 43 2 2 CD cord-329318-eo8auo1f 106 44 ) ) -RRB- cord-329318-eo8auo1f 106 45 implemented implement VBN cord-329318-eo8auo1f 106 46 in in IN cord-329318-eo8auo1f 106 47 BIOVIA BIOVIA NNP cord-329318-eo8auo1f 106 48 Discovery Discovery NNP cord-329318-eo8auo1f 106 49 Studio Studio NNP cord-329318-eo8auo1f 106 50 2020 2020 CD cord-329318-eo8auo1f 106 51 . . . cord-329318-eo8auo1f 107 1 To to TO cord-329318-eo8auo1f 107 2 select select VB cord-329318-eo8auo1f 107 3 the the DT cord-329318-eo8auo1f 107 4 most most RBS cord-329318-eo8auo1f 107 5 important important JJ cord-329318-eo8auo1f 107 6 combinations combination NNS cord-329318-eo8auo1f 107 7 of of IN cord-329318-eo8auo1f 107 8 descriptors descriptor NNS cord-329318-eo8auo1f 107 9 for for IN cord-329318-eo8auo1f 107 10 the the DT cord-329318-eo8auo1f 107 11 series series NN cord-329318-eo8auo1f 107 12 of of IN cord-329318-eo8auo1f 107 13 22 22 CD cord-329318-eo8auo1f 107 14 nucleotides nucleotide NNS cord-329318-eo8auo1f 107 15 and and CC cord-329318-eo8auo1f 107 16 active active JJ cord-329318-eo8auo1f 107 17 compounds compound NNS cord-329318-eo8auo1f 107 18 of of IN cord-329318-eo8auo1f 107 19 nucleotide nucleotide JJ cord-329318-eo8auo1f 107 20 drug drug NN cord-329318-eo8auo1f 107 21 analogues analogue NNS cord-329318-eo8auo1f 107 22 , , , cord-329318-eo8auo1f 107 23 we -PRON- PRP cord-329318-eo8auo1f 107 24 employed employ VBD cord-329318-eo8auo1f 107 25 the the DT cord-329318-eo8auo1f 107 26 PCA PCA NNP cord-329318-eo8auo1f 107 27 implemented implement VBD cord-329318-eo8auo1f 107 28 in in IN cord-329318-eo8auo1f 107 29 MATLAB MATLAB NNP cord-329318-eo8auo1f 107 30 45 45 CD cord-329318-eo8auo1f 107 31 to to IN cord-329318-eo8auo1f 107 32 the the DT cord-329318-eo8auo1f 107 33 descriptor descriptor NN cord-329318-eo8auo1f 107 34 sets set NNS cord-329318-eo8auo1f 107 35 I -PRON- PRP cord-329318-eo8auo1f 107 36 and and CC cord-329318-eo8auo1f 107 37 II II NNP cord-329318-eo8auo1f 107 38 , , , cord-329318-eo8auo1f 107 39 without without IN cord-329318-eo8auo1f 107 40 any any DT cord-329318-eo8auo1f 107 41 preprocessing preprocessing NN cord-329318-eo8auo1f 107 42 . . . cord-329318-eo8auo1f 108 1 The the DT cord-329318-eo8auo1f 108 2 PCA PCA NNP cord-329318-eo8auo1f 108 3 linear linear JJ cord-329318-eo8auo1f 108 4 combination combination NN cord-329318-eo8auo1f 108 5 coefficients coefficient NNS cord-329318-eo8auo1f 108 6 listed list VBN cord-329318-eo8auo1f 108 7 in in IN cord-329318-eo8auo1f 108 8 the the DT cord-329318-eo8auo1f 108 9 Table table NN cord-329318-eo8auo1f 108 10 2 2 CD cord-329318-eo8auo1f 108 11 give give VBP cord-329318-eo8auo1f 108 12 the the DT cord-329318-eo8auo1f 108 13 loadings loading NNS cord-329318-eo8auo1f 108 14 of of IN cord-329318-eo8auo1f 108 15 each each DT cord-329318-eo8auo1f 108 16 of of IN cord-329318-eo8auo1f 108 17 the the DT cord-329318-eo8auo1f 108 18 four four CD cord-329318-eo8auo1f 108 19 principal principal JJ cord-329318-eo8auo1f 108 20 components component NNS cord-329318-eo8auo1f 108 21 ( ( -LRB- cord-329318-eo8auo1f 108 22 PC pc NN cord-329318-eo8auo1f 108 23 ) ) -RRB- cord-329318-eo8auo1f 108 24 . . . cord-329318-eo8auo1f 109 1 Of of IN cord-329318-eo8auo1f 109 2 these these DT cord-329318-eo8auo1f 109 3 , , , cord-329318-eo8auo1f 109 4 the the DT cord-329318-eo8auo1f 109 5 most most RBS cord-329318-eo8auo1f 109 6 important important JJ cord-329318-eo8auo1f 109 7 PC1−PC3 PC1−PC3 NNP cord-329318-eo8auo1f 109 8 for for IN cord-329318-eo8auo1f 109 9 each each DT cord-329318-eo8auo1f 109 10 descriptor descriptor NN cord-329318-eo8auo1f 109 11 set set VBN cord-329318-eo8auo1f 109 12 are be VBP cord-329318-eo8auo1f 109 13 presented present VBN cord-329318-eo8auo1f 109 14 in in IN cord-329318-eo8auo1f 109 15 the the DT cord-329318-eo8auo1f 109 16 score score NN cord-329318-eo8auo1f 109 17 plot plot NN cord-329318-eo8auo1f 109 18 in in IN cord-329318-eo8auo1f 109 19 Figure figure NN cord-329318-eo8auo1f 109 20 2 2 CD cord-329318-eo8auo1f 109 21 . . . cord-329318-eo8auo1f 110 1 From from IN cord-329318-eo8auo1f 110 2 the the DT cord-329318-eo8auo1f 110 3 score score NN cord-329318-eo8auo1f 110 4 plot plot NN cord-329318-eo8auo1f 110 5 ( ( -LRB- cord-329318-eo8auo1f 110 6 Figure figure NN cord-329318-eo8auo1f 110 7 2a 2a CD cord-329318-eo8auo1f 110 8 ) ) -RRB- cord-329318-eo8auo1f 110 9 , , , cord-329318-eo8auo1f 110 10 it -PRON- PRP cord-329318-eo8auo1f 110 11 is be VBZ cord-329318-eo8auo1f 110 12 clear clear JJ cord-329318-eo8auo1f 110 13 that that IN cord-329318-eo8auo1f 110 14 the the DT cord-329318-eo8auo1f 110 15 reference reference NN cord-329318-eo8auo1f 110 16 group group NN cord-329318-eo8auo1f 110 17 of of IN cord-329318-eo8auo1f 110 18 conformers conformer NNS cord-329318-eo8auo1f 110 19 ( ( -LRB- cord-329318-eo8auo1f 110 20 marked mark VBN cord-329318-eo8auo1f 110 21 by by IN cord-329318-eo8auo1f 110 22 green green JJ cord-329318-eo8auo1f 110 23 color color NN cord-329318-eo8auo1f 110 24 ) ) -RRB- cord-329318-eo8auo1f 110 25 represented represent VBN cord-329318-eo8auo1f 110 26 by by IN cord-329318-eo8auo1f 110 27 AMP AMP NNP cord-329318-eo8auo1f 110 28 and and CC cord-329318-eo8auo1f 110 29 the the DT cord-329318-eo8auo1f 110 30 active active JJ cord-329318-eo8auo1f 110 31 monophosphate monophosphate NN cord-329318-eo8auo1f 110 32 forms form NNS cord-329318-eo8auo1f 110 33 of of IN cord-329318-eo8auo1f 110 34 the the DT cord-329318-eo8auo1f 110 35 drugs drug NNS cord-329318-eo8auo1f 110 36 remdesivir remdesivir NNP cord-329318-eo8auo1f 110 37 and and CC cord-329318-eo8auo1f 110 38 EIDD-2801 EIDD-2801 NNP cord-329318-eo8auo1f 110 39 known know VBN cord-329318-eo8auo1f 110 40 to to TO cord-329318-eo8auo1f 110 41 exhibit exhibit VB cord-329318-eo8auo1f 110 42 some some DT cord-329318-eo8auo1f 110 43 level level NN cord-329318-eo8auo1f 110 44 of of IN cord-329318-eo8auo1f 110 45 efficiency efficiency NN cord-329318-eo8auo1f 110 46 in in IN cord-329318-eo8auo1f 110 47 the the DT cord-329318-eo8auo1f 110 48 inhibition inhibition NN cord-329318-eo8auo1f 110 49 of of IN cord-329318-eo8auo1f 110 50 SARS SARS NNP cord-329318-eo8auo1f 110 51 - - HYPH cord-329318-eo8auo1f 110 52 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 111 1 mRNA mrna NN cord-329318-eo8auo1f 111 2 replication replication NN cord-329318-eo8auo1f 111 3 10,11 10,11 CD cord-329318-eo8auo1f 111 4 form form VBP cord-329318-eo8auo1f 111 5 a a DT cord-329318-eo8auo1f 111 6 cluster cluster NN cord-329318-eo8auo1f 111 7 within within IN cord-329318-eo8auo1f 111 8 the the DT cord-329318-eo8auo1f 111 9 calculated calculate VBN cord-329318-eo8auo1f 111 10 PCA PCA NNP cord-329318-eo8auo1f 111 11 . . . cord-329318-eo8auo1f 112 1 The the DT cord-329318-eo8auo1f 112 2 similar similar JJ cord-329318-eo8auo1f 112 3 but but CC cord-329318-eo8auo1f 112 4 sparser sparse JJR cord-329318-eo8auo1f 112 5 distribution distribution NN cord-329318-eo8auo1f 112 6 could could MD cord-329318-eo8auo1f 112 7 be be VB cord-329318-eo8auo1f 112 8 seen see VBN cord-329318-eo8auo1f 112 9 for for IN cord-329318-eo8auo1f 112 10 descriptor descriptor NN cord-329318-eo8auo1f 112 11 set set VBN cord-329318-eo8auo1f 112 12 II II NNP cord-329318-eo8auo1f 112 13 ( ( -LRB- cord-329318-eo8auo1f 112 14 Figure figure NN cord-329318-eo8auo1f 112 15 2b 2b CD cord-329318-eo8auo1f 112 16 ) ) -RRB- cord-329318-eo8auo1f 112 17 . . . cord-329318-eo8auo1f 113 1 This this DT cord-329318-eo8auo1f 113 2 shows show VBZ cord-329318-eo8auo1f 113 3 that that IN cord-329318-eo8auo1f 113 4 the the DT cord-329318-eo8auo1f 113 5 similarity similarity NN cord-329318-eo8auo1f 113 6 of of IN cord-329318-eo8auo1f 113 7 these these DT cord-329318-eo8auo1f 113 8 compounds compound NNS cord-329318-eo8auo1f 113 9 is be VBZ cord-329318-eo8auo1f 113 10 clear clear JJ cord-329318-eo8auo1f 113 11 and and CC cord-329318-eo8auo1f 113 12 could could MD cord-329318-eo8auo1f 113 13 be be VB cord-329318-eo8auo1f 113 14 captured capture VBN cord-329318-eo8auo1f 113 15 with with IN cord-329318-eo8auo1f 113 16 both both DT cord-329318-eo8auo1f 113 17 sets set NNS cord-329318-eo8auo1f 113 18 . . . cord-329318-eo8auo1f 114 1 However however RB cord-329318-eo8auo1f 114 2 , , , cord-329318-eo8auo1f 114 3 on on IN cord-329318-eo8auo1f 114 4 a a DT cord-329318-eo8auo1f 114 5 closer close JJR cord-329318-eo8auo1f 114 6 look look NN cord-329318-eo8auo1f 114 7 , , , cord-329318-eo8auo1f 114 8 one one PRP cord-329318-eo8auo1f 114 9 can can MD cord-329318-eo8auo1f 114 10 see see VB cord-329318-eo8auo1f 114 11 that that IN cord-329318-eo8auo1f 114 12 for for IN cord-329318-eo8auo1f 114 13 descriptors descriptor NNS cord-329318-eo8auo1f 114 14 set set VBD cord-329318-eo8auo1f 114 15 II II NNP cord-329318-eo8auo1f 114 16 the the DT cord-329318-eo8auo1f 114 17 conformers conformer NNS cord-329318-eo8auo1f 114 18 for for IN cord-329318-eo8auo1f 114 19 each each DT cord-329318-eo8auo1f 114 20 component component NN cord-329318-eo8auo1f 114 21 are be VBP cord-329318-eo8auo1f 114 22 closer close JJR cord-329318-eo8auo1f 114 23 together together RB cord-329318-eo8auo1f 114 24 than than IN cord-329318-eo8auo1f 114 25 for for IN cord-329318-eo8auo1f 115 1 the the DT cord-329318-eo8auo1f 115 2 proposed propose VBN cord-329318-eo8auo1f 115 3 new new JJ cord-329318-eo8auo1f 115 4 descriptor descriptor NN cord-329318-eo8auo1f 115 5 set set VBN cord-329318-eo8auo1f 115 6 I. i. NN cord-329318-eo8auo1f 116 1 This this DT cord-329318-eo8auo1f 116 2 could could MD cord-329318-eo8auo1f 116 3 be be VB cord-329318-eo8auo1f 116 4 explained explain VBN cord-329318-eo8auo1f 116 5 by by IN cord-329318-eo8auo1f 116 6 the the DT cord-329318-eo8auo1f 116 7 structural structural JJ cord-329318-eo8auo1f 116 8 effects effect NNS cord-329318-eo8auo1f 116 9 and and CC cord-329318-eo8auo1f 116 10 degeneracy degeneracy NN cord-329318-eo8auo1f 116 11 of of IN cord-329318-eo8auo1f 116 12 descriptor descriptor NN cord-329318-eo8auo1f 116 13 set set VBN cord-329318-eo8auo1f 116 14 II II NNP cord-329318-eo8auo1f 116 15 , , , cord-329318-eo8auo1f 116 16 as as IN cord-329318-eo8auo1f 116 17 the the DT cord-329318-eo8auo1f 116 18 molecular molecular JJ cord-329318-eo8auo1f 116 19 weight weight NN cord-329318-eo8auo1f 116 20 , , , cord-329318-eo8auo1f 116 21 number number NN cord-329318-eo8auo1f 116 22 of of IN cord-329318-eo8auo1f 116 23 hydrogen hydrogen NN cord-329318-eo8auo1f 116 24 bonds bond NNS cord-329318-eo8auo1f 116 25 , , , cord-329318-eo8auo1f 116 26 number number NN cord-329318-eo8auo1f 116 27 of of IN cord-329318-eo8auo1f 116 28 donors donor NNS cord-329318-eo8auo1f 116 29 and and CC cord-329318-eo8auo1f 116 30 acceptors acceptor NNS cord-329318-eo8auo1f 116 31 , , , cord-329318-eo8auo1f 116 32 number number NN cord-329318-eo8auo1f 116 33 of of IN cord-329318-eo8auo1f 116 34 rotatable rotatable JJ cord-329318-eo8auo1f 116 35 bonds bond NNS cord-329318-eo8auo1f 116 36 , , , cord-329318-eo8auo1f 116 37 number number NN cord-329318-eo8auo1f 116 38 of of IN cord-329318-eo8auo1f 116 39 rings ring NNS cord-329318-eo8auo1f 116 40 , , , cord-329318-eo8auo1f 116 41 and and CC cord-329318-eo8auo1f 116 42 number number NN cord-329318-eo8auo1f 116 43 of of IN cord-329318-eo8auo1f 116 44 aromatic aromatic JJ cord-329318-eo8auo1f 116 45 rings ring NNS cord-329318-eo8auo1f 116 46 ( ( -LRB- cord-329318-eo8auo1f 116 47 listed list VBN cord-329318-eo8auo1f 116 48 in in IN cord-329318-eo8auo1f 116 49 Table Table NNP cord-329318-eo8auo1f 116 50 2 2 CD cord-329318-eo8auo1f 116 51 ) ) -RRB- cord-329318-eo8auo1f 116 52 are be VBP cord-329318-eo8auo1f 116 53 ( ( -LRB- cord-329318-eo8auo1f 116 54 nearly nearly RB cord-329318-eo8auo1f 116 55 ) ) -RRB- cord-329318-eo8auo1f 116 56 identical identical JJ cord-329318-eo8auo1f 116 57 for for IN cord-329318-eo8auo1f 116 58 different different JJ cord-329318-eo8auo1f 116 59 conformers conformer NNS cord-329318-eo8auo1f 