id sid tid token lemma pos 37720c5050m 1 1 in in ADP 37720c5050m 1 2 recent recent ADJ 37720c5050m 1 3 years year NOUN 37720c5050m 1 4 , , PUNCT 37720c5050m 1 5 state state NOUN 37720c5050m 1 6 - - PUNCT 37720c5050m 1 7 of of ADP 37720c5050m 1 8 - - PUNCT 37720c5050m 1 9 the the DET 37720c5050m 1 10 - - PUNCT 37720c5050m 1 11 art art NOUN 37720c5050m 1 12 molecular molecular ADJ 37720c5050m 1 13 diagnostic diagnostic ADJ 37720c5050m 1 14 technologies technology NOUN 37720c5050m 1 15 make make VERB 37720c5050m 1 16 it it PRON 37720c5050m 1 17 possible possible ADJ 37720c5050m 1 18 to to PART 37720c5050m 1 19 accurately accurately ADV 37720c5050m 1 20 detect detect VERB 37720c5050m 1 21 certain certain ADJ 37720c5050m 1 22 diseases disease NOUN 37720c5050m 1 23 with with ADP 37720c5050m 1 24 molecule molecule NOUN 37720c5050m 1 25 biomarkers biomarker NOUN 37720c5050m 1 26 , , PUNCT 37720c5050m 1 27 replacing replace VERB 37720c5050m 1 28 the the DET 37720c5050m 1 29 traditional traditional ADJ 37720c5050m 1 30 culturing culturing NOUN 37720c5050m 1 31 - - PUNCT 37720c5050m 1 32 based base VERB 37720c5050m 1 33 gold gold NOUN 37720c5050m 1 34 standard standard NOUN 37720c5050m 1 35 . . PUNCT 37720c5050m 2 1 however however ADV 37720c5050m 2 2 , , PUNCT 37720c5050m 2 3 most most ADV 37720c5050m 2 4 molecular molecular ADJ 37720c5050m 2 5 diagnostic diagnostic ADJ 37720c5050m 2 6 techniques technique NOUN 37720c5050m 2 7 are be AUX 37720c5050m 2 8 disease disease NOUN 37720c5050m 2 9 / / SYM 37720c5050m 2 10 biomarker biomarker NOUN 37720c5050m 2 11 specific specific NOUN 37720c5050m 2 12 and and CCONJ 37720c5050m 2 13 can can AUX 37720c5050m 2 14 not not PART 37720c5050m 2 15 be be AUX 37720c5050m 2 16 used use VERB 37720c5050m 2 17 for for ADP 37720c5050m 2 18 point point NOUN 37720c5050m 2 19 - - PUNCT 37720c5050m 2 20 of of ADP 37720c5050m 2 21 - - PUNCT 37720c5050m 2 22 care care NOUN 37720c5050m 2 23 ( ( PUNCT 37720c5050m 2 24 poc poc X 37720c5050m 2 25 ) ) PUNCT 37720c5050m 2 26 pan pan NOUN 37720c5050m 2 27 - - PUNCT 37720c5050m 2 28 disease disease NOUN 37720c5050m 2 29 screening screening NOUN 37720c5050m 2 30 of of ADP 37720c5050m 2 31 a a DET 37720c5050m 2 32 multitude multitude NOUN 37720c5050m 2 33 of of ADP 37720c5050m 2 34 molecular molecular ADJ 37720c5050m 2 35 biomarkers biomarker NOUN 37720c5050m 2 36 . . PUNCT 37720c5050m 3 1 they they PRON 37720c5050m 3 2 also also ADV 37720c5050m 3 3 rely rely VERB 37720c5050m 3 4 on on ADP 37720c5050m 3 5 extensive extensive ADJ 37720c5050m 3 6 and and CCONJ 37720c5050m 3 7 expensive expensive ADJ 37720c5050m 3 8 experiments experiment NOUN 37720c5050m 3 9 in in ADP 37720c5050m 3 10 the the DET 37720c5050m 3 11 lab lab NOUN 37720c5050m 3 12 . . PUNCT 37720c5050m 4 1 to to PART 37720c5050m 4 2 solve solve VERB 37720c5050m 4 3 this this DET 37720c5050m 4 4 problem