116 60 of of IN cord-329318-eo8auo1f 116 61 the the DT cord-329318-eo8auo1f 116 62 same same JJ cord-329318-eo8auo1f 116 63 compound compound NN cord-329318-eo8auo1f 116 64 . . . cord-329318-eo8auo1f 117 1 Another another DT cord-329318-eo8auo1f 117 2 important important JJ cord-329318-eo8auo1f 117 3 feature feature NN cord-329318-eo8auo1f 117 4 of of IN cord-329318-eo8auo1f 117 5 the the DT cord-329318-eo8auo1f 117 6 proposed propose VBN cord-329318-eo8auo1f 117 7 descriptor descriptor NN cord-329318-eo8auo1f 117 8 set set VBN cord-329318-eo8auo1f 118 1 I -PRON- PRP cord-329318-eo8auo1f 118 2 is be VBZ cord-329318-eo8auo1f 118 3 that that IN cord-329318-eo8auo1f 118 4 the the DT cord-329318-eo8auo1f 118 5 other other JJ cord-329318-eo8auo1f 118 6 drugs drug NNS cord-329318-eo8auo1f 118 7 , , , cord-329318-eo8auo1f 118 8 IDX-184 idx-184 NN cord-329318-eo8auo1f 118 9 and and CC cord-329318-eo8auo1f 118 10 mizobirine mizobirine NN cord-329318-eo8auo1f 118 11 in in IN cord-329318-eo8auo1f 118 12 monophosphate monophosphate NN cord-329318-eo8auo1f 118 13 forms form NNS cord-329318-eo8auo1f 118 14 ( ( -LRB- cord-329318-eo8auo1f 118 15 colored color VBN cord-329318-eo8auo1f 118 16 in in IN cord-329318-eo8auo1f 118 17 yellow yellow JJ cord-329318-eo8auo1f 118 18 , , , cord-329318-eo8auo1f 118 19 Figure figure NN cord-329318-eo8auo1f 118 20 2a 2a CD cord-329318-eo8auo1f 118 21 ) ) -RRB- cord-329318-eo8auo1f 118 22 , , , cord-329318-eo8auo1f 118 23 which which WDT cord-329318-eo8auo1f 118 24 have have VBP cord-329318-eo8auo1f 118 25 been be VBN cord-329318-eo8auo1f 118 26 identified identify VBN cord-329318-eo8auo1f 118 27 to to TO cord-329318-eo8auo1f 118 28 potentially potentially RB cord-329318-eo8auo1f 118 29 inhibit inhibit VB cord-329318-eo8auo1f 118 30 the the DT cord-329318-eo8auo1f 118 31 SARS SARS NNP cord-329318-eo8auo1f 118 32 - - HYPH cord-329318-eo8auo1f 118 33 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 119 1 mRNA mRNA NNP cord-329318-eo8auo1f 119 2 replication replication NN cord-329318-eo8auo1f 119 3 , , , cord-329318-eo8auo1f 119 4 46 46 CD cord-329318-eo8auo1f 119 5 , , , cord-329318-eo8auo1f 119 6 47 47 CD cord-329318-eo8auo1f 119 7 are be VBP cord-329318-eo8auo1f 119 8 better well RBR cord-329318-eo8auo1f 119 9 correlated correlate VBN cord-329318-eo8auo1f 119 10 with with IN cord-329318-eo8auo1f 119 11 the the DT cord-329318-eo8auo1f 119 12 reference reference NN cord-329318-eo8auo1f 119 13 conformers conformer NNS cord-329318-eo8auo1f 119 14 than than IN cord-329318-eo8auo1f 119 15 those those DT cord-329318-eo8auo1f 119 16 of of IN cord-329318-eo8auo1f 119 17 descriptor descriptor NN cord-329318-eo8auo1f 119 18 set set VBN cord-329318-eo8auo1f 119 19 II II NNP cord-329318-eo8auo1f 119 20 ( ( -LRB- cord-329318-eo8auo1f 119 21 Figure figure NN cord-329318-eo8auo1f 119 22 1b 1b CD cord-329318-eo8auo1f 119 23 ) ) -RRB- cord-329318-eo8auo1f 119 24 . . . cord-329318-eo8auo1f 120 1 In in IN cord-329318-eo8auo1f 120 2 a a DT cord-329318-eo8auo1f 120 3 yield yield NN cord-329318-eo8auo1f 120 4 reduction reduction NN cord-329318-eo8auo1f 120 5 assay assay NN cord-329318-eo8auo1f 120 6 , , , cord-329318-eo8auo1f 120 7 mizoribine mizoribine NNP cord-329318-eo8auo1f 120 8 has have VBZ cord-329318-eo8auo1f 120 9 inhibited inhibit VBN cord-329318-eo8auo1f 120 10 the the DT cord-329318-eo8auo1f 120 11 replication replication NN cord-329318-eo8auo1f 120 12 of of IN cord-329318-eo8auo1f 120 13 SARS SARS NNP cord-329318-eo8auo1f 120 14 - - HYPH cord-329318-eo8auo1f 120 15 CoV-1 CoV-1 NNP cord-329318-eo8auo1f 120 16 more more RBR cord-329318-eo8auo1f 120 17 strongly strongly RB cord-329318-eo8auo1f 120 18 than than IN cord-329318-eo8auo1f 120 19 ribavirin ribavirin NN cord-329318-eo8auo1f 120 20 , , , cord-329318-eo8auo1f 120 21 reducing reduce VBG cord-329318-eo8auo1f 120 22 the the DT cord-329318-eo8auo1f 120 23 virus virus NN cord-329318-eo8auo1f 120 24 titers titer NNS cord-329318-eo8auo1f 120 25 to to IN cord-329318-eo8auo1f 120 26 one one CD cord-329318-eo8auo1f 120 27 - - HYPH cord-329318-eo8auo1f 120 28 tenth tenth NN cord-329318-eo8auo1f 120 29 or or CC cord-329318-eo8auo1f 120 30 less less JJR cord-329318-eo8auo1f 120 31 . . . cord-329318-eo8auo1f 121 1 46 46 CD cord-329318-eo8auo1f 122 1 The the DT cord-329318-eo8auo1f 122 2 anti anti JJ cord-329318-eo8auo1f 122 3 - - JJ cord-329318-eo8auo1f 122 4 hepatitis hepatitis JJ cord-329318-eo8auo1f 122 5 C c NN cord-329318-eo8auo1f 122 6 virus virus NN cord-329318-eo8auo1f 122 7 replication replication NN cord-329318-eo8auo1f 122 8 inhibitor inhibitor NN cord-329318-eo8auo1f 122 9 drug drug NN cord-329318-eo8auo1f 122 10 IRX-184 IRX-184 NNPS cord-329318-eo8auo1f 122 11 has have VBZ cord-329318-eo8auo1f 122 12 shown show VBN cord-329318-eo8auo1f 122 13 promising promising JJ cord-329318-eo8auo1f 122 14 results result NNS cord-329318-eo8auo1f 122 15 as as IN cord-329318-eo8auo1f 122 16 SARS SARS NNP cord-329318-eo8auo1f 122 17 - - HYPH cord-329318-eo8auo1f 122 18 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 122 19 RdRp RdRp NNP cord-329318-eo8auo1f 122 20 inhibitor inhibitor NN cord-329318-eo8auo1f 122 21 based base VBN cord-329318-eo8auo1f 122 22 on on IN cord-329318-eo8auo1f 122 23 molecular molecular JJ cord-329318-eo8auo1f 122 24 docking docking NN cord-329318-eo8auo1f 122 25 that that WDT cord-329318-eo8auo1f 122 26 is be VBZ cord-329318-eo8auo1f 122 27 yet yet RB cord-329318-eo8auo1f 122 28 to to TO cord-329318-eo8auo1f 122 29 be be VB cord-329318-eo8auo1f 122 30 confirmed confirm VBN cord-329318-eo8auo1f 122 31 experimentally experimentally RB cord-329318-eo8auo1f 122 32 . . . cord-329318-eo8auo1f 123 1 47 47 CD cord-329318-eo8auo1f 124 1 Moreover moreover RB cord-329318-eo8auo1f 124 2 , , , cord-329318-eo8auo1f 124 3 the the DT cord-329318-eo8auo1f 124 4 extent extent NN cord-329318-eo8auo1f 124 5 of of IN cord-329318-eo8auo1f 124 6 correlation correlation NN cord-329318-eo8auo1f 124 7 among among IN cord-329318-eo8auo1f 124 8 the the DT cord-329318-eo8auo1f 124 9 conformers conformer NNS cord-329318-eo8auo1f 124 10 of of IN cord-329318-eo8auo1f 124 11 the the DT cord-329318-eo8auo1f 124 12 same same JJ cord-329318-eo8auo1f 124 13 drug drug NN cord-329318-eo8auo1f 124 14 is be VBZ cord-329318-eo8auo1f 124 15 enhanced enhance VBN cord-329318-eo8auo1f 124 16 when when WRB cord-329318-eo8auo1f 124 17 descriptor descriptor NN cord-329318-eo8auo1f 124 18 set set VBN cord-329318-eo8auo1f 124 19 I -PRON- PRP cord-329318-eo8auo1f 124 20 is be VBZ cord-329318-eo8auo1f 124 21 used use VBN cord-329318-eo8auo1f 124 22 ( ( -LRB- cord-329318-eo8auo1f 124 23 Figure figure NN cord-329318-eo8auo1f 124 24 2a 2a CD cord-329318-eo8auo1f 124 25 ) ) -RRB- cord-329318-eo8auo1f 124 26 . . . cord-329318-eo8auo1f 125 1 The the DT cord-329318-eo8auo1f 125 2 monophosphate monophosphate NN cord-329318-eo8auo1f 125 3 forms form NNS cord-329318-eo8auo1f 125 4 of of IN cord-329318-eo8auo1f 125 5 the the DT cord-329318-eo8auo1f 125 6 drugs drug NNS cord-329318-eo8auo1f 125 7 ribavirin ribavirin RB cord-329318-eo8auo1f 125 8 , , , cord-329318-eo8auo1f 125 9 penciclovir penciclovir NNP cord-329318-eo8auo1f 125 10 , , , cord-329318-eo8auo1f 125 11 and and CC cord-329318-eo8auo1f 125 12 acyclovir acyclovir NNP cord-329318-eo8auo1f 126 1 , , , cord-329318-eo8auo1f 126 2 shown show VBN cord-329318-eo8auo1f 126 3 in in IN cord-329318-eo8auo1f 126 4 blue blue JJ cord-329318-eo8auo1f 126 5 squares square NNS cord-329318-eo8auo1f 126 6 , , , cord-329318-eo8auo1f 126 7 are be VBP cord-329318-eo8auo1f 126 8 also also RB cord-329318-eo8auo1f 126 9 anticipated anticipate VBN cord-329318-eo8auo1f 126 10 to to TO cord-329318-eo8auo1f 126 11 have have VB cord-329318-eo8auo1f 126 12 some some DT cord-329318-eo8auo1f 126 13 RdRp RdRp NNP cord-329318-eo8auo1f 126 14 replication replication NN cord-329318-eo8auo1f 126 15 inhibition inhibition NN cord-329318-eo8auo1f 126 16 activity activity NN cord-329318-eo8auo1f 126 17 . . . cord-329318-eo8auo1f 127 1 The the DT cord-329318-eo8auo1f 127 2 herpesvirus herpesvirus NN cord-329318-eo8auo1f 127 3 RNA rna NN cord-329318-eo8auo1f 127 4 and and CC cord-329318-eo8auo1f 127 5 deoxyribonucleic deoxyribonucleic JJ cord-329318-eo8auo1f 127 6 acid acid NN cord-329318-eo8auo1f 127 7 ( ( -LRB- cord-329318-eo8auo1f 127 8 DNA dna NN cord-329318-eo8auo1f 127 9 ) ) -RRB- cord-329318-eo8auo1f 127 10 replication replication NN cord-329318-eo8auo1f 127 11 inhibitors inhibitor NNS cord-329318-eo8auo1f 127 12 ribavirin ribavirin RB cord-329318-eo8auo1f 127 13 and and CC cord-329318-eo8auo1f 127 14 penciclovir penciclovir NNPS cord-329318-eo8auo1f 127 15 have have VBP cord-329318-eo8auo1f 127 16 been be VBN cord-329318-eo8auo1f 127 17 shown show VBN cord-329318-eo8auo1f 127 18 to to TO cord-329318-eo8auo1f 127 19 reduce reduce VB cord-329318-eo8auo1f 127 20 the the DT cord-329318-eo8auo1f 127 21 SARS SARS NNP cord-329318-eo8auo1f 127 22 - - HYPH cord-329318-eo8auo1f 127 23 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 127 24 viral viral JJ cord-329318-eo8auo1f 127 25 infection infection NN cord-329318-eo8auo1f 127 26 against against IN cord-329318-eo8auo1f 127 27 a a DT cord-329318-eo8auo1f 127 28 clinical clinical JJ cord-329318-eo8auo1f 127 29 isolate isolate NN cord-329318-eo8auo1f 127 30 in in IN cord-329318-eo8auo1f 127 31 vitro vitro FW cord-329318-eo8auo1f 127 32 at at IN cord-329318-eo8auo1f 127 33 high high JJ cord-329318-eo8auo1f 127 34 concentrations concentration NNS cord-329318-eo8auo1f 127 35 . . . cord-329318-eo8auo1f 128 1 20 20 CD cord-329318-eo8auo1f 128 2 Acyclovir Acyclovir NNP cord-329318-eo8auo1f 128 3 treatment treatment NN cord-329318-eo8auo1f 128 4 has have VBZ cord-329318-eo8auo1f 128 5 been be VBN cord-329318-eo8auo1f 128 6 associated associate VBN cord-329318-eo8auo1f 128 7 with with IN cord-329318-eo8auo1f 128 8 significantly significantly RB cord-329318-eo8auo1f 128 9 extending extend VBG cord-329318-eo8auo1f 128 10 the the DT cord-329318-eo8auo1f 128 11 life life NN cord-329318-eo8auo1f 128 12 and and CC cord-329318-eo8auo1f 128 13 improving improve VBG cord-329318-eo8auo1f 128 14 the the DT cord-329318-eo8auo1f 128 15 circulatory circulatory JJ cord-329318-eo8auo1f 128 16 and and CC cord-329318-eo8auo1f 128 17 pulmonary pulmonary JJ cord-329318-eo8auo1f 128 18 function function NN cord-329318-eo8auo1f 128 19 in in IN cord-329318-eo8auo1f 128 20 patients patient NNS cord-329318-eo8auo1f 128 21 with with IN cord-329318-eo8auo1f 128 22 ventilator ventilator NN cord-329318-eo8auo1f 128 23 - - HYPH cord-329318-eo8auo1f 128 24 associated associate VBN cord-329318-eo8auo1f 128 25 pneumonia pneumonia NN cord-329318-eo8auo1f 128 26 and and CC cord-329318-eo8auo1f 128 27 high high JJ cord-329318-eo8auo1f 128 28 levels level NNS cord-329318-eo8auo1f 128 29 of of IN cord-329318-eo8auo1f 128 30 herpesvirus herpesvirus NN cord-329318-eo8auo1f 128 31 replication replication NN cord-329318-eo8auo1f 128 32 , , , cord-329318-eo8auo1f 128 33 48 48 CD cord-329318-eo8auo1f 128 34 making make VBG cord-329318-eo8auo1f 128 35 it -PRON- PRP cord-329318-eo8auo1f 128 36 promising promising JJ cord-329318-eo8auo1f 128 37 for for IN cord-329318-eo8auo1f 128 38 the the DT cord-329318-eo8auo1f 128 39 treatment treatment NN cord-329318-eo8auo1f 128 40 of of IN cord-329318-eo8auo1f 128 41 COVID-19 covid-19 JJ cord-329318-eo8auo1f 128 42 symptoms symptom NNS cord-329318-eo8auo1f 128 43 . . . cord-329318-eo8auo1f 129 1 Currently currently RB cord-329318-eo8auo1f 129 2 , , , cord-329318-eo8auo1f 129 3 proven prove VBN cord-329318-eo8auo1f 129 4 drug drug NN cord-329318-eo8auo1f 129 5 efficiency efficiency NN cord-329318-eo8auo1f 129 6 results result NNS cord-329318-eo8auo1f 129 7 are be VBP cord-329318-eo8auo1f 129 8 scarce scarce JJ cord-329318-eo8auo1f 129 9 , , , cord-329318-eo8auo1f 129 10 making make VBG cord-329318-eo8auo1f 129 11 further further JJ cord-329318-eo8auo1f 129 12 descriptor descriptor NN cord-329318-eo8auo1f 129 13 set set VBN cord-329318-eo8auo1f 129 14 evaluation evaluation NN cord-329318-eo8auo1f 129 15 challenging challenging NN cord-329318-eo8auo1f 129 16 . . . cord-329318-eo8auo1f 130 1 This this DT cord-329318-eo8auo1f 130 2 analysis analysis NN cord-329318-eo8auo1f 130 3 could could MD cord-329318-eo8auo1f 130 4 be be VB cord-329318-eo8auo1f 130 5 extended extend VBN cord-329318-eo8auo1f 130 6 in in IN cord-329318-eo8auo1f 130 7 the the DT cord-329318-eo8auo1f 130 8 future future NN cord-329318-eo8auo1f 130 9 when when WRB cord-329318-eo8auo1f 130 10 more more JJR cord-329318-eo8auo1f 130 11 results result NNS cord-329318-eo8auo1f 130 12 become become VBP cord-329318-eo8auo1f 130 13 available available JJ cord-329318-eo8auo1f 130 14 in in IN cord-329318-eo8auo1f 130 15 the the DT cord-329318-eo8auo1f 130 16 literature literature NN cord-329318-eo8auo1f 130 17 . . . cord-329318-eo8auo1f 131 1 The the DT cord-329318-eo8auo1f 131 2 PC pc NN cord-329318-eo8auo1f 131 3 loadings loading NNS cord-329318-eo8auo1f 131 4 listed list VBN cord-329318-eo8auo1f 131 5 in in IN cord-329318-eo8auo1f 131 6 Table Table NNP cord-329318-eo8auo1f 131 7 2 2 CD cord-329318-eo8auo1f 131 8 represent represent VBP cord-329318-eo8auo1f 131 9 the the DT cord-329318-eo8auo1f 131 10 normalized normalized JJ cord-329318-eo8auo1f 131 11 coefficients coefficient NNS cord-329318-eo8auo1f 131 12 of of IN cord-329318-eo8auo1f 131 13 linear linear JJ cord-329318-eo8auo1f 131 14 combinations combination NNS cord-329318-eo8auo1f 131 15 for for IN cord-329318-eo8auo1f 131 16 transformation transformation NN cord-329318-eo8auo1f 131 17 properties property NNS cord-329318-eo8auo1f 131 18 represented represent VBN cord-329318-eo8auo1f 131 19 by by IN cord-329318-eo8auo1f 131 20 descriptors descriptor NNS cord-329318-eo8auo1f 131 21 to to IN cord-329318-eo8auo1f 131 22 the the DT cord-329318-eo8auo1f 131 23 new new JJ cord-329318-eo8auo1f 131 24 PCs pc NNS cord-329318-eo8auo1f 131 25 . . . cord-329318-eo8auo1f 132 1 The the DT cord-329318-eo8auo1f 132 2 PC pc NN cord-329318-eo8auo1f 132 3 loadings loading NNS cord-329318-eo8auo1f 132 4 also also RB cord-329318-eo8auo1f 132 5 indicate indicate VBP cord-329318-eo8auo1f 132 6 the the DT cord-329318-eo8auo1f 132 7 weight weight NN cord-329318-eo8auo1f 132 8 of of IN cord-329318-eo8auo1f 132 9 the the DT cord-329318-eo8auo1f 132 10 descriptors descriptor NNS cord-329318-eo8auo1f 132 11 , , , cord-329318-eo8auo1f 132 12 while while IN cord-329318-eo8auo1f 132 13 the the DT cord-329318-eo8auo1f 132 14 PC pc NN cord-329318-eo8auo1f 132 15 latency latency NN cord-329318-eo8auo1f 132 16 indicates indicate VBZ cord-329318-eo8auo1f 132 17 its -PRON- PRP$ cord-329318-eo8auo1f 132 18 strength strength NN cord-329318-eo8auo1f 132 19 or or CC cord-329318-eo8auo1f 132 20 order order NN cord-329318-eo8auo1f 132 21 of of IN cord-329318-eo8auo1f 132 22 importance importance NN cord-329318-eo8auo1f 132 23 of of IN cord-329318-eo8auo1f 132 24 PCA PCA NNP cord-329318-eo8auo1f 132 25 components component NNS cord-329318-eo8auo1f 132 26 . . . cord-329318-eo8auo1f 133 1 For for IN cord-329318-eo8auo1f 133 2 descriptor descriptor NN cord-329318-eo8auo1f 133 3 set set VBN cord-329318-eo8auo1f 133 4 I I NNP cord-329318-eo8auo1f 133 5 , , , cord-329318-eo8auo1f 133 6 the the DT cord-329318-eo8auo1f 133 7 COSMO COSMO NNP cord-329318-eo8auo1f 133 8 - - HYPH cord-329318-eo8auo1f 133 9 RS RS NNP cord-329318-eo8auo1f 133 10 solvation solvation NN cord-329318-eo8auo1f 133 11 energy energy NN cord-329318-eo8auo1f 133 12 and and CC cord-329318-eo8auo1f 133 13 σ σ NN cord-329318-eo8auo1f 133 14 - - HYPH cord-329318-eo8auo1f 133 15 profile profile NN cord-329318-eo8auo1f 133 16 projections projection NNS cord-329318-eo8auo1f 133 17 W1 W1 NNP cord-329318-eo8auo1f 133 18 and and CC cord-329318-eo8auo1f 133 19 W4 W4 NNP cord-329318-eo8auo1f 133 20 have have VBP cord-329318-eo8auo1f 133 21 the the DT cord-329318-eo8auo1f 133 22 largest large JJS cord-329318-eo8auo1f 133 23 weights weight NNS cord-329318-eo8auo1f 133 24 in in IN cord-329318-eo8auo1f 133 25 PC1 PC1 NNP cord-329318-eo8auo1f 133 26 ( ( -LRB- cord-329318-eo8auo1f 133 27 with with IN cord-329318-eo8auo1f 133 28 the the DT cord-329318-eo8auo1f 133 29 highest high JJS cord-329318-eo8auo1f 133 30 latency latency NN cord-329318-eo8auo1f 133 31 ) ) -RRB- cord-329318-eo8auo1f 133 32 , , , cord-329318-eo8auo1f 133 33 followed follow VBN cord-329318-eo8auo1f 133 34 by by IN cord-329318-eo8auo1f 133 35 the the DT cord-329318-eo8auo1f 133 36 dipole dipole NN cord-329318-eo8auo1f 133 37 moment moment NN cord-329318-eo8auo1f 133 38 , , , cord-329318-eo8auo1f 133 39 accessible accessible JJ cord-329318-eo8auo1f 133 40 surface surface NN cord-329318-eo8auo1f 133 41 , , , cord-329318-eo8auo1f 133 42 and and CC cord-329318-eo8auo1f 133 43 phosphorus phosphorus NN cord-329318-eo8auo1f 133 44 atom atom NN cord-329318-eo8auo1f 133 45 charge charge NN cord-329318-eo8auo1f 133 46 . . . cord-329318-eo8auo1f 134 1 The the DT cord-329318-eo8auo1f 134 2 largest large JJS cord-329318-eo8auo1f 134 3 weights weight NNS cord-329318-eo8auo1f 134 4 in in IN cord-329318-eo8auo1f 134 5 PC2 PC2 NNP cord-329318-eo8auo1f 134 6 are be VBP cord-329318-eo8auo1f 134 7 calculated calculate VBN cord-329318-eo8auo1f 134 8 for for IN cord-329318-eo8auo1f 134 9 the the DT cord-329318-eo8auo1f 134 10 σ σ NNP cord-329318-eo8auo1f 134 11 - - HYPH cord-329318-eo8auo1f 134 12 profile profile NN cord-329318-eo8auo1f 134 13 projections projection NNS cord-329318-eo8auo1f 134 14 W2 W2 NNP cord-329318-eo8auo1f 134 15 and and CC cord-329318-eo8auo1f 134 16 W3 W3 NNP cord-329318-eo8auo1f 134 17 , , , cord-329318-eo8auo1f 134 18 and and CC cord-329318-eo8auo1f 134 19 the the DT cord-329318-eo8auo1f 134 20 phosphorus phosphorus NN cord-329318-eo8auo1f 134 21 atom atom NN cord-329318-eo8auo1f 134 22 charge charge NN cord-329318-eo8auo1f 134 23 . . . cord-329318-eo8auo1f 135 1 In in IN cord-329318-eo8auo1f 135 2 PC3 PC3 NNP cord-329318-eo8auo1f 135 3 , , , cord-329318-eo8auo1f 135 4 the the DT cord-329318-eo8auo1f 135 5 largest large JJS cord-329318-eo8auo1f 135 6 weights weight NNS cord-329318-eo8auo1f 135 7 are be VBP cord-329318-eo8auo1f 135 8 for for IN cord-329318-eo8auo1f 135 9 σ σ NN cord-329318-eo8auo1f 135 10 - - HYPH cord-329318-eo8auo1f 135 11 profile profile NN cord-329318-eo8auo1f 135 12 projection projection NN cord-329318-eo8auo1f 135 13 W2 W2 NNP cord-329318-eo8auo1f 135 14 and and CC cord-329318-eo8auo1f 135 15 the the DT cord-329318-eo8auo1f 135 16 solvent solvent NN cord-329318-eo8auo1f 135 17 accessible accessible JJ cord-329318-eo8auo1f 135 18 surface surface NN cord-329318-eo8auo1f 135 19 . . . cord-329318-eo8auo1f 136 1 For for IN cord-329318-eo8auo1f 136 2 descriptor descriptor NN cord-329318-eo8auo1f 136 3 set set VBN cord-329318-eo8auo1f 136 4 II II NNP cord-329318-eo8auo1f 136 5 , , , cord-329318-eo8auo1f 136 6 the the DT cord-329318-eo8auo1f 136 7 molecular molecular JJ cord-329318-eo8auo1f 136 8 polar polar JJ cord-329318-eo8auo1f 136 9 surface surface NN cord-329318-eo8auo1f 136 10 area area NN cord-329318-eo8auo1f 136 11 and and CC cord-329318-eo8auo1f 136 12 fractional fractional JJ cord-329318-eo8auo1f 136 13 polar polar JJ cord-329318-eo8auo1f 136 14 surface surface NN cord-329318-eo8auo1f 136 15 area area NN cord-329318-eo8auo1f 136 16 as as RB cord-329318-eo8auo1f 136 17 well well RB cord-329318-eo8auo1f 136 18 as as IN cord-329318-eo8auo1f 136 19 the the DT cord-329318-eo8auo1f 136 20 number number NN cord-329318-eo8auo1f 136 21 of of IN cord-329318-eo8auo1f 136 22 hydrogen hydrogen NN cord-329318-eo8auo1f 136 23 bond bond NN cord-329318-eo8auo1f 136 24 donors donor NNS cord-329318-eo8auo1f 136 25 and and CC cord-329318-eo8auo1f 136 26 acceptors acceptor NNS cord-329318-eo8auo1f 136 27 and and CC cord-329318-eo8auo1f 136 28 hydrophobicity hydrophobicity NN cord-329318-eo8auo1f 136 29 are be VBP cord-329318-eo8auo1f 136 30 the the DT cord-329318-eo8auo1f 136 31 most most RBS cord-329318-eo8auo1f 136 32 important important JJ cord-329318-eo8auo1f 136 33 for for IN cord-329318-eo8auo1f 136 34 PC1 PC1 NNP cord-329318-eo8auo1f 136 35 , , , cord-329318-eo8auo1f 136 36 based base VBN cord-329318-eo8auo1f 136 37 on on IN cord-329318-eo8auo1f 136 38 the the DT cord-329318-eo8auo1f 136 39 weights weight NNS cord-329318-eo8auo1f 136 40 . . . cord-329318-eo8auo1f 137 1 In in IN cord-329318-eo8auo1f 137 2 PC2 PC2 NNP cord-329318-eo8auo1f 137 3 , , , cord-329318-eo8auo1f 137 4 the the DT cord-329318-eo8auo1f 137 5 molecular molecular JJ cord-329318-eo8auo1f 137 6 surface surface NN cord-329318-eo8auo1f 137 7 area area NN cord-329318-eo8auo1f 137 8 and and CC cord-329318-eo8auo1f 137 9 number number NN cord-329318-eo8auo1f 137 10 of of IN cord-329318-eo8auo1f 137 11 aromatic aromatic JJ cord-329318-eo8auo1f 137 12 rings ring NNS cord-329318-eo8auo1f 137 13 have have VBP cord-329318-eo8auo1f 137 14 the the DT cord-329318-eo8auo1f 137 15 largest large JJS cord-329318-eo8auo1f 137 16 weights weight NNS cord-329318-eo8auo1f 137 17 . . . cord-329318-eo8auo1f 138 1 The the DT cord-329318-eo8auo1f 138 2 large large JJ cord-329318-eo8auo1f 138 3 weights weight NNS cord-329318-eo8auo1f 138 4 of of IN cord-329318-eo8auo1f 138 5 the the DT cord-329318-eo8auo1f 138 6 molecular molecular JJ cord-329318-eo8auo1f 138 7 surface surface NN cord-329318-eo8auo1f 138 8 area area NN cord-329318-eo8auo1f 138 9 , , , cord-329318-eo8auo1f 138 10 hydrogen hydrogen NN cord-329318-eo8auo1f 138 11 bonding bonding NN cord-329318-eo8auo1f 138 12 , , , cord-329318-eo8auo1f 138 13 and and CC cord-329318-eo8auo1f 138 14 hydrophobicity hydrophobicity NN cord-329318-eo8auo1f 138 15 descriptors descriptor NNS cord-329318-eo8auo1f 138 16 of of IN cord-329318-eo8auo1f 138 17 set set VBN cord-329318-eo8auo1f 138 18 II II NNP cord-329318-eo8auo1f 138 19 effectively effectively RB cord-329318-eo8auo1f 138 20 justify justify VBP cord-329318-eo8auo1f 138 21 the the DT cord-329318-eo8auo1f 138 22 use use NN cord-329318-eo8auo1f 138 23 of of IN cord-329318-eo8auo1f 138 24 the the DT cord-329318-eo8auo1f 138 25 more more RBR cord-329318-eo8auo1f 138 26 advanced advanced JJ cord-329318-eo8auo1f 138 27 descriptors descriptor NNS cord-329318-eo8auo1f 138 28 of of IN cord-329318-eo8auo1f 138 29 the the DT cord-329318-eo8auo1f 138 30 proposed propose VBN cord-329318-eo8auo1f 138 31 COSMO COSMO NNP cord-329318-eo8auo1f 138 32 - - HYPH cord-329318-eo8auo1f 138 33 RS rs NN cord-329318-eo8auo1f 138 34 - - HYPH cord-329318-eo8auo1f 138 35 based base VBN cord-329318-eo8auo1f 138 36 set set NN cord-329318-eo8auo1f 139 1 I. i. LS cord-329318-eo8auo1f 139 2 The the DT cord-329318-eo8auo1f 139 3 polar polar JJ cord-329318-eo8auo1f 139 4 surface surface NN cord-329318-eo8auo1f 139 5 area area NN cord-329318-eo8auo1f 139 6 descriptors descriptor NNS cord-329318-eo8auo1f 139 7 of of IN cord-329318-eo8auo1f 139 8 set set VBN cord-329318-eo8auo1f 139 9 II II NNP cord-329318-eo8auo1f 139 10 have have VBP cord-329318-eo8auo1f 139 11 close close JJ cord-329318-eo8auo1f 139 12 physical physical JJ cord-329318-eo8auo1f 139 13 meaning meaning NN cord-329318-eo8auo1f 139 14 to to IN cord-329318-eo8auo1f 139 15 the the DT cord-329318-eo8auo1f 139 16 COSMO COSMO NNP cord-329318-eo8auo1f 139 17 - - HYPH cord-329318-eo8auo1f 139 18 RS RS NNP cord-329318-eo8auo1f 139 19 σ σ NN cord-329318-eo8auo1f 139 20 - - HYPH cord-329318-eo8auo1f 139 21 profiles profile NNS cord-329318-eo8auo1f 139 22 , , , cord-329318-eo8auo1f 139 23 as as IN cord-329318-eo8auo1f 139 24 both both DT cord-329318-eo8auo1f 139 25 describe describe VBP cord-329318-eo8auo1f 139 26 the the DT cord-329318-eo8auo1f 139 27 " " `` cord-329318-eo8auo1f 139 28 polarization polarization NN cord-329318-eo8auo1f 