problem NOUN 37720c5050m 4 5 , , PUNCT 37720c5050m 4 6 we we PRON 37720c5050m 4 7 urgently urgently ADV 37720c5050m 4 8 need need VERB 37720c5050m 4 9 microfluidic microfluidic ADJ 37720c5050m 4 10 tools tool NOUN 37720c5050m 4 11 to to PART 37720c5050m 4 12 rapidly rapidly ADV 37720c5050m 4 13 detect detect VERB 37720c5050m 4 14 and and CCONJ 37720c5050m 4 15 quantify quantify VERB 37720c5050m 4 16 multiple multiple ADJ 37720c5050m 4 17 molecular molecular ADJ 37720c5050m 4 18 biomarkers biomarker NOUN 37720c5050m 4 19 within within ADP 37720c5050m 4 20 a a DET 37720c5050m 4 21 minimum minimum ADJ 37720c5050m 4 22 amount amount NOUN 37720c5050m 4 23 of of ADP 37720c5050m 4 24 clinical clinical ADJ 37720c5050m 4 25 sample sample NOUN 37720c5050m 4 26 --and --and PUNCT 37720c5050m 4 27 do do AUX 37720c5050m 4 28 so so ADV 37720c5050m 4 29 at at ADP 37720c5050m 4 30 high high ADJ 37720c5050m 4 31 throughput throughput NOUN 37720c5050m 4 32 so so ADV 37720c5050m 4 33 many many ADJ 37720c5050m 4 34 samples sample NOUN 37720c5050m 4 35 can can AUX 37720c5050m 4 36 be be AUX 37720c5050m 4 37 processed process VERB 37720c5050m 4 38 . . PUNCT 37720c5050m 5 1 in in ADP 37720c5050m 5 2 particular particular ADJ 37720c5050m 5 3 , , PUNCT 37720c5050m 5 4 an an DET 37720c5050m 5 5 integrated integrate VERB 37720c5050m 5 6 liquid liquid ADJ 37720c5050m 5 7 biopsy biopsy ADJ 37720c5050m 5 8 chip chip NOUN 37720c5050m 5 9 is be AUX 37720c5050m 5 10 desired desire VERB 37720c5050m 5 11 to to PART 37720c5050m 5 12 profile profile VERB 37720c5050m 5 13 the the DET 37720c5050m 5 14 irregular irregular ADJ 37720c5050m 5 15 expression expression NOUN 37720c5050m 5 16 of of ADP 37720c5050m 5 17 a a DET 37720c5050m 5 18 large large ADJ 37720c5050m 5 19 panel panel NOUN 37720c5050m 5 20 of of ADP 37720c5050m 5 21 microrna microrna PROPN 37720c5050m 5 22 ( ( PUNCT 37720c5050m 5 23 mirna mirna PROPN 37720c5050m 5 24 ) ) PUNCT 37720c5050m 5 25 biomarkers biomarker NOUN 37720c5050m 5 26 for for ADP 37720c5050m 5 27 early early ADJ 37720c5050m 5 28 pan pan ADJ 37720c5050m 5 29 - - ADJ 37720c5050m 5 30 cancer cancer NOUN 37720c5050m 5 31 screening screening NOUN 37720c5050m 5 32 . . PUNCT 37720c5050m 6 1 fluidic fluidic ADJ 37720c5050m 6 2 - - PUNCT 37720c5050m 6 3 based base VERB 37720c5050m 6 4 ionic ionic ADJ 37720c5050m 6 5 circuits circuit NOUN 37720c5050m 6 6 , , PUNCT 37720c5050m 6 7 as as SCONJ 37720c5050m 6 8 potential potential ADJ 37720c5050m 6 9 tools tool NOUN 37720c5050m 6 10 to to PART 37720c5050m 6 11 integrate integrate VERB 37720c5050m 6 12 such such DET 37720c5050m 6 13 a a DET 37720c5050m 6 14 liquid liquid ADJ 37720c5050m 6 15 biopsy biopsy ADJ 37720c5050m 6 16 chip chip NOUN 37720c5050m 6 17 , , PUNCT 37720c5050m 6 18 have have AUX 37720c5050m 6 19 drawn draw VERB 37720c5050m 6 20 much much ADJ 37720c5050m 6 21 attention