139 29 " " '' cord-329318-eo8auo1f 139 30 of of IN cord-329318-eo8auo1f 139 31 the the DT cord-329318-eo8auo1f 139 32 molecular molecular JJ cord-329318-eo8auo1f 139 33 surface surface NN cord-329318-eo8auo1f 139 34 . . . cord-329318-eo8auo1f 140 1 However however RB cord-329318-eo8auo1f 140 2 , , , cord-329318-eo8auo1f 140 3 the the DT cord-329318-eo8auo1f 140 4 advantage advantage NN cord-329318-eo8auo1f 140 5 of of IN cord-329318-eo8auo1f 140 6 the the DT cord-329318-eo8auo1f 140 7 proposed propose VBN cord-329318-eo8auo1f 140 8 descriptors descriptor NNS cord-329318-eo8auo1f 140 9 is be VBZ cord-329318-eo8auo1f 140 10 that that IN cord-329318-eo8auo1f 140 11 the the DT cord-329318-eo8auo1f 140 12 COSMO COSMO NNP cord-329318-eo8auo1f 140 13 - - HYPH cord-329318-eo8auo1f 140 14 RS RS NNP cord-329318-eo8auo1f 140 15 σ σ NN cord-329318-eo8auo1f 140 16 - - HYPH cord-329318-eo8auo1f 140 17 profiles profile NNS cord-329318-eo8auo1f 140 18 are be VBP cord-329318-eo8auo1f 140 19 based base VBN cord-329318-eo8auo1f 140 20 on on IN cord-329318-eo8auo1f 140 21 more more RBR cord-329318-eo8auo1f 140 22 accurate accurate JJ cord-329318-eo8auo1f 140 23 DFT DFT NNP cord-329318-eo8auo1f 140 24 calculations calculation NNS cord-329318-eo8auo1f 140 25 , , , cord-329318-eo8auo1f 140 26 while while IN cord-329318-eo8auo1f 140 27 polar polar JJ cord-329318-eo8auo1f 140 28 surface surface NN cord-329318-eo8auo1f 140 29 area area NN cord-329318-eo8auo1f 140 30 descriptors descriptor NNS cord-329318-eo8auo1f 140 31 are be VBP cord-329318-eo8auo1f 140 32 calculated calculate VBN cord-329318-eo8auo1f 140 33 from from IN cord-329318-eo8auo1f 140 34 molecular molecular JJ cord-329318-eo8auo1f 140 35 mechanics mechanic NNS cord-329318-eo8auo1f 140 36 force force NN cord-329318-eo8auo1f 140 37 fields field NNS cord-329318-eo8auo1f 140 38 and and CC cord-329318-eo8auo1f 140 39 can can MD cord-329318-eo8auo1f 140 40 not not RB cord-329318-eo8auo1f 140 41 fully fully RB cord-329318-eo8auo1f 140 42 account account VB cord-329318-eo8auo1f 140 43 for for IN cord-329318-eo8auo1f 140 44 the the DT cord-329318-eo8auo1f 140 45 correlation correlation NN cord-329318-eo8auo1f 140 46 of of IN cord-329318-eo8auo1f 140 47 atoms atom NNS cord-329318-eo8auo1f 140 48 within within IN cord-329318-eo8auo1f 140 49 a a DT cord-329318-eo8auo1f 140 50 molecule molecule NN cord-329318-eo8auo1f 140 51 . . . cord-329318-eo8auo1f 141 1 This this DT cord-329318-eo8auo1f 141 2 advantage advantage NN cord-329318-eo8auo1f 141 3 is be VBZ cord-329318-eo8auo1f 141 4 particularly particularly RB cord-329318-eo8auo1f 141 5 important important JJ cord-329318-eo8auo1f 141 6 to to TO cord-329318-eo8auo1f 141 7 separate separate VB cord-329318-eo8auo1f 141 8 the the DT cord-329318-eo8auo1f 141 9 different different JJ cord-329318-eo8auo1f 141 10 conformers conformer NNS cord-329318-eo8auo1f 141 11 that that WDT cord-329318-eo8auo1f 141 12 are be VBP cord-329318-eo8auo1f 141 13 treated treat VBN cord-329318-eo8auo1f 141 14 as as IN cord-329318-eo8auo1f 141 15 distinct distinct JJ cord-329318-eo8auo1f 141 16 molecules molecule NNS cord-329318-eo8auo1f 141 17 with with IN cord-329318-eo8auo1f 141 18 calculated calculate VBN cord-329318-eo8auo1f 141 19 atomic atomic JJ cord-329318-eo8auo1f 141 20 charges charge NNS cord-329318-eo8auo1f 141 21 and and CC cord-329318-eo8auo1f 141 22 COSMO COSMO NNP cord-329318-eo8auo1f 141 23 - - HYPH cord-329318-eo8auo1f 141 24 RS RS NNP cord-329318-eo8auo1f 141 25 σ- σ- XX cord-329318-eo8auo1f 142 1 The the DT cord-329318-eo8auo1f 142 2 Journal Journal NNP cord-329318-eo8auo1f 142 3 of of IN cord-329318-eo8auo1f 142 4 Physical Physical NNP cord-329318-eo8auo1f 142 5 Chemistry Chemistry NNP cord-329318-eo8auo1f 142 6 Letters Letters NNPS cord-329318-eo8auo1f 142 7 pubs.acs.org/JPCL pubs.acs.org/JPCL NNP cord-329318-eo8auo1f 142 8 Letter Letter NNP cord-329318-eo8auo1f 142 9 profiles profile NNS cord-329318-eo8auo1f 142 10 rather rather RB cord-329318-eo8auo1f 142 11 than than IN cord-329318-eo8auo1f 142 12 with with IN cord-329318-eo8auo1f 142 13 the the DT cord-329318-eo8auo1f 142 14 same same JJ cord-329318-eo8auo1f 142 15 set set NN cord-329318-eo8auo1f 142 16 of of IN cord-329318-eo8auo1f 142 17 force force NN cord-329318-eo8auo1f 142 18 field field NN cord-329318-eo8auo1f 142 19 parameters parameter NNS cord-329318-eo8auo1f 142 20 using use VBG cord-329318-eo8auo1f 142 21 descriptor descriptor NN cord-329318-eo8auo1f 142 22 set set VBN cord-329318-eo8auo1f 142 23 II II NNP cord-329318-eo8auo1f 142 24 . . . cord-329318-eo8auo1f 143 1 The the DT cord-329318-eo8auo1f 143 2 superior superior JJ cord-329318-eo8auo1f 143 3 performance performance NN cord-329318-eo8auo1f 143 4 of of IN cord-329318-eo8auo1f 143 5 proposed propose VBN cord-329318-eo8auo1f 143 6 descriptor descriptor NN cord-329318-eo8auo1f 143 7 set set VBN cord-329318-eo8auo1f 144 1 I -PRON- PRP cord-329318-eo8auo1f 144 2 exhibited exhibit VBD cord-329318-eo8auo1f 144 3 by by IN cord-329318-eo8auo1f 144 4 the the DT cord-329318-eo8auo1f 144 5 previously previously RB cord-329318-eo8auo1f 144 6 noted note VBN cord-329318-eo8auo1f 144 7 enhanced enhanced JJ cord-329318-eo8auo1f 144 8 clustering clustering NN cord-329318-eo8auo1f 144 9 and and CC cord-329318-eo8auo1f 144 10 correlation correlation NN cord-329318-eo8auo1f 144 11 with with IN cord-329318-eo8auo1f 144 12 the the DT cord-329318-eo8auo1f 144 13 reference reference NN cord-329318-eo8auo1f 144 14 conformers conformer NNS cord-329318-eo8auo1f 144 15 is be VBZ cord-329318-eo8auo1f 144 16 attributed attribute VBN cord-329318-eo8auo1f 144 17 to to IN cord-329318-eo8auo1f 144 18 the the DT cord-329318-eo8auo1f 144 19 statistical statistical JJ cord-329318-eo8auo1f 144 20 thermodynamics thermodynamic NNS cord-329318-eo8auo1f 144 21 the the DT cord-329318-eo8auo1f 144 22 COSMO COSMO NNP cord-329318-eo8auo1f 144 23 - - HYPH cord-329318-eo8auo1f 144 24 RS RS NNP cord-329318-eo8auo1f 144 25 chemical chemical NN cord-329318-eo8auo1f 144 26 potential potential NN cord-329318-eo8auo1f 144 27 accounts account VBZ cord-329318-eo8auo1f 144 28 for for IN cord-329318-eo8auo1f 144 29 . . . cord-329318-eo8auo1f 145 1 This this DT cord-329318-eo8auo1f 145 2 effectively effectively RB cord-329318-eo8auo1f 145 3 highlights highlight VBZ cord-329318-eo8auo1f 145 4 the the DT cord-329318-eo8auo1f 145 5 importance importance NN cord-329318-eo8auo1f 145 6 of of IN cord-329318-eo8auo1f 145 7 the the DT cord-329318-eo8auo1f 145 8 COSMO COSMO NNP cord-329318-eo8auo1f 145 9 - - HYPH cord-329318-eo8auo1f 145 10 RS RS NNP cord-329318-eo8auo1f 145 11 σ σ NN cord-329318-eo8auo1f 145 12 - - : cord-329318-eo8auo1f 145 13 profiles profile NNS cord-329318-eo8auo1f 145 14 that that WDT cord-329318-eo8auo1f 145 15 are be VBP cord-329318-eo8auo1f 145 16 calculated calculate VBN cord-329318-eo8auo1f 145 17 by by IN cord-329318-eo8auo1f 145 18 integration integration NN cord-329318-eo8auo1f 145 19 over over IN cord-329318-eo8auo1f 145 20 the the DT cord-329318-eo8auo1f 145 21 molecular molecular JJ cord-329318-eo8auo1f 145 22 surface surface NN cord-329318-eo8auo1f 145 23 , , , cord-329318-eo8auo1f 145 24 account account VBP cord-329318-eo8auo1f 145 25 for for IN cord-329318-eo8auo1f 145 26 hydrogen hydrogen NN cord-329318-eo8auo1f 145 27 bonding bonding NN cord-329318-eo8auo1f 145 28 and and CC cord-329318-eo8auo1f 145 29 hydrophobic hydrophobic JJ cord-329318-eo8auo1f 145 30 interactions interaction NNS cord-329318-eo8auo1f 145 31 , , , cord-329318-eo8auo1f 145 32 and and CC cord-329318-eo8auo1f 145 33 are be VBP cord-329318-eo8auo1f 145 34 parametrized parametrize VBN cord-329318-eo8auo1f 145 35 to to TO cord-329318-eo8auo1f 145 36 reproduce reproduce VB cord-329318-eo8auo1f 145 37 chemical chemical JJ cord-329318-eo8auo1f 145 38 thermodynamic thermodynamic JJ cord-329318-eo8auo1f 145 39 properties property NNS cord-329318-eo8auo1f 145 40 . . . cord-329318-eo8auo1f 146 1 42 42 CD cord-329318-eo8auo1f 147 1 In in IN cord-329318-eo8auo1f 147 2 order order NN cord-329318-eo8auo1f 147 3 to to TO cord-329318-eo8auo1f 147 4 enhance enhance VB cord-329318-eo8auo1f 147 5 comparison comparison NN cord-329318-eo8auo1f 147 6 and and CC cord-329318-eo8auo1f 147 7 compensate compensate VB cord-329318-eo8auo1f 147 8 for for IN cord-329318-eo8auo1f 147 9 the the DT cord-329318-eo8auo1f 147 10 lack lack NN cord-329318-eo8auo1f 147 11 of of IN cord-329318-eo8auo1f 147 12 clinical clinical JJ cord-329318-eo8auo1f 147 13 trial trial NN cord-329318-eo8auo1f 147 14 results result NNS cord-329318-eo8auo1f 147 15 , , , cord-329318-eo8auo1f 147 16 we -PRON- PRP cord-329318-eo8auo1f 147 17 also also RB cord-329318-eo8auo1f 147 18 perform perform VBP cord-329318-eo8auo1f 147 19 LibDock LibDock NNP cord-329318-eo8auo1f 147 20 analysis analysis NN cord-329318-eo8auo1f 147 21 for for IN cord-329318-eo8auo1f 147 22 the the DT cord-329318-eo8auo1f 147 23 22 22 CD cord-329318-eo8auo1f 147 24 pyrimidine pyrimidine NN cord-329318-eo8auo1f 147 25 and and CC cord-329318-eo8auo1f 147 26 purine purine NN cord-329318-eo8auo1f 147 27 nucleotides nucleotide NNS cord-329318-eo8auo1f 147 28 and and CC cord-329318-eo8auo1f 147 29 analogue analogue JJ cord-329318-eo8auo1f 147 30 drugs drug NNS cord-329318-eo8auo1f 147 31 . . . cord-329318-eo8auo1f 148 1 The the DT cord-329318-eo8auo1f 148 2 site site NN cord-329318-eo8auo1f 148 3 - - HYPH cord-329318-eo8auo1f 148 4 features features NN cord-329318-eo8auo1f 148 5 docking docking NN cord-329318-eo8auo1f 148 6 algorithm algorithm NN cord-329318-eo8auo1f 148 7 LibDock LibDock NNP cord-329318-eo8auo1f 148 8 performs perform VBZ cord-329318-eo8auo1f 148 9 as as RB cord-329318-eo8auo1f 148 10 well well RB cord-329318-eo8auo1f 148 11 as as IN cord-329318-eo8auo1f 148 12 docking docking NN cord-329318-eo8auo1f 148 13 programs program NNS cord-329318-eo8auo1f 148 14 based base VBN cord-329318-eo8auo1f 148 15 on on IN cord-329318-eo8auo1f 148 16 genetic genetic JJ cord-329318-eo8auo1f 148 17 / / SYM cord-329318-eo8auo1f 148 18 growing growing NN cord-329318-eo8auo1f 148 19 and and CC cord-329318-eo8auo1f 148 20 Monte Monte NNP cord-329318-eo8auo1f 148 21 Carlo Carlo NNP cord-329318-eo8auo1f 148 22 driven drive VBD cord-329318-eo8auo1f 148 23 algorithms algorithm NNS cord-329318-eo8auo1f 148 24 . . . cord-329318-eo8auo1f 149 1 49 49 CD cord-329318-eo8auo1f 150 1 Of of RB cord-329318-eo8auo1f 150 2 course course RB cord-329318-eo8auo1f 150 3 , , , cord-329318-eo8auo1f 150 4 a a DT cord-329318-eo8auo1f 150 5 good good JJ cord-329318-eo8auo1f 150 6 docking docking NN cord-329318-eo8auo1f 150 7 score score NN cord-329318-eo8auo1f 150 8 does do VBZ cord-329318-eo8auo1f 150 9 not not RB cord-329318-eo8auo1f 150 10 necessarily necessarily RB cord-329318-eo8auo1f 150 11 mean mean VB cord-329318-eo8auo1f 150 12 that that IN cord-329318-eo8auo1f 150 13 the the DT cord-329318-eo8auo1f 150 14 ligand ligand NN cord-329318-eo8auo1f 150 15 is be VBZ cord-329318-eo8auo1f 150 16 a a DT cord-329318-eo8auo1f 150 17 good good JJ cord-329318-eo8auo1f 150 18 inhibitor inhibitor NN cord-329318-eo8auo1f 150 19 , , , cord-329318-eo8auo1f 150 20 but but CC cord-329318-eo8auo1f 150 21 only only RB cord-329318-eo8auo1f 150 22 a a DT cord-329318-eo8auo1f 150 23 good good JJ cord-329318-eo8auo1f 150 24 candidate candidate NN cord-329318-eo8auo1f 150 25 for for IN cord-329318-eo8auo1f 150 26 potential potential JJ cord-329318-eo8auo1f 150 27 drug drug NN cord-329318-eo8auo1f 150 28 selection selection NN cord-329318-eo8auo1f 150 29 . . . cord-329318-eo8auo1f 151 1 In in IN cord-329318-eo8auo1f 151 2 Figure Figure NNP cord-329318-eo8auo1f 151 3 3 3 CD cord-329318-eo8auo1f 151 4 , , , cord-329318-eo8auo1f 151 5 we -PRON- PRP cord-329318-eo8auo1f 151 6 ( ( -LRB- cord-329318-eo8auo1f 151 7 Table Table NNP cord-329318-eo8auo1f 151 8 2 2 CD cord-329318-eo8auo1f 151 9 ) ) -RRB- cord-329318-eo8auo1f 151 10 . . . cord-329318-eo8auo1f 152 1 ( ( -LRB- cord-329318-eo8auo1f 152 2 green green JJ cord-329318-eo8auo1f 152 3 squares square NNS cord-329318-eo8auo1f 152 4 , , , cord-329318-eo8auo1f 152 5 remdesivir remdesivir NNP cord-329318-eo8auo1f 152 6 ; ; : cord-329318-eo8auo1f 152 7 green green JJ cord-329318-eo8auo1f 152 8 diamonds diamond NNS cord-329318-eo8auo1f 152 9 , , , cord-329318-eo8auo1f 152 10 EIDD-2801 eidd-2801 NN cord-329318-eo8auo1f 152 11 ; ; , cord-329318-eo8auo1f 152 12 green green JJ cord-329318-eo8auo1f 152 13 circles circle NNS cord-329318-eo8auo1f 152 14 , , , cord-329318-eo8auo1f 152 15 AMP amp NN cord-329318-eo8auo1f 152 16 ; ; : cord-329318-eo8auo1f 152 17 yellow yellow JJ cord-329318-eo8auo1f 152 18 squares square NNS cord-329318-eo8auo1f 152 19 , , , cord-329318-eo8auo1f 152 20 GMP GMP NNP cord-329318-eo8auo1f 152 21 ; ; : cord-329318-eo8auo1f 152 22 yello yello NNP cord-329318-eo8auo1f 152 23 triangles triangles NNPS cord-329318-eo8auo1f 152 24 , , , cord-329318-eo8auo1f 152 25 IDX-184 IDX-184 NNP cord-329318-eo8auo1f 152 26 ; ; : cord-329318-eo8auo1f 152 27 yello yello NNP cord-329318-eo8auo1f 152 28 circles circles NNP cord-329318-eo8auo1f 152 29 , , , cord-329318-eo8auo1f 152 30 mizobirine mizobirine NN cord-329318-eo8auo1f 152 31 ; ; , cord-329318-eo8auo1f 152 32 blue blue JJ cord-329318-eo8auo1f 152 33 squares square NNS cord-329318-eo8auo1f 152 34 , , , cord-329318-eo8auo1f 152 35 ribavirin ribavirin NNS cord-329318-eo8auo1f 152 36 , , , cord-329318-eo8auo1f 152 37 penciclovir penciclovir NNP cord-329318-eo8auo1f 152 38 , , , cord-329318-eo8auo1f 152 39 acyclovir acyclovir NNP cord-329318-eo8auo1f 152 40 ; ; : cord-329318-eo8auo1f 152 41 red red JJ cord-329318-eo8auo1f 152 42 circles circle NNS cord-329318-eo8auo1f 152 43 , , , cord-329318-eo8auo1f 152 44 remaining remain VBG cord-329318-eo8auo1f 152 45 drugs drug NNS cord-329318-eo8auo1f 152 46 and and CC cord-329318-eo8auo1f 152 47 nucleotides nucleotide NNS cord-329318-eo8auo1f 152 48 . . . cord-329318-eo8auo1f 152 49 ) ) -RRB- cord-329318-eo8auo1f 153 1 Figure figure NN cord-329318-eo8auo1f 153 2 3a 3a CD cord-329318-eo8auo1f 153 3 ) ) -RRB- cord-329318-eo8auo1f 153 4 dock dock VB cord-329318-eo8auo1f 153 5 around around IN cord-329318-eo8auo1f 153 6 an an DT cord-329318-eo8auo1f 153 7 active active JJ cord-329318-eo8auo1f 153 8 site site NN cord-329318-eo8auo1f 153 9 of of IN cord-329318-eo8auo1f 153 10 RdRp RdRp NNP cord-329318-eo8auo1f 153 11 and and CC cord-329318-eo8auo1f 153 12 have have VBP cord-329318-eo8auo1f 153 13 high high JJ cord-329318-eo8auo1f 153 14 LibDock LibDock NNP cord-329318-eo8auo1f 153 15 scores score NNS cord-329318-eo8auo1f 153 16 ( ( -LRB- cord-329318-eo8auo1f 153 17 Figure figure NN cord-329318-eo8auo1f 153 18 3b 3b CD cord-329318-eo8auo1f 153 19 ) ) -RRB- cord-329318-eo8auo1f 153 20 . . . cord-329318-eo8auo1f 154 1 The the DT cord-329318-eo8auo1f 154 2 results result NNS cord-329318-eo8auo1f 154 3 also also RB cord-329318-eo8auo1f 154 4 show show VBP cord-329318-eo8auo1f 154 5 some some DT cord-329318-eo8auo1f 154 6 agreement agreement NN cord-329318-eo8auo1f 154 7 with with IN cord-329318-eo8auo1f 154 8 the the DT cord-329318-eo8auo1f 154 9 PCA PCA NNP cord-329318-eo8auo1f 154 10 plot plot NN cord-329318-eo8auo1f 154 11 ( ( -LRB- cord-329318-eo8auo1f 154 12 Figure figure NN cord-329318-eo8auo1f 154 13 2 2 CD cord-329318-eo8auo1f 154 14 ) ) -RRB- cord-329318-eo8auo1f 154 15 . . . cord-329318-eo8auo1f 155 1 Penciclovir Penciclovir NNP cord-329318-eo8auo1f 155 2 , , , cord-329318-eo8auo1f 155 3 ribavirin ribavirin RB cord-329318-eo8auo1f 155 4 , , , cord-329318-eo8auo1f 155 5 and and CC cord-329318-eo8auo1f 155 6 the the DT cord-329318-eo8auo1f 155 7 nucleotide nucleotide JJ cord-329318-eo8auo1f 155 8 GMP GMP NNP cord-329318-eo8auo1f 155 9 have have VBP cord-329318-eo8auo1f 155 10 the the DT cord-329318-eo8auo1f 155 11 highest high JJS cord-329318-eo8auo1f 155 12 LibDock LibDock NNP cord-329318-eo8auo1f 155 13 scores score NNS cord-329318-eo8auo1f 155 14 , , , cord-329318-eo8auo1f 155 15 followed follow VBN cord-329318-eo8auo1f 155 16 by by IN cord-329318-eo8auo1f 155 17 acyclovir acyclovir NNP cord-329318-eo8auo1f 155 18 and and CC cord-329318-eo8auo1f 155 19 the the DT cord-329318-eo8auo1f 155 20 nucleotide nucleotide JJ cord-329318-eo8auo1f 155 21 CMP CMP NNP cord-329318-eo8auo1f 155 22 . . . cord-329318-eo8auo1f 156 1 Among among IN cord-329318-eo8auo1f 156 2 these these DT cord-329318-eo8auo1f 156 3 , , , cord-329318-eo8auo1f 156 4 only only RB cord-329318-eo8auo1f 156 5 the the DT cord-329318-eo8auo1f 156 6 nucleotide nucleotide JJ cord-329318-eo8auo1f 156 7 GMP GMP NNP cord-329318-eo8auo1f 156 8 is be VBZ cord-329318-eo8auo1f 156 9 correlated correlate VBN cord-329318-eo8auo1f 156 10 well well RB cord-329318-eo8auo1f 156 11 with with IN cord-329318-eo8auo1f 156 12 the the DT cord-329318-eo8auo1f 156 13 reference reference NN cord-329318-eo8auo1f 156 14 conformers conformer NNS cord-329318-eo8auo1f 156 15 including include VBG cord-329318-eo8auo1f 156 16 AMP AMP NNP cord-329318-eo8auo1f 156 17 , , , cord-329318-eo8auo1f 156 18 based base VBN cord-329318-eo8auo1f 156 19 on on IN cord-329318-eo8auo1f 156 20 the the DT cord-329318-eo8auo1f 156 21 PCA PCA NNP cord-329318-eo8auo1f 156 22 in in IN cord-329318-eo8auo1f 156 23 Figure Figure NNP cord-329318-eo8auo1f 156 24 2a 2a CD cord-329318-eo8auo1f 156 25 , , , cord-329318-eo8auo1f 156 26 but but CC cord-329318-eo8auo1f 156 27 the the DT cord-329318-eo8auo1f 156 28 LibDock LibDock NNP cord-329318-eo8auo1f 156 29 score score NN cord-329318-eo8auo1f 156 30 of of IN cord-329318-eo8auo1f 156 31 AMP AMP NNP cord-329318-eo8auo1f 156 32 is be VBZ cord-329318-eo8auo1f 156 33 low low JJ cord-329318-eo8auo1f 156 34 . . . cord-329318-eo8auo1f 157 1 The the DT cord-329318-eo8auo1f 157 2 drugs drug NNS cord-329318-eo8auo1f 157 3 ribavirin ribavirin RB cord-329318-eo8auo1f 157 4 , , , cord-329318-eo8auo1f 157 5 penciclovir penciclovir NNP cord-329318-eo8auo1f 157 6 , , , cord-329318-eo8auo1f 157 7 and and CC cord-329318-eo8auo1f 157 8 acyclovir acyclovir NNP cord-329318-eo8auo1f 158 1 , , , cord-329318-eo8auo1f 158 2 anticipated anticipate VBN cord-329318-eo8auo1f 158 3 to to TO cord-329318-eo8auo1f 158 4 have have VB cord-329318-eo8auo1f 158 5 some some DT cord-329318-eo8auo1f 158 6 inhibition inhibition NN cord-329318-eo8auo1f 158 7 activity activity NN cord-329318-eo8auo1f 158 8 based base VBN cord-329318-eo8auo1f 158 9 on on IN cord-329318-eo8auo1f 158 10 the the DT cord-329318-eo8auo1f 158 11 LibDock LibDock NNP cord-329318-eo8auo1f 158 12 score score NN cord-329318-eo8auo1f 158 13 , , , cord-329318-eo8auo1f 158 14 are be VBP cord-329318-eo8auo1f 158 15 weakly weakly RB cord-329318-eo8auo1f 158 16 correlated correlate VBN cord-329318-eo8auo1f 158 17 with with IN cord-329318-eo8auo1f 158 18 the the DT cord-329318-eo8auo1f 158 19 reference reference NN cord-329318-eo8auo1f 158 20 conformers conformer NNS cord-329318-eo8auo1f 158 21 group group NN cord-329318-eo8auo1f 158 22 , , , cord-329318-eo8auo1f 158 23 based base VBN cord-329318-eo8auo1f 158 24 on on IN cord-329318-eo8auo1f 158 25 the the DT cord-329318-eo8auo1f 158 26 PCA PCA NNP cord-329318-eo8auo1f 158 27 ( ( -LRB- cord-329318-eo8auo1f 158 28 Figure figure NN cord-329318-eo8auo1f 158 29 2a 2a CD cord-329318-eo8auo1f 158 30 ) ) -RRB- cord-329318-eo8auo1f 158 31 . . . cord-329318-eo8auo1f 159 1 Clearly clearly RB cord-329318-eo8auo1f 159 2 , , , cord-329318-eo8auo1f 159 3 the the DT cord-329318-eo8auo1f 159 4 difference difference NN cord-329318-eo8auo1f 159 5 between between IN cord-329318-eo8auo1f 159 6 PCA PCA NNP cord-329318-eo8auo1f 159 7 and and CC cord-329318-eo8auo1f 159 8 docking docking NN cord-329318-eo8auo1f 159 9 results result NNS cord-329318-eo8auo1f 159 10 could could MD cord-329318-eo8auo1f 159 11 be be VB cord-329318-eo8auo1f 159 12 attributed attribute VBN cord-329318-eo8auo1f 159 13 to to IN cord-329318-eo8auo1f 159 14 the the DT cord-329318-eo8auo1f 159 15 chemical chemical NN cord-329318-eo8auo1f 159 16 thermodynamics thermodynamic NNS cord-329318-eo8auo1f 159 17 properties property NNS cord-329318-eo8auo1f 159 18 accounted account VBD cord-329318-eo8auo1f 159 19 for for IN cord-329318-eo8auo1f 159 20 by by IN cord-329318-eo8auo1f 159 21 descriptor descriptor NN cord-329318-eo8auo1f 159 22 set set VBN cord-329318-eo8auo1f 159 23 I. i. NN cord-329318-eo8auo1f 160 1 The the DT cord-329318-eo8auo1f 160 2 ML ML NNP cord-329318-eo8auo1f 160 3 results result NNS cord-329318-eo8auo1f 160 4 include include VBP cord-329318-eo8auo1f 160 5 additional additional JJ cord-329318-eo8auo1f 160 6 information information NN cord-329318-eo8auo1f 160 7 not not RB cord-329318-eo8auo1f 160 8 only only RB cord-329318-eo8auo1f 160 9 about about IN cord-329318-eo8auo1f 160 10 complex complex JJ cord-329318-eo8auo1f 160 11 processes process NNS cord-329318-eo8auo1f 160 12 but but CC cord-329318-eo8auo1f 160 13 also also RB cord-329318-eo8auo1f 160 14 about about IN cord-329318-eo8auo1f 160 15 the the DT cord-329318-eo8auo1f 160 16 interactions interaction NNS cord-329318-eo8auo1f 160 17 in in IN cord-329318-eo8auo1f 160 18 the the DT cord-329318-eo8auo1f 160 19 real real JJ cord-329318-eo8auo1f 160 20 system system NN cord-329318-eo8auo1f 160 21 . . . cord-329318-eo8auo1f 161 1 A a DT cord-329318-eo8auo1f 161 2 novel novel NN cord-329318-eo8auo1f 161 3 set set NN cord-329318-eo8auo1f 161 4 of of IN cord-329318-eo8auo1f 161 5 descriptors descriptor NNS cord-329318-eo8auo1f 161 6 based base VBN cord-329318-eo8auo1f 161 7 on on IN cord-329318-eo8auo1f 161 8 COSMO COSMO NNP cord-329318-eo8auo1f 161 9 - - HYPH cord-329318-eo8auo1f 161 10 RS RS NNP cord-329318-eo8auo1f 161 11 σ σ NN cord-329318-eo8auo1f 161 12 - - HYPH cord-329318-eo8auo1f 161 13 profiles profile NNS cord-329318-eo8auo1f 161 14 and and CC cord-329318-eo8auo1f 161 15 chemical chemical NN cord-329318-eo8auo1f 161 16 thermodynamics thermodynamic NNS cord-329318-eo8auo1f 161 17 is be VBZ cord-329318-eo8auo1f 161 18 proposed propose VBN cord-329318-eo8auo1f 161 19 and and CC cord-329318-eo8auo1f 161 20 evaluated evaluate VBN cord-329318-eo8auo1f 161 21 using use VBG cord-329318-eo8auo1f 161 22 PCA PCA NNP cord-329318-eo8auo1f 161 23 for for IN cord-329318-eo8auo1f 161 24 the the DT cord-329318-eo8auo1f 161 25 initial initial JJ cord-329318-eo8auo1f 161 26 screening screening NN cord-329318-eo8auo1f 161 27 of of IN cord-329318-eo8auo1f 161 28 a a DT cord-329318-eo8auo1f 161 29 series series NN cord-329318-eo8auo1f 161 30 of of IN cord-329318-eo8auo1f 161 31 nucleotides nucleotide NNS cord-329318-eo8auo1f 161 32 and and CC cord-329318-eo8auo1f 161 33 nucleotide nucleotide JJ cord-329318-eo8auo1f 161 34 - - HYPH cord-329318-eo8auo1f 161 35 analog analog NN cord-329318-eo8auo1f 161 36 RdRp RdRp NNP cord-329318-eo8auo1f 161 37 replication replication NN cord-329318-eo8auo1f 161 38 inhibitor inhibitor NN cord-329318-eo8auo1f 161 39 drugs drug NNS cord-329318-eo8auo1f 161 40 to to TO cord-329318-eo8auo1f 161 41 help help VB cord-329318-eo8auo1f 161 42 accelerate accelerate VB cord-329318-eo8auo1f 161 43 the the DT cord-329318-eo8auo1f 161 44 discovery discovery NN cord-329318-eo8auo1f 161 45 of of IN cord-329318-eo8auo1f 161 46 COVID-19 COVID-19 NNP cord-329318-eo8auo1f 161 47 treatments treatment NNS cord-329318-eo8auo1f 161 48 . . . cord-329318-eo8auo1f 162 1 The the DT cord-329318-eo8auo1f 162 2 proposed propose VBN cord-329318-eo8auo1f 162 3 descriptor descriptor NN cord-329318-eo8auo1f 162 4 set set NN cord-329318-eo8auo1f 162 5 that that WDT cord-329318-eo8auo1f 162 6 accounts account VBZ cord-329318-eo8auo1f 162 7 for for IN cord-329318-eo8auo1f 162 8 chemical chemical JJ cord-329318-eo8auo1f 162 9 thermodynamics thermodynamic NNS cord-329318-eo8auo1f 162 10 in in IN cord-329318-eo8auo1f 