attention NOUN 37720c5050m 6 22 , , PUNCT 37720c5050m 6 23 for for SCONJ 37720c5050m 6 24 they they PRON 37720c5050m 6 25 can can AUX 37720c5050m 6 26 precisely precisely ADV 37720c5050m 6 27 concentrate concentrate VERB 37720c5050m 6 28 , , PUNCT 37720c5050m 6 29 separate separate ADJ 37720c5050m 6 30 and and CCONJ 37720c5050m 6 31 detect detect VERB 37720c5050m 6 32 molecular molecular ADJ 37720c5050m 6 33 biomarkers biomarker NOUN 37720c5050m 6 34 in in ADP 37720c5050m 6 35 a a DET 37720c5050m 6 36 low low ADJ 37720c5050m 6 37 - - PUNCT 37720c5050m 6 38 cost cost NOUN 37720c5050m 6 39 microfluidic microfluidic ADJ 37720c5050m 6 40 chip chip NOUN 37720c5050m 6 41 . . PUNCT 37720c5050m 7 1 one one NUM 37720c5050m 7 2 problem problem NOUN 37720c5050m 7 3 with with ADP 37720c5050m 7 4 the the DET 37720c5050m 7 5 current current ADJ 37720c5050m 7 6 ionic ionic ADJ 37720c5050m 7 7 circuit circuit NOUN 37720c5050m 7 8 devices device NOUN 37720c5050m 7 9 is be AUX 37720c5050m 7 10 their their PRON 37720c5050m 7 11 low low ADJ 37720c5050m 7 12 throughput throughput NOUN 37720c5050m 7 13 and and CCONJ 37720c5050m 7 14 high high ADJ 37720c5050m 7 15 energy energy NOUN 37720c5050m 7 16 consumption consumption NOUN 37720c5050m 7 17 , , PUNCT 37720c5050m 7 18 which which PRON 37720c5050m 7 19 makes make VERB 37720c5050m 7 20 it it PRON 37720c5050m 7 21 impossible impossible ADJ 37720c5050m 7 22 for for SCONJ 37720c5050m 7 23 them they PRON 37720c5050m 7 24 to to PART 37720c5050m 7 25 sustain sustain VERB 37720c5050m 7 26 enough enough ADJ 37720c5050m 7 27 ion ion NOUN 37720c5050m 7 28 and and CCONJ 37720c5050m 7 29 molecular molecular ADJ 37720c5050m 7 30 fluxes flux NOUN 37720c5050m 7 31 and and CCONJ 37720c5050m 7 32 to to PART 37720c5050m 7 33 enable enable VERB 37720c5050m 7 34 a a DET 37720c5050m 7 35 large large ADJ 37720c5050m 7 36 - - PUNCT 37720c5050m 7 37 scale scale NOUN 37720c5050m 7 38 integration integration NOUN 37720c5050m 7 39 of of ADP 37720c5050m 7 40 multiplex multiplex ADJ 37720c5050m 7 41 sensors sensor NOUN 37720c5050m 7 42 and and CCONJ 37720c5050m 7 43 a a DET 37720c5050m 7 44 rapid rapid ADJ 37720c5050m 7 45 detection detection NOUN 37720c5050m 7 46 process.to process.to X 37720c5050m 7 47 overcome overcome VERB 37720c5050m 7 48 aforementioned aforementioned ADJ 37720c5050m 7 49 limitations limitation NOUN 37720c5050m 7 50 , , PUNCT 37720c5050m 7 51 i i PRON 37720c5050m 7 52 demonstrate demonstrate VERB 37720c5050m 7 53 three three NUM 37720c5050m 7 54 novel novel ADJ 37720c5050m 7 55 ionic ionic ADJ 37720c5050m 7 56 circuit circuit NOUN 37720c5050m 7 57 devices device NOUN 37720c5050m 7 58 for for ADP 37720c5050m 7 59 high high ADJ 37720c5050m 7 60 - - PUNCT 37720c5050m 7 61 throughput throughput NOUN 37720c5050m 7 62 and and CCONJ 37720c5050m 7 63 multiplex multiplex ADJ 37720c5050m 7 64 integration