162 11 addition addition NN cord-329318-eo8auo1f 162 12 to to IN cord-329318-eo8auo1f 162 13 molecular molecular JJ cord-329318-eo8auo1f 162 14 structure structure NN cord-329318-eo8auo1f 162 15 and and CC cord-329318-eo8auo1f 162 16 features feature VBZ cord-329318-eo8auo1f 162 17 descriptors descriptor NNS cord-329318-eo8auo1f 162 18 with with IN cord-329318-eo8auo1f 162 19 low low JJ cord-329318-eo8auo1f 162 20 degeneracy degeneracy NN cord-329318-eo8auo1f 162 21 is be VBZ cord-329318-eo8auo1f 162 22 evaluated evaluate VBN cord-329318-eo8auo1f 162 23 with with IN cord-329318-eo8auo1f 162 24 respect respect NN cord-329318-eo8auo1f 162 25 to to IN cord-329318-eo8auo1f 162 26 a a DT cord-329318-eo8auo1f 162 27 commonly commonly RB cord-329318-eo8auo1f 162 28 used use VBN cord-329318-eo8auo1f 162 29 descriptor descriptor NN cord-329318-eo8auo1f 162 30 set set VBN cord-329318-eo8auo1f 162 31 based base VBN cord-329318-eo8auo1f 162 32 on on IN cord-329318-eo8auo1f 162 33 molecular molecular JJ cord-329318-eo8auo1f 162 34 structure structure NN cord-329318-eo8auo1f 162 35 alone alone RB cord-329318-eo8auo1f 162 36 and and CC cord-329318-eo8auo1f 162 37 a a DT cord-329318-eo8auo1f 162 38 molecular molecular JJ cord-329318-eo8auo1f 162 39 docking docking NN cord-329318-eo8auo1f 162 40 algorithm algorithm NN cord-329318-eo8auo1f 162 41 . . . cord-329318-eo8auo1f 163 1 The the DT cord-329318-eo8auo1f 163 2 PCA PCA NNP cord-329318-eo8auo1f 163 3 results result NNS cord-329318-eo8auo1f 163 4 show show VBP cord-329318-eo8auo1f 163 5 that that IN cord-329318-eo8auo1f 163 6 the the DT cord-329318-eo8auo1f 163 7 novel novel NN cord-329318-eo8auo1f 163 8 σ σ NN cord-329318-eo8auo1f 163 9 - - HYPH cord-329318-eo8auo1f 163 10 profile profile NN cord-329318-eo8auo1f 163 11 - - HYPH cord-329318-eo8auo1f 163 12 based base VBN cord-329318-eo8auo1f 163 13 descriptor descriptor NN cord-329318-eo8auo1f 163 14 set set VBN cord-329318-eo8auo1f 163 15 I -PRON- PRP cord-329318-eo8auo1f 163 16 clearly clearly RB cord-329318-eo8auo1f 163 17 correlates correlate VBZ cord-329318-eo8auo1f 163 18 the the DT cord-329318-eo8auo1f 163 19 leading lead VBG cord-329318-eo8auo1f 163 20 COVID-19 COVID-19 NNP cord-329318-eo8auo1f 163 21 drugs drug NNS cord-329318-eo8auo1f 163 22 remdesivir remdesivir NNP cord-329318-eo8auo1f 163 23 and and CC cord-329318-eo8auo1f 163 24 EIDD-2801 EIDD-2801 NNP cord-329318-eo8auo1f 163 25 in in IN cord-329318-eo8auo1f 163 26 monophosphate monophosphate NN cord-329318-eo8auo1f 163 27 forms form NNS cord-329318-eo8auo1f 163 28 and and CC cord-329318-eo8auo1f 163 29 highlights highlight VBZ cord-329318-eo8auo1f 163 30 weaker weak JJR cord-329318-eo8auo1f 163 31 correlations correlation NNS cord-329318-eo8auo1f 163 32 with with IN cord-329318-eo8auo1f 163 33 drugs drug NNS cord-329318-eo8auo1f 163 34 that that WDT cord-329318-eo8auo1f 163 35 have have VBP cord-329318-eo8auo1f 163 36 been be VBN cord-329318-eo8auo1f 163 37 reported report VBN cord-329318-eo8auo1f 163 38 to to TO cord-329318-eo8auo1f 163 39 exhibit exhibit VB cord-329318-eo8auo1f 163 40 anti anti JJ cord-329318-eo8auo1f 163 41 - - JJ cord-329318-eo8auo1f 163 42 SARS SARS NNP cord-329318-eo8auo1f 163 43 - - HYPH cord-329318-eo8auo1f 163 44 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 163 45 activity activity NN cord-329318-eo8auo1f 163 46 . . . cord-329318-eo8auo1f 164 1 The the DT cord-329318-eo8auo1f 164 2 comparison comparison NN cord-329318-eo8auo1f 164 3 shows show VBZ cord-329318-eo8auo1f 164 4 that that IN cord-329318-eo8auo1f 164 5 the the DT cord-329318-eo8auo1f 164 6 proposed propose VBN cord-329318-eo8auo1f 164 7 descriptor descriptor NN cord-329318-eo8auo1f 164 8 set set NN cord-329318-eo8auo1f 164 9 is be VBZ cord-329318-eo8auo1f 164 10 superior superior JJ cord-329318-eo8auo1f 164 11 to to IN cord-329318-eo8auo1f 165 1 both both DT cord-329318-eo8auo1f 165 2 the the DT cord-329318-eo8auo1f 165 3 commonly commonly RB cord-329318-eo8auo1f 165 4 used use VBN cord-329318-eo8auo1f 165 5 descriptor descriptor NN cord-329318-eo8auo1f 165 6 set set VBN cord-329318-eo8auo1f 165 7 II II NNP cord-329318-eo8auo1f 165 8 and and CC cord-329318-eo8auo1f 165 9 molecular molecular JJ cord-329318-eo8auo1f 165 10 docking docking NN cord-329318-eo8auo1f 165 11 scores score NNS cord-329318-eo8auo1f 165 12 . . . cord-329318-eo8auo1f 166 1 The the DT cord-329318-eo8auo1f 166 2 presented present VBN cord-329318-eo8auo1f 166 3 approach approach NN cord-329318-eo8auo1f 166 4 for for IN cord-329318-eo8auo1f 166 5 conducting conduct VBG cord-329318-eo8auo1f 166 6 drug drug NN cord-329318-eo8auo1f 166 7 screening screening NN cord-329318-eo8auo1f 166 8 by by IN cord-329318-eo8auo1f 166 9 using use VBG cord-329318-eo8auo1f 166 10 COSMO COSMO NNP cord-329318-eo8auo1f 166 11 - - HYPH cord-329318-eo8auo1f 166 12 RS rs NN cord-329318-eo8auo1f 166 13 - - HYPH cord-329318-eo8auo1f 166 14 based base VBN cord-329318-eo8auo1f 166 15 descriptors descriptor NNS cord-329318-eo8auo1f 166 16 and and CC cord-329318-eo8auo1f 166 17 ML ML NNP cord-329318-eo8auo1f 166 18 can can MD cord-329318-eo8auo1f 166 19 be be VB cord-329318-eo8auo1f 166 20 further further RB cord-329318-eo8auo1f 166 21 augmented augment VBN cord-329318-eo8auo1f 166 22 by by IN cord-329318-eo8auo1f 166 23 taking take VBG cord-329318-eo8auo1f 166 24 into into IN cord-329318-eo8auo1f 166 25 account account NN cord-329318-eo8auo1f 166 26 ( ( -LRB- cord-329318-eo8auo1f 166 27 pre)clinical pre)clinical JJ cord-329318-eo8auo1f 166 28 trial trial NN cord-329318-eo8auo1f 166 29 result result NN cord-329318-eo8auo1f 166 30 - - HYPH cord-329318-eo8auo1f 166 31 based base VBN cord-329318-eo8auo1f 166 32 descriptors descriptor NNS cord-329318-eo8auo1f 166 33 . . . cord-329318-eo8auo1f 167 1 In in IN cord-329318-eo8auo1f 167 2 addition addition NN cord-329318-eo8auo1f 167 3 , , , cord-329318-eo8auo1f 167 4 the the DT cord-329318-eo8auo1f 167 5 proposed propose VBN cord-329318-eo8auo1f 167 6 set set NN cord-329318-eo8auo1f 167 7 of of IN cord-329318-eo8auo1f 167 8 descriptors descriptor NNS cord-329318-eo8auo1f 167 9 can can MD cord-329318-eo8auo1f 167 10 be be VB cord-329318-eo8auo1f 167 11 further further RB cord-329318-eo8auo1f 167 12 enhanced enhance VBN cord-329318-eo8auo1f 167 13 based base VBN cord-329318-eo8auo1f 167 14 on on IN cord-329318-eo8auo1f 167 15 the the DT cord-329318-eo8auo1f 167 16 target target NN cord-329318-eo8auo1f 167 17 , , , cord-329318-eo8auo1f 167 18 and and CC cord-329318-eo8auo1f 167 19 combinations combination NNS cord-329318-eo8auo1f 167 20 of of IN cord-329318-eo8auo1f 167 21 antiviral antiviral JJ cord-329318-eo8auo1f 167 22 drugs drug NNS cord-329318-eo8auo1f 167 23 can can MD cord-329318-eo8auo1f 167 24 be be VB cord-329318-eo8auo1f 167 25 evaluated evaluate VBN cord-329318-eo8auo1f 167 26 and and CC cord-329318-eo8auo1f 167 27 optimized optimize VBN cord-329318-eo8auo1f 167 28 to to TO cord-329318-eo8auo1f 167 29 continue continue VB cord-329318-eo8auo1f 167 30 improving improve VBG cord-329318-eo8auo1f 167 31 COVID-19 covid-19 JJ cord-329318-eo8auo1f 167 32 treatments treatment NNS cord-329318-eo8auo1f 167 33 . . . cord-329318-eo8auo1f 167 34 _SP cord-329318-eo8auo1f 168 1 Timeline Timeline NNP cord-329318-eo8auo1f 168 2 -COVID-19 -COVID-19 NNP cord-329318-eo8auo1f 169 1 Origin origin NN cord-329318-eo8auo1f 169 2 and and CC cord-329318-eo8auo1f 169 3 evolution evolution NN cord-329318-eo8auo1f 169 4 of of IN cord-329318-eo8auo1f 169 5 pathogenic pathogenic JJ cord-329318-eo8auo1f 169 6 coronaviruses coronaviruse NNS cord-329318-eo8auo1f 170 1 The the DT cord-329318-eo8auo1f 170 2 origin origin NN cord-329318-eo8auo1f 170 3 , , , cord-329318-eo8auo1f 170 4 transmission transmission NN cord-329318-eo8auo1f 170 5 and and CC cord-329318-eo8auo1f 170 6 clinical clinical JJ cord-329318-eo8auo1f 170 7 therapies therapy NNS cord-329318-eo8auo1f 170 8 on on IN cord-329318-eo8auo1f 170 9 coronavirus coronavirus NN cord-329318-eo8auo1f 170 10 disease disease NN cord-329318-eo8auo1f 170 11 2019 2019 CD cord-329318-eo8auo1f 170 12 ( ( -LRB- cord-329318-eo8auo1f 170 13 COVID-19 COVID-19 NNP cord-329318-eo8auo1f 170 14 ) ) -RRB- cord-329318-eo8auo1f 170 15 outbreak outbreak NN cord-329318-eo8auo1f 170 16 − − CD cord-329318-eo8auo1f 171 1 an an DT cord-329318-eo8auo1f 171 2 update update NN cord-329318-eo8auo1f 171 3 on on IN cord-329318-eo8auo1f 171 4 the the DT cord-329318-eo8auo1f 171 5 status status NN cord-329318-eo8auo1f 171 6 Global global JJ cord-329318-eo8auo1f 171 7 coalition coalition NN cord-329318-eo8auo1f 171 8 to to TO cord-329318-eo8auo1f 171 9 accelerate accelerate VB cord-329318-eo8auo1f 171 10 COVID-19 COVID-19 NNP cord-329318-eo8auo1f 171 11 clinical clinical JJ cord-329318-eo8auo1f 171 12 research research NN cord-329318-eo8auo1f 171 13 in in IN cord-329318-eo8auo1f 171 14 resource resource NN cord-329318-eo8auo1f 171 15 - - HYPH cord-329318-eo8auo1f 171 16 limited limit VBN cord-329318-eo8auo1f 171 17 settings setting NNS cord-329318-eo8auo1f 172 1 While while IN cord-329318-eo8auo1f 172 2 We -PRON- PRP cord-329318-eo8auo1f 172 3 Wait wait VBP cord-329318-eo8auo1f 172 4 for for IN cord-329318-eo8auo1f 172 5 a a DT cord-329318-eo8auo1f 172 6 Vaccine vaccine NN cord-329318-eo8auo1f 172 7 Against against IN cord-329318-eo8auo1f 172 8 SARS SARS NNP cord-329318-eo8auo1f 172 9 - - HYPH cord-329318-eo8auo1f 172 10 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 172 11 , , , cord-329318-eo8auo1f 172 12 Why why WRB cord-329318-eo8auo1f 172 13 Not not RB cord-329318-eo8auo1f 172 14 Think think VB cord-329318-eo8auo1f 172 15 About about IN cord-329318-eo8auo1f 172 16 Available available JJ cord-329318-eo8auo1f 172 17 Drugs drug NNS cord-329318-eo8auo1f 172 18 ? ? . cord-329318-eo8auo1f 173 1 Structural structural JJ cord-329318-eo8auo1f 173 2 basis basis NN cord-329318-eo8auo1f 173 3 for for IN cord-329318-eo8auo1f 173 4 inhibition inhibition NN cord-329318-eo8auo1f 173 5 of of IN cord-329318-eo8auo1f 173 6 the the DT cord-329318-eo8auo1f 173 7 RNA RNA NNP cord-329318-eo8auo1f 173 8 - - HYPH cord-329318-eo8auo1f 173 9 dependent dependent JJ cord-329318-eo8auo1f 173 10 RNA RNA NNP cord-329318-eo8auo1f 173 11 polymerase polymerase NN cord-329318-eo8auo1f 173 12 from from IN cord-329318-eo8auo1f 173 13 SARS SARS NNP cord-329318-eo8auo1f 173 14 - - HYPH cord-329318-eo8auo1f 173 15 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 173 16 by by IN cord-329318-eo8auo1f 173 17 Remdesivir Remdesivir NNP cord-329318-eo8auo1f 173 18 A a DT cord-329318-eo8auo1f 173 19 pneumonia pneumonia NN cord-329318-eo8auo1f 173 20 outbreak outbreak NN cord-329318-eo8auo1f 173 21 associated associate VBN cord-329318-eo8auo1f 173 22 with with IN cord-329318-eo8auo1f 173 23 a a DT cord-329318-eo8auo1f 173 24 new new JJ cord-329318-eo8auo1f 173 25 coronavirus coronavirus NN cord-329318-eo8auo1f 173 26 of of IN cord-329318-eo8auo1f 173 27 probable probable JJ cord-329318-eo8auo1f 173 28 bat bat NN cord-329318-eo8auo1f 173 29 origin origin NN cord-329318-eo8auo1f 173 30 Treatment Treatment NNP cord-329318-eo8auo1f 173 31 options option NNS cord-329318-eo8auo1f 173 32 for for IN cord-329318-eo8auo1f 173 33 COVID-19 covid-19 NN cord-329318-eo8auo1f 173 34 : : : cord-329318-eo8auo1f 174 1 The the DT cord-329318-eo8auo1f 174 2 reality reality NN cord-329318-eo8auo1f 174 3 and and CC cord-329318-eo8auo1f 174 4 challenges challenge VBZ cord-329318-eo8auo1f 174 5 Remdesivir Remdesivir NNP cord-329318-eo8auo1f 174 6 for for IN cord-329318-eo8auo1f 174 7 the the DT cord-329318-eo8auo1f 174 8 Treatment Treatment NNP cord-329318-eo8auo1f 174 9 of of IN cord-329318-eo8auo1f 174 10 Covid-19 Covid-19 NNP cord-329318-eo8auo1f 174 11   JJ cord-329318-eo8auo1f 174 12 Preliminary Preliminary NNP cord-329318-eo8auo1f 174 13 Report Report NNP cord-329318-eo8auo1f 175 1 Ridgeback Ridgeback NNP