integration NOUN 37720c5050m 7 65 of of ADP 37720c5050m 7 66 the the DET 37720c5050m 7 67 liquid liquid ADJ 37720c5050m 7 68 biopsy biopsy ADJ 37720c5050m 7 69 chip chip NOUN 37720c5050m 7 70 . . PUNCT 37720c5050m 8 1 in in ADP 37720c5050m 8 2 chapter chapter NOUN 37720c5050m 8 3 1 1 NUM 37720c5050m 8 4 , , PUNCT 37720c5050m 8 5 i i PRON 37720c5050m 8 6 review review VERB 37720c5050m 8 7 current current ADJ 37720c5050m 8 8 mirna mirna PROPN 37720c5050m 8 9 technologies technology NOUN 37720c5050m 8 10 and and CCONJ 37720c5050m 8 11 specify specify VERB 37720c5050m 8 12 the the DET 37720c5050m 8 13 needed need VERB 37720c5050m 8 14 ionic ionic ADJ 37720c5050m 8 15 circuit circuit NOUN 37720c5050m 8 16 technologies technology NOUN 37720c5050m 8 17 . . PUNCT 37720c5050m 9 1 in in ADP 37720c5050m 9 2 chapter chapter NOUN 37720c5050m 9 3 2 2 NUM 37720c5050m 9 4 , , PUNCT 37720c5050m 9 5 by by ADP 37720c5050m 9 6 using use VERB 37720c5050m 9 7 non non ADJ 37720c5050m 9 8 - - ADJ 37720c5050m 9 9 linear linear ADJ 37720c5050m 9 10 electrokinetics electrokinetic NOUN 37720c5050m 9 11 in in ADP 37720c5050m 9 12 a a DET 37720c5050m 9 13 microfluidic microfluidic ADJ 37720c5050m 9 14 - - PUNCT 37720c5050m 9 15 ion ion NOUN 37720c5050m 9 16 exchange exchange NOUN 37720c5050m 9 17 membrane membrane NOUN 37720c5050m 9 18 hybrid hybrid NOUN 37720c5050m 9 19 chip chip NOUN 37720c5050m 9 20 , , PUNCT 37720c5050m 9 21 i i PRON 37720c5050m 9 22 develop develop VERB 37720c5050m 9 23 a a DET 37720c5050m 9 24 versatile versatile ADJ 37720c5050m 9 25 , , PUNCT 37720c5050m 9 26 high high ADJ 37720c5050m 9 27 - - PUNCT 37720c5050m 9 28 flux flux NOUN 37720c5050m 9 29 ionic ionic ADJ 37720c5050m 9 30 circuit circuit NOUN 37720c5050m 9 31 component component NOUN 37720c5050m 9 32 that that PRON 37720c5050m 9 33 acts act VERB 37720c5050m 9 34 as as ADP 37720c5050m 9 35 either either CCONJ 37720c5050m 9 36 an an DET 37720c5050m 9 37 ionic ionic ADJ 37720c5050m 9 38 diode diode NOUN 37720c5050m 9 39 or or CCONJ 37720c5050m 9 40 an an DET 37720c5050m 9 41 ionic ionic ADJ 37720c5050m 9 42 transistor transistor NOUN 37720c5050m 9 43 . . PUNCT 37720c5050m 10 1 the the DET 37720c5050m 10 2 proposed propose VERB 37720c5050m 10 3 device device NOUN 37720c5050m 10 4 is be AUX 37720c5050m 10 5 aimed aim VERB 37720c5050m 10 6 to to PART 37720c5050m 10 7 rapidly rapidly ADV 37720c5050m 10 8 transport transport VERB 37720c5050m 10 9 molecule molecule NOUN 37720c5050m 10 10 biomarkers biomarker NOUN 37720c5050m 10 11 among among ADP 37720c5050m 10 12 different different ADJ 37720c5050m 10 13 functional functional ADJ 37720c5050m 10 14 modules module NOUN 37720c5050m 10 15 in in ADP 37720c5050m 10 16 the the DET 37720c5050m 10 17 integrated integrated ADJ 37720c5050m 10 18 chip chip NOUN 37720c5050m 10 19 so so SCONJ 37720c5050m 10 20 as as SCONJ 37720c5050m 10 