cord-329318-eo8auo1f 175 2 begins begin VBZ cord-329318-eo8auo1f 175 3 enrolment enrolment NN cord-329318-eo8auo1f 175 4 for for IN cord-329318-eo8auo1f 175 5 phase phase NN cord-329318-eo8auo1f 175 6 2 2 CD cord-329318-eo8auo1f 175 7 Covid-19 covid-19 NN cord-329318-eo8auo1f 175 8 trial trial NN cord-329318-eo8auo1f 175 9 of of IN cord-329318-eo8auo1f 175 10 EIDD-2801 EIDD-2801 NNP cord-329318-eo8auo1f 176 1 An an DT cord-329318-eo8auo1f 176 2 analysis analysis NN cord-329318-eo8auo1f 176 3 of of IN cord-329318-eo8auo1f 176 4 the the DT cord-329318-eo8auo1f 176 5 attrition attrition NN cord-329318-eo8auo1f 176 6 of of IN cord-329318-eo8auo1f 176 7 drug drug NN cord-329318-eo8auo1f 176 8 candidates candidate NNS cord-329318-eo8auo1f 176 9 from from IN cord-329318-eo8auo1f 176 10 four four CD cord-329318-eo8auo1f 176 11 major major JJ cord-329318-eo8auo1f 176 12 pharmaceutical pharmaceutical JJ cord-329318-eo8auo1f 176 13 companies company NNS cord-329318-eo8auo1f 176 14 Drug Drug NNP cord-329318-eo8auo1f 176 15 repurposing repurposing NN cord-329318-eo8auo1f 176 16 : : : cord-329318-eo8auo1f 176 17 progress progress NN cord-329318-eo8auo1f 176 18 , , , cord-329318-eo8auo1f 176 19 challenges challenge NNS cord-329318-eo8auo1f 176 20 and and CC cord-329318-eo8auo1f 176 21 recommendations recommendation NNS cord-329318-eo8auo1f 176 22 Overcoming overcome VBG cord-329318-eo8auo1f 176 23 the the DT cord-329318-eo8auo1f 176 24 legal legal JJ cord-329318-eo8auo1f 176 25 and and CC cord-329318-eo8auo1f 176 26 regulatory regulatory JJ cord-329318-eo8auo1f 176 27 barriers barrier NNS cord-329318-eo8auo1f 176 28 to to IN cord-329318-eo8auo1f 176 29 drug drug NN cord-329318-eo8auo1f 176 30 repurposing repurpose VBG cord-329318-eo8auo1f 176 31 Computational computational JJ cord-329318-eo8auo1f 176 32 drug drug NN cord-329318-eo8auo1f 176 33 repositioning repositioning NN cord-329318-eo8auo1f 176 34 : : : cord-329318-eo8auo1f 176 35 from from IN cord-329318-eo8auo1f 176 36 data datum NNS cord-329318-eo8auo1f 176 37 to to IN cord-329318-eo8auo1f 176 38 therapeutics therapeutic NNS cord-329318-eo8auo1f 176 39 Thalidomide Thalidomide NNP cord-329318-eo8auo1f 176 40 - - HYPH cord-329318-eo8auo1f 176 41 induced induce VBN cord-329318-eo8auo1f 176 42 teratogenesis teratogenesis NN cord-329318-eo8auo1f 176 43 : : : cord-329318-eo8auo1f 177 1 history history NN cord-329318-eo8auo1f 177 2 and and CC cord-329318-eo8auo1f 177 3 mechanisms mechanism NNS cord-329318-eo8auo1f 177 4 SARS SARS NNP cord-329318-eo8auo1f 177 5 - - HYPH cord-329318-eo8auo1f 177 6 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 178 1 RNA RNA NNP cord-329318-eo8auo1f 178 2 dependent dependent JJ cord-329318-eo8auo1f 178 3 RNA RNA NNP cord-329318-eo8auo1f 178 4 polymerase polymerase NN cord-329318-eo8auo1f 178 5 ( ( -LRB- cord-329318-eo8auo1f 178 6 RdRp RdRp NNP cord-329318-eo8auo1f 178 7 ) ) -RRB- cord-329318-eo8auo1f 178 8 : : : cord-329318-eo8auo1f 179 1 A a DT cord-329318-eo8auo1f 179 2 molecular molecular JJ cord-329318-eo8auo1f 179 3 docking docking NN cord-329318-eo8auo1f 179 4 study study NN cord-329318-eo8auo1f 179 5 . . . cord-329318-eo8auo1f 180 1 Life Life NNP cord-329318-eo8auo1f 180 2 Sci Sci NNP cord-329318-eo8auo1f 180 3 . . NNP cord-329318-eo8auo1f 180 4 2020 2020 CD cord-329318-eo8auo1f 180 5 , , , cord-329318-eo8auo1f 180 6 253 253 CD cord-329318-eo8auo1f 180 7 , , , cord-329318-eo8auo1f 180 8 117592 117592 CD cord-329318-eo8auo1f 180 9 . . . cord-329318-eo8auo1f 181 1 ( ( -LRB- cord-329318-eo8auo1f 181 2 18 18 CD cord-329318-eo8auo1f 181 3 ) ) -RRB- cord-329318-eo8auo1f 181 4 Bouachrine Bouachrine NNP cord-329318-eo8auo1f 181 5 , , , cord-329318-eo8auo1f 181 6 M. M. NNP cord-329318-eo8auo1f 181 7 Molecular Molecular NNP cord-329318-eo8auo1f 181 8 docking docking NN cord-329318-eo8auo1f 181 9 analysis analysis NN cord-329318-eo8auo1f 181 10 of of IN cord-329318-eo8auo1f 181 11 N n NN cord-329318-eo8auo1f 181 12 - - HYPH cord-329318-eo8auo1f 181 13 substituted substitute VBN cord-329318-eo8auo1f 181 14 oseltamivir oseltamivir NNP cord-329318-eo8auo1f 181 15 derivatives derivative NNS cord-329318-eo8auo1f 181 16 with with IN cord-329318-eo8auo1f 181 17 the the DT cord-329318-eo8auo1f 181 18 SARS SARS NNP cord-329318-eo8auo1f 181 19 - - HYPH cord-329318-eo8auo1f 181 20 Cov-2 Cov-2 NNP cord-329318-eo8auo1f 181 21 main main JJ cord-329318-eo8auo1f 181 22 protease protease NN cord-329318-eo8auo1f 181 23 Evaluating evaluate VBG cord-329318-eo8auo1f 181 24 the the DT cord-329318-eo8auo1f 181 25 potential potential NN cord-329318-eo8auo1f 181 26 of of IN cord-329318-eo8auo1f 181 27 different different JJ cord-329318-eo8auo1f 181 28 inhibitors inhibitor NNS cord-329318-eo8auo1f 181 29 on on IN cord-329318-eo8auo1f 181 30 RNA RNA NNP cord-329318-eo8auo1f 181 31 - - HYPH cord-329318-eo8auo1f 181 32 dependent dependent JJ cord-329318-eo8auo1f 181 33 RNA RNA NNP cord-329318-eo8auo1f 181 34 polymerase polymerase NN cord-329318-eo8auo1f 181 35 of of IN cord-329318-eo8auo1f 181 36 severe severe JJ cord-329318-eo8auo1f 181 37 acute acute JJ cord-329318-eo8auo1f 181 38 respiratory respiratory JJ cord-329318-eo8auo1f 181 39 syndrome syndrome NN cord-329318-eo8auo1f 181 40 coronavirus coronavirus NN cord-329318-eo8auo1f 181 41 2 2 CD cord-329318-eo8auo1f 181 42 : : : cord-329318-eo8auo1f 181 43 A a DT cord-329318-eo8auo1f 181 44 molecular molecular JJ cord-329318-eo8auo1f 181 45 modeling modeling NN cord-329318-eo8auo1f 181 46 approach approach NN cord-329318-eo8auo1f 182 1 Remdesivir Remdesivir NNP cord-329318-eo8auo1f 182 2 and and CC cord-329318-eo8auo1f 182 3 chloroquine chloroquine NN cord-329318-eo8auo1f 182 4 effectively effectively RB cord-329318-eo8auo1f 182 5 inhibit inhibit VBP cord-329318-eo8auo1f 182 6 the the DT cord-329318-eo8auo1f 182 7 recently recently RB cord-329318-eo8auo1f 182 8 emerged emerge VBN cord-329318-eo8auo1f 182 9 novel novel JJ cord-329318-eo8auo1f 182 10 coronavirus coronavirus NN cord-329318-eo8auo1f 182 11 ( ( -LRB- cord-329318-eo8auo1f 182 12 2019-nCoV 2019-ncov CD cord-329318-eo8auo1f 182 13 ) ) -RRB- cord-329318-eo8auo1f 182 14 in in IN cord-329318-eo8auo1f 182 15 vitro vitro FW cord-329318-eo8auo1f 182 16 Remdesivir Remdesivir NNP cord-329318-eo8auo1f 182 17 in in IN cord-329318-eo8auo1f 182 18 adults adult NNS cord-329318-eo8auo1f 182 19 with with IN cord-329318-eo8auo1f 182 20 severe severe JJ cord-329318-eo8auo1f 182 21 COVID-19 covid-19 NN cord-329318-eo8auo1f 182 22 : : : cord-329318-eo8auo1f 182 23 a a DT cord-329318-eo8auo1f 182 24 randomised randomised JJ cord-329318-eo8auo1f 182 25 , , , cord-329318-eo8auo1f 182 26 double double JJ cord-329318-eo8auo1f 182 27 - - HYPH cord-329318-eo8auo1f 182 28 blind blind JJ cord-329318-eo8auo1f 182 29 , , , cord-329318-eo8auo1f 182 30 placebo placebo NN cord-329318-eo8auo1f 182 31 - - HYPH cord-329318-eo8auo1f 182 32 controlled control VBN cord-329318-eo8auo1f 182 33 , , , cord-329318-eo8auo1f 182 34 multicentre multicentre NNP cord-329318-eo8auo1f 182 35 trial trial NN cord-329318-eo8auo1f 182 36 Delahaye Delahaye NNP cord-329318-eo8auo1f 182 37 - - HYPH cord-329318-eo8auo1f 182 38 Duriez Duriez NNP cord-329318-eo8auo1f 182 39 , , , cord-329318-eo8auo1f 182 40 A. a. NN cord-329318-eo8auo1f 182 41 Machine machine NN cord-329318-eo8auo1f 182 42 learning learn VBG cord-329318-eo8auo1f 182 43 applications application NNS cord-329318-eo8auo1f 182 44 in in IN cord-329318-eo8auo1f 182 45 drug drug NN cord-329318-eo8auo1f 182 46 development development NN cord-329318-eo8auo1f 182 47 Drug Drug NNP cord-329318-eo8auo1f 182 48 repositioning repositioning NN cord-329318-eo8auo1f 182 49 : : : cord-329318-eo8auo1f 182 50 a a DT cord-329318-eo8auo1f 182 51 machine machine NN cord-329318-eo8auo1f 182 52 - - HYPH cord-329318-eo8auo1f 182 53 learning learn VBG cord-329318-eo8auo1f 182 54 approach approach NN cord-329318-eo8auo1f 182 55 through through IN cord-329318-eo8auo1f 182 56 data data NN cord-329318-eo8auo1f 182 57 integration integration NN cord-329318-eo8auo1f 182 58 Concepts concept NNS cord-329318-eo8auo1f 182 59 of of IN cord-329318-eo8auo1f 182 60 Artificial Artificial NNP cord-329318-eo8auo1f 182 61 Intelligence Intelligence NNP cord-329318-eo8auo1f 182 62 for for IN cord-329318-eo8auo1f 182 63 Computer Computer NNP cord-329318-eo8auo1f 182 64 - - HYPH cord-329318-eo8auo1f 182 65 Assisted Assisted NNP cord-329318-eo8auo1f 182 66 Drug Drug NNP cord-329318-eo8auo1f 182 67 Discovery Discovery NNP cord-329318-eo8auo1f 182 68 26 26 CD cord-329318-eo8auo1f 182 69 ) ) -RRB- cord-329318-eo8auo1f 183 1 Canvas Canvas NNP cord-329318-eo8auo1f 183 2 , , , cord-329318-eo8auo1f 183 3 ver ver NN cord-329318-eo8auo1f 183 4 . . . cord-329318-eo8auo1f 184 1 1.2 1.2 CD cord-329318-eo8auo1f 184 2 ; ; : cord-329318-eo8auo1f 184 3 Schrodinger Schrodinger NNP cord-329318-eo8auo1f 184 4 L L NNP cord-329318-eo8auo1f 184 5 Development Development NNP cord-329318-eo8auo1f 184 6 of of IN cord-329318-eo8auo1f 184 7 Fukui Fukui NNP cord-329318-eo8auo1f 184 8 Function Function NNP cord-329318-eo8auo1f 184 9 Based base VBN cord-329318-eo8auo1f 184 10 Descriptors Descriptors NNP cord-329318-eo8auo1f 184 11 for for IN cord-329318-eo8auo1f 184 12 a a DT cord-329318-eo8auo1f 184 13 Machine Machine NNP cord-329318-eo8auo1f 184 14 Learning Learning NNP cord-329318-eo8auo1f 184 15 Study Study NNP cord-329318-eo8auo1f 184 16 of of IN cord-329318-eo8auo1f 184 17 CO2 CO2 NNP cord-329318-eo8auo1f 184 18 Reduction Reduction NNP cord-329318-eo8auo1f 184 19 Predicting Predicting NNP cord-329318-eo8auo1f 184 20 commercially commercially RB cord-329318-eo8auo1f 184 21 available available JJ cord-329318-eo8auo1f 184 22 antiviral antiviral JJ cord-329318-eo8auo1f 184 23 drugs drug NNS cord-329318-eo8auo1f 184 24 that that WDT cord-329318-eo8auo1f 184 25 may may MD cord-329318-eo8auo1f 184 26 act act VB cord-329318-eo8auo1f 184 27 on on IN cord-329318-eo8auo1f 184 28 the the DT cord-329318-eo8auo1f 184 29 novel novel JJ cord-329318-eo8auo1f 184 30 coronavirus coronavirus NN cord-329318-eo8auo1f 184 31 ( ( -LRB- cord-329318-eo8auo1f 184 32 SARS SARS NNP cord-329318-eo8auo1f 184 33 - - HYPH cord-329318-eo8auo1f 184 34 CoV-2 CoV-2 NNP cord-329318-eo8auo1f 184 35 ) ) -RRB- cord-329318-eo8auo1f 184 36 through through IN cord-329318-eo8auo1f 184 37 a a DT cord-329318-eo8auo1f 184 38 drug drug NN cord-329318-eo8auo1f 184 39 - - HYPH cord-329318-eo8auo1f 184 40 target target NN cord-329318-eo8auo1f 184 41 interaction interaction NN cord-329318-eo8auo1f 184 42 deep deep JJ cord-329318-eo8auo1f 184 43 learning learning NN cord-329318-eo8auo1f 184 44 model model NN cord-329318-eo8auo1f 185 1 The the DT cord-329318-eo8auo1f 185 2 application application NN cord-329318-eo8auo1f 185 3 of of IN cord-329318-eo8auo1f 185 4 principal principal JJ cord-329318-eo8auo1f 185 5 component component NN cord-329318-eo8auo1f 185 6 analysis analysis NN cord-329318-eo8auo1f 185 7 to to IN cord-329318-eo8auo1f 185 8 drug drug NN cord-329318-eo8auo1f 185 9 discovery discovery NN cord-329318-eo8auo1f 185 10 and and CC cord-329318-eo8auo1f 185 11 biomedical biomedical JJ cord-329318-eo8auo1f 185 12 data datum NNS cord-329318-eo8auo1f 185 13 . . . cord-329318-eo8auo1f 186 1 Drug Drug NNP cord-329318-eo8auo1f 186 2 Discovery Discovery NNP cord-329318-eo8auo1f 187 1 Today today NN cord-329318-eo8auo1f 188 1 Comparing compare VBG cord-329318-eo8auo1f 188 2 structural structural JJ cord-329318-eo8auo1f 188 3 and and CC cord-329318-eo8auo1f 188 4 transcriptional transcriptional JJ cord-329318-eo8auo1f 188 5 drug drug NN cord-329318-eo8auo1f 188 6 networks network NNS cord-329318-eo8auo1f 188 7 reveals reveal VBZ cord-329318-eo8auo1f 188 8 signatures signature NNS cord-329318-eo8auo1f 188 9 of of IN cord-329318-eo8auo1f 188 10 drug drug NN cord-329318-eo8auo1f 188 11 activity activity NN cord-329318-eo8auo1f 188 12 and and CC cord-329318-eo8auo1f 188 13 toxicity toxicity NN cord-329318-eo8auo1f 188 14 in in IN cord-329318-eo8auo1f 188 15 transcriptional transcriptional JJ cord-329318-eo8auo1f 188 16 responses response NNS cord-329318-eo8auo1f 188 17 AICD AICD NNP cord-329318-eo8auo1f 188 18 : : : cord-329318-eo8auo1f 188 19 an an DT cord-329318-eo8auo1f 188 20 integrated integrate VBN cord-329318-eo8auo1f 188 21 antiinfammatory antiinfammatory NNP cord-329318-eo8auo1f 188 22 compounds compound NNS cord-329318-eo8auo1f 188 23 database database VBP cord-329318-eo8auo1f 188 24 for for IN cord-329318-eo8auo1f 188 25 drug drug NN cord-329318-eo8auo1f 188 26 discovery discovery NN cord-329318-eo8auo1f 189 1 Structure−Activity Structure−Activity NNP cord-329318-eo8auo1f 189 2 Relationship Relationship NNP cord-329318-eo8auo1f 189 3 for for IN cord-329318-eo8auo1f 189 4 FDA FDA NNP cord-329318-eo8auo1f 189 5 Approved approve VBN cord-329318-eo8auo1f 189 6 Drugs drug NNS cord-329318-eo8auo1f 190 1 As as IN cord-329318-eo8auo1f 190 2 Inhibitors Inhibitors NNP cord-329318-eo8auo1f 190 3 of of IN cord-329318-eo8auo1f 190 4 the the DT cord-329318-eo8auo1f 190 5 Human Human NNP cord-329318-eo8auo1f 190 6 Sodium Sodium NNP cord-329318-eo8auo1f 190 7 Taurocholate Taurocholate NNP cord-329318-eo8auo1f 190 8 Cotransporting Cotransporting NNP cord-329318-eo8auo1f 190 9 Polypeptide Polypeptide NNP cord-329318-eo8auo1f 190 10 ( ( -LRB- cord-329318-eo8auo1f 190 11 NTCP NTCP NNP cord-329318-eo8auo1f 190 12 ) ) -RRB- cord-329318-eo8auo1f 190 13 Drug drug NN cord-329318-eo8auo1f 190 14 - - HYPH cord-329318-eo8auo1f 190 15 likeness likeness NN cord-329318-eo8auo1f 190 16 analysis analysis NN cord-329318-eo8auo1f 190 17 of of IN cord-329318-eo8auo1f 190 18 traditional traditional JJ cord-329318-eo8auo1f 190 19 Chinese chinese JJ cord-329318-eo8auo1f 190 20 medicines medicine NNS cord-329318-eo8auo1f 190 21 : : : cord-329318-eo8auo1f 190 22 1 1 CD cord-329318-eo8auo1f 190 23 . . . cord-329318-eo8auo1f 191 1 property property NN cord-329318-eo8auo1f 191 2 distributions distribution NNS cord-329318-eo8auo1f 191 3 of of IN cord-329318-eo8auo1f 191 4 drug drug NN cord-329318-eo8auo1f 191 5 - - HYPH cord-329318-eo8auo1f 191 6 like like JJ cord-329318-eo8auo1f 191 7 compounds compound NNS cord-329318-eo8auo1f 191 8 , , , cord-329318-eo8auo1f 191 9 non non JJ cord-329318-eo8auo1f 191 10 - - JJ cord-329318-eo8auo1f 191 11 drug drug JJ cord-329318-eo8auo1f 191 12 - - HYPH cord-329318-eo8auo1f 191 13 like like JJ cord-329318-eo8auo1f 191 14 compounds compound NNS cord-329318-eo8auo1f 191 15 and and CC cord-329318-eo8auo1f 191 16 natural natural JJ cord-329318-eo8auo1f 191 17 compounds compound NNS cord-329318-eo8auo1f 191 18 from from IN cord-329318-eo8auo1f 191 19 traditional traditional JJ cord-329318-eo8auo1f 191 20 Chinese chinese JJ cord-329318-eo8auo1f 191 21 medicines medicine NNS cord-329318-eo8auo1f 191 22 Conductor conductor NN cord-329318-eo8auo1f 191 23 - - HYPH cord-329318-eo8auo1f 191 24 like like NNP cord-329318-eo8auo1f 191 25 Screening Screening NNP cord-329318-eo8auo1f 191 26 Model Model NNP cord-329318-eo8auo1f 191 27 for for IN cord-329318-eo8auo1f 191 28 Real real JJ cord-329318-eo8auo1f 191 29 Solvents solvent NNS cord-329318-eo8auo1f 191 30 : : : cord-329318-eo8auo1f 191 31 A a DT cord-329318-eo8auo1f 191 32 New New NNP cord-329318-eo8auo1f 191 33 Approach Approach NNP cord-329318-eo8auo1f 191 34 to to IN cord-329318-eo8auo1f 191 35 the the DT cord-329318-eo8auo1f 191 36 Quantitative Quantitative NNP cord-329318-eo8auo1f 191 37 Calculation Calculation NNP cord-329318-eo8auo1f 191 38 of of IN cord-329318-eo8auo1f 191 39 Solvation Solvation NNP cord-329318-eo8auo1f 191 40 Phenomena Phenomena NNP cord-329318-eo8auo1f 191 41 Bioisosteric Bioisosteric NNP cord-329318-eo8auo1f 191 42 Similarity Similarity NNP cord-329318-eo8auo1f 191 43 Based base VBN cord-329318-eo8auo1f 191 44 on on IN cord-329318-eo8auo1f 192 1 COSMO COSMO NNP cord-329318-eo8auo1f 192 2 - - HYPH cord-329318-eo8auo1f 192 3 RS RS NNP cord-329318-eo8auo1f 192 4 σ σ NN cord-329318-eo8auo1f 192 5 Profiles Profiles NNPS cord-329318-eo8auo1f 192 6 COSMOf COSMOf NNP cord-329318-eo8auo1f 192 7 rag rag NN cord-329318-eo8auo1f 192 8 : : : cord-329318-eo8auo1f 193 1 A a DT cord-329318-eo8auo1f 193 2 Novel Novel NNP cord-329318-eo8auo1f 193 3 Tool tool NN cord-329318-eo8auo1f 193 4 for for IN cord-329318-eo8auo1f 193 5 High High NNP cord-329318-eo8auo1f 193 6 - - HYPH cord-329318-eo8auo1f 193 7 Throughput Throughput NNP cord-329318-eo8auo1f 193 8 ADME ADME NNP cord-329318-eo8auo1f 193 9 Property Property NNP cord-329318-eo8auo1f 193 10 Prediction Prediction NNP cord-329318-eo8auo1f 193 11 and and CC cord-329318-eo8auo1f 193 12 Similarity Similarity NNP cord-329318-eo8auo1f 193 13 Screening Screening NNP cord-329318-eo8auo1f 193 14 Based Based NNP cord-329318-eo8auo1f 193 15 on on IN cord-329318-eo8auo1f 193 16 Quantum Quantum NNP cord-329318-eo8auo1f 193 17 Chemistry Chemistry NNP cord-329318-eo8auo1f 193 18 Prediction Prediction NNP cord-329318-eo8auo1f 193 19 of of IN cord-329318-eo8auo1f 193 20 aqueous aqueous JJ cord-329318-eo8auo1f 193 21 solubility solubility NN cord-329318-eo8auo1f 193 22 of of IN cord-329318-eo8auo1f 193 23 drugs drug NNS cord-329318-eo8auo1f 193 24 and and CC cord-329318-eo8auo1f 193 25 pesticides pesticide NNS cord-329318-eo8auo1f 193 26 with with IN cord-329318-eo8auo1f 193 27 COSMO COSMO NNP cord-329318-eo8auo1f 193 28 - - HYPH cord-329318-eo8auo1f 193 29 RS RS NNP cord-329318-eo8auo1f 193 30 Density density NN cord-329318-eo8auo1f 193 31 - - HYPH cord-329318-eo8auo1f 193 32 functional functional JJ cord-329318-eo8auo1f 193 33 thermochemistry thermochemistry NN cord-329318-eo8auo1f 193 34 . . . cord-329318-eo8auo1f 194 1 III III NNP cord-329318-eo8auo1f 194 2 . . . cord-329318-eo8auo1f 195 1 The the DT cord-329318-eo8auo1f 195 2 role role NN cord-329318-eo8auo1f 195 3 of of IN cord-329318-eo8auo1f 195 4 exact exact JJ cord-329318-eo8auo1f 195 5 exchange exchange NN cord-329318-eo8auo1f 196 1 An an DT cord-329318-eo8auo1f 196 2 All All NNP cord-329318-eo8auo1f 196 3 - - HYPH cord-329318-eo8auo1f 196 4 Electron Electron NNP cord-329318-eo8auo1f 196 5 Numerical Numerical NNP cord-329318-eo8auo1f 196 6 Method Method NNP cord-329318-eo8auo1f 196 7 for for IN cord-329318-eo8auo1f 196 8 Solving solve VBG cord-329318-eo8auo1f 196 9 the the DT cord-329318-eo8auo1f 196 10 Local Local NNP cord-329318-eo8auo1f 196 11 Density Density NNP cord-329318-eo8auo1f 196 12 Functional Functional NNP cord-329318-eo8auo1f 196 13 for for IN cord-329318-eo8auo1f 196 14 Polyatomic Polyatomic NNP cord-329318-eo8auo1f 196 15 Molecules Molecules NNP cord-329318-eo8auo1f 196 16 COSMO COSMO NNP cord-329318-eo8auo1f 196 17 : : : cord-329318-eo8auo1f 196 18 a a DT cord-329318-eo8auo1f 196 19 new new JJ cord-329318-eo8auo1f 196 20 approach approach NN cord-329318-eo8auo1f 196 21 to to TO cord-329318-eo8auo1f 196 22 dielectric dielectric VB cord-329318-eo8auo1f 196 23 screening screening NN cord-329318-eo8auo1f 196 24 in in IN cord-329318-eo8auo1f 196 25 solvents solvent NNS cord-329318-eo8auo1f 196 26 with with IN cord-329318-eo8auo1f 196 27 explicit explicit JJ cord-329318-eo8auo1f 196 28 expressions expression NNS cord-329318-eo8auo1f 196 29 for for IN cord-329318-eo8auo1f 196 30 the the DT cord-329318-eo8auo1f 196 31 screening screening NN cord-329318-eo8auo1f 196 32 energy energy NN cord-329318-eo8auo1f 196 33 and and CC cord-329318-eo8auo1f 196 34 its -PRON- PRP$ cord-329318-eo8auo1f 196 35 gradient gradient NN cord-329318-eo8auo1f 196 36 Refinement Refinement NNP cord-329318-eo8auo1f 196 37 and and CC cord-329318-eo8auo1f 196 38 Parametrization Parametrization NNP cord-329318-eo8auo1f 196 39 of of IN cord-329318-eo8auo1f 196 40 COSMO COSMO NNP cord-329318-eo8auo1f 196 41 - - HYPH cord-329318-eo8auo1f 196 42 RS RS NNP cord-329318-eo8auo1f 196 43 Validation Validation NNP cord-329318-eo8auo1f 196 44 of of IN cord-329318-eo8auo1f 196 45 the the DT cord-329318-eo8auo1f 196 46 general general JJ cord-329318-eo8auo1f 196 47 purpose purpose NN cord-329318-eo8auo1f 197 1 QUANTA QUANTA NNP cord-329318-eo8auo1f 198 1 ® ® . cord-329318-eo8auo1f 199 1 3.2 3.2 CD cord-329318-eo8auo1f 199 2 / / SYM cord-329318-eo8auo1f 199 3 CHARMm CHARMm NNPS cord-329318-eo8auo1f 199 4 ® ® POS cord-329318-eo8auo1f 199 5 force force NN cord-329318-eo8auo1f 199 6 field field NN cord-329318-eo8auo1f 199 7 High High NNP cord-329318-eo8auo1f 199 8 Throughput Throughput NNP cord-329318-eo8auo1f 199 9 Docking Docking NNP cord-329318-eo8auo1f 199 10 for for IN cord-329318-eo8auo1f 199 11 Library Library NNP cord-329318-eo8auo1f 199 12 Design Design NNP cord-329318-eo8auo1f 199 13 and and CC cord-329318-eo8auo1f 199 14 Library Library NNP cord-329318-eo8auo1f 199 15 Prioritization Prioritization NNP cord-329318-eo8auo1f 199 16 Kurane Kurane NNP cord-329318-eo8auo1f 199 17 , , , cord-329318-eo8auo1f 199 18 I. I. NNP cord-329318-eo8auo1f 199 19 Inhibitory inhibitory JJ cord-329318-eo8auo1f 199 20 effect effect NN cord-329318-eo8auo1f 199 21 of of IN cord-329318-eo8auo1f 199 22 mizoribine mizoribine NN cord-329318-eo8auo1f 199 23 and and CC cord-329318-eo8auo1f 199 24 ribavirin ribavirin NN cord-329318-eo8auo1f 199 25 on on IN cord-329318-eo8auo1f 199 26 the the DT cord-329318-eo8auo1f 199 27 replication replication NN cord-329318-eo8auo1f 199 28 of of IN cord-329318-eo8auo1f 199 29 severe severe JJ cord-329318-eo8auo1f 199 30 acute acute JJ cord-329318-eo8auo1f 199 31 respiratory respiratory JJ cord-329318-eo8auo1f 199 32 syndrome syndrome NN cord-329318-eo8auo1f 199 33 ( ( -LRB- cord-329318-eo8auo1f 199 34 SARS)-associated sars)-associated CD cord-329318-eo8auo1f 199 35 coronavirus coronavirus NN cord-329318-eo8auo1f 199 36 Anti Anti NNP cord-329318-eo8auo1f 199 37 - - NNP cord-329318-eo8auo1f 199 38 HCV HCV NNP cord-329318-eo8auo1f 199 39 , , , cord-329318-eo8auo1f 199 40 nucleotide nucleotide JJ cord-329318-eo8auo1f 199 41 inhibitors inhibitor NNS cord-329318-eo8auo1f 199 42 , , , cord-329318-eo8auo1f 199 43 repurposing repurpose VBG cord-329318-eo8auo1f 199 44 against against IN cord-329318-eo8auo1f 199 45 COVID-19 COVID-19 NNP cord-329318-eo8auo1f 199 46 Impact Impact NNP cord-329318-eo8auo1f 199 47 of of IN cord-329318-eo8auo1f 199 48 acyclovir acyclovir NNP cord-329318-eo8auo1f 199 49 use use NN cord-329318-eo8auo1f 199 50 on on IN cord-329318-eo8auo1f 199 51 survival survival NN cord-329318-eo8auo1f 199 52 of of IN cord-329318-eo8auo1f 199 53 patients patient NNS cord-329318-eo8auo1f 199 54 with with IN cord-329318-eo8auo1f 199 55 ventilator ventilator NN cord-329318-eo8auo1f 199 56 - - HYPH cord-329318-eo8auo1f 199 57 associated associate VBN cord-329318-eo8auo1f 199 58 pneumonia pneumonia NN cord-329318-eo8auo1f 199 59 and and CC cord-329318-eo8auo1f 199 60 high high JJ cord-329318-eo8auo1f 199 61 load load NN cord-329318-eo8auo1f 199 62 herpes herpes NN cord-329318-eo8auo1f 199 63 simplex simplex NN cord-329318-eo8auo1f 199 64 virus virus NN cord-329318-eo8auo1f 199 65 replication replication NN cord-329318-eo8auo1f 199 66 Validation Validation NNP cord-329318-eo8auo1f 199 67 Studies Studies NNPS cord-329318-eo8auo1f 199 68 of of IN cord-329318-eo8auo1f 199 69 the the DT cord-329318-eo8auo1f 199 70 Site site NN cord-329318-eo8auo1f 199 71 - - HYPH cord-329318-eo8auo1f 199 72 Directed direct VBN cord-329318-eo8auo1f 199 73 Docking Docking NNP cord-329318-eo8auo1f 199 74 Program Program NNP cord-329318-eo8auo1f 199 75 LibDock LibDock NNP cord-329318-eo8auo1f 200 1 The the DT cord-329318-eo8auo1f 200 2 authors author NNS cord-329318-eo8auo1f 200 3 declare declare VBP cord-329318-eo8auo1f 200 4 no no DT cord-329318-eo8auo1f 200 5 competing compete VBG cord-329318-eo8auo1f 200 6 financial financial JJ cord-329318-eo8auo1f 200 7 interest interest NN cord-329318-eo8auo1f 200 8 . . . cord-329318-eo8auo1f 200 9 _SP