21 to to PART 37720c5050m 10 22 eliminate eliminate VERB 37720c5050m 10 23 external external ADJ 37720c5050m 10 24 sample sample NOUN 37720c5050m 10 25 transfer transfer NOUN 37720c5050m 10 26 . . PUNCT 37720c5050m 11 1 in in ADP 37720c5050m 11 2 chapter chapter NOUN 37720c5050m 11 3 3 3 NUM 37720c5050m 11 4 , , PUNCT 37720c5050m 11 5 by by ADP 37720c5050m 11 6 studying study VERB 37720c5050m 11 7 the the DET 37720c5050m 11 8 stable stable ADJ 37720c5050m 11 9 but but CCONJ 37720c5050m 11 10 inhomogeneous inhomogeneous ADJ 37720c5050m 11 11 ion ion NOUN 37720c5050m 11 12 concentration concentration NOUN 37720c5050m 11 13 polarization polarization NOUN 37720c5050m 11 14 induced induce VERB 37720c5050m 11 15 by by ADP 37720c5050m 11 16 my my PRON 37720c5050m 11 17 ionic ionic ADJ 37720c5050m 11 18 transistor transistor NOUN 37720c5050m 11 19 , , PUNCT 37720c5050m 11 20 i i PRON 37720c5050m 11 21 design design VERB 37720c5050m 11 22 an an DET 37720c5050m 11 23 on on ADP 37720c5050m 11 24 - - PUNCT 37720c5050m 11 25 chip chip NOUN 37720c5050m 11 26 sample sample NOUN 37720c5050m 11 27 pretreatment pretreatment NOUN 37720c5050m 11 28 module module NOUN 37720c5050m 11 29 to to PART 37720c5050m 11 30 purify purify VERB 37720c5050m 11 31 nucleic nucleic ADJ 37720c5050m 11 32 acid acid NOUN 37720c5050m 11 33 targets target NOUN 37720c5050m 11 34 from from ADP 37720c5050m 11 35 a a DET 37720c5050m 11 36 heterogeneous heterogeneous ADJ 37720c5050m 11 37 solution solution NOUN 37720c5050m 11 38 . . PUNCT 37720c5050m 12 1 this this DET 37720c5050m 12 2 pretreatment pretreatment NOUN 37720c5050m 12 3 device device NOUN 37720c5050m 12 4 is be AUX 37720c5050m 12 5 ideal ideal ADJ 37720c5050m 12 6 for for SCONJ 37720c5050m 12 7 the the DET 37720c5050m 12 8 integrated integrated ADJ 37720c5050m 12 9 liquid liquid ADJ 37720c5050m 12 10 biopsy biopsy ADJ 37720c5050m 12 11 chip chip NOUN 37720c5050m 12 12 to to PART 37720c5050m 12 13 process process VERB 37720c5050m 12 14 clinical clinical ADJ 37720c5050m 12 15 samples sample NOUN 37720c5050m 12 16 . . PUNCT 37720c5050m 13 1 in in ADP 37720c5050m 13 2 chapter chapter NOUN 37720c5050m 13 3 4 4 NUM 37720c5050m 13 4 , , PUNCT 37720c5050m 13 5 based base VERB 37720c5050m 13 6 on on ADP 37720c5050m 13 7 a a DET 37720c5050m 13 8 reversible reversible ADJ 37720c5050m 13 9 redox redox ADJ 37720c5050m 13 10 reaction reaction NOUN 37720c5050m 13 11 on on ADP 37720c5050m 13 12 a a DET 37720c5050m 13 13 silicon silicon NOUN 37720c5050m 13 14 microelectrode microelectrode NOUN 37720c5050m 13 15 , , PUNCT 37720c5050m 13 16 i i PRON 37720c5050m 13 17 invent invent VERB 37720c5050m 13 18 an an DET 37720c5050m 13 19 ionic ionic ADJ 37720c5050m 13 20 memristor memristor NOUN 37720c5050m 13 21 to to PART 37720c5050m 13 22 realize realize VERB 37720c5050m 13 23 an an DET 37720c5050m 13 24 ionic ionic ADJ 37720c5050m 13 25 latch latch NOUN 37720c5050m 13 26 that that PRON 37720c5050m 13 27 can can AUX 37720c5050m 13 28 digitize digitize VERB 37720c5050m 13 29 and and CCONJ 37720c5050m 13 30 memorize memorize VERB 37720c5050m 13 31 ionic ionic ADJ 37720c5050m 13 32 current current ADJ 37720c5050m 13 33 signals signal NOUN 37720c5050m 13 34 transmitted transmit VERB 37720c5050m 13 35 in in ADP 37720c5050m 13 36 physiological physiological ADJ 37720c5050m 13 37 buffers buffer NOUN 37720c5050m 13 38 . . PUNCT 37720c5050m 14 1 such such DET 37720c5050m 14 2 an an DET 37720c5050m 14 3 ionic ionic ADJ 37720c5050m 14 4 latch latch NOUN 37720c5050m 14 5 can can AUX 37720c5050m 14 6 integrate integrate VERB 37720c5050m 14 7 multiplex multiplex ADJ 37720c5050m 14 8 ion ion NOUN 37720c5050m 14 9 current current ADJ 37720c5050m 14 10 biosensors biosensor NOUN 37720c5050m 14 11 , , PUNCT 37720c5050m 14 12 laying lay VERB 37720c5050m 14 13 the the DET 37720c5050m 14 14 foundation foundation NOUN 37720c5050m 14 15 of of ADP 37720c5050m 14 16 rapid rapid ADJ 37720c5050m 14 17 and and CCONJ 37720c5050m 14 18 parallel parallel ADJ 37720c5050m 14 19 operation operation NOUN 37720c5050m 14 20 for for ADP 37720c5050m 14 21 the the DET 37720c5050m 14 22 integrated integrated ADJ 37720c5050m 14 23 liquid liquid ADJ 37720c5050m 14 24 biopsy biopsy ADJ 37720c5050m 14 25 chip chip NOUN 37720c5050m 14 26 . . PUNCT 37720c5050m 15 1 in in ADP 37720c5050m 15 2 the the DET 37720c5050m 15 3 last last ADJ 37720c5050m 15 4 chapter chapter NOUN 37720c5050m 15 5 , , PUNCT 37720c5050m 15 6 i i PRON 37720c5050m 15 7 discuss discuss VERB 37720c5050m 15 8 the the DET 37720c5050m 15 9 application application NOUN 37720c5050m 15 10 of of ADP 37720c5050m 15 11 the the DET 37720c5050m 15 12 integrated integrated ADJ 37720c5050m 15 13 liquid liquid ADJ 37720c5050m 15 14 biopsy biopsy ADJ 37720c5050m 15 15 chip chip NOUN 37720c5050m 15 16 to to ADP 37720c5050m 15 17 multiplex multiplex ADJ 37720c5050m 15 18 mirna mirna PROPN 37720c5050m 15 19 profiling profiling NOUN 37720c5050m 15 20 and and CCONJ 37720c5050m 15 21 protein protein NOUN 37720c5050m 15 22 detection detection NOUN 37720c5050m 15 23 , , PUNCT 37720c5050m 15 24 and and CCONJ 37720c5050m 15 25 i i PRON 37720c5050m 15 26 also also ADV 37720c5050m 15 27 suggest suggest VERB 37720c5050m 15 28 future future ADJ 37720c5050m 15 29 integration integration NOUN 37720c5050m 15 30 of of ADP 37720c5050m 15 31 high high ADJ 37720c5050m 15 32 - - PUNCT 37720c5050m 15 33 flux flux NOUN 37720c5050m 15 34 ionic ionic ADJ 37720c5050m 15 35 circuits circuit NOUN 37720c5050m 15 36 to to ADP 37720c5050m 15 37 implantable implantable NOUN 37720c5050m 15 38 or or CCONJ 37720c5050m 15 39 wearable wearable ADJ 37720c5050m 15 40 theranostic theranostic ADJ 37720c5050m 15 41 platforms platform NOUN 37720c5050m 15 42 . . PUNCT