id sid tid token lemma pos 2b88qc00j27 1 1 network network NOUN 2b88qc00j27 1 2 science science NOUN 2b88qc00j27 1 3 spans span VERB 2b88qc00j27 1 4 many many ADJ 2b88qc00j27 1 5 domains domain NOUN 2b88qc00j27 1 6 , , PUNCT 2b88qc00j27 1 7 including include VERB 2b88qc00j27 1 8 computational computational ADJ 2b88qc00j27 1 9 biology biology NOUN 2b88qc00j27 1 10 . . PUNCT 2b88qc00j27 2 1 biomolecules biomolecule NOUN 2b88qc00j27 2 2 in in ADP 2b88qc00j27 2 3 the the DET 2b88qc00j27 2 4 cell cell NOUN 2b88qc00j27 2 5 do do AUX 2b88qc00j27 2 6 not not PART 2b88qc00j27 2 7 function function VERB 2b88qc00j27 2 8 alone alone ADV 2b88qc00j27 2 9 but but CCONJ 2b88qc00j27 2 10 instead instead ADV 2b88qc00j27 2 11 interact interact VERB 2b88qc00j27 2 12 with with ADP 2b88qc00j27 2 13 each each DET 2b88qc00j27 2 14 other other ADJ 2b88qc00j27 2 15 to to PART 2b88qc00j27 2 16 carry carry VERB 2b88qc00j27 2 17 out out ADP 2b88qc00j27 2 18 cellular cellular ADJ 2b88qc00j27 2 19 processes process NOUN 2b88qc00j27 2 20 . . PUNCT 2b88qc00j27 3 1 this this PRON 2b88qc00j27 3 2 is be AUX 2b88qc00j27 3 3 what what PRON 2b88qc00j27 3 4 biological biological ADJ 2b88qc00j27 3 5 networks network NOUN 2b88qc00j27 3 6 model model NOUN 2b88qc00j27 3 7 . . PUNCT 2b88qc00j27 4 1 efficient efficient ADJ 2b88qc00j27 4 2 computational computational ADJ 2b88qc00j27 4 3 analyses analysis NOUN 2b88qc00j27 4 4 of of ADP 2b88qc00j27 4 5 biological biological ADJ 2b88qc00j27 4 6 networks network NOUN 2b88qc00j27 4 7 have have VERB 2b88qc00j27 4 8 a a DET 2b88qc00j27 4 9 potential potential NOUN 2b88qc00j27 4 10 to to PART 2b88qc00j27 4 11 deepen deepen VERB 2b88qc00j27 4 12 our our PRON 2b88qc00j27 4 13 understanding understanding NOUN 2b88qc00j27 4 14 of of ADP 2b88qc00j27 4 15 complex complex ADJ 2b88qc00j27 4 16 biological biological ADJ 2b88qc00j27 4 17 processes process NOUN 2b88qc00j27 4 18 , , PUNCT 2b88qc00j27 4 19 which which PRON 2b88qc00j27 4 20 has have VERB 2b88qc00j27 4 21 important important ADJ 2b88qc00j27 4 22 biomedical biomedical ADJ 2b88qc00j27 4 23 applications application NOUN 2b88qc00j27 4 24 , , PUNCT 2b88qc00j27 4 25 such such ADJ 2b88qc00j27 4 26 as as ADP 2b88qc00j27 4 27 identification identification NOUN 2b88qc00j27 4 28 of of ADP 2b88qc00j27 4 29 disease disease NOUN 2b88qc00j27 4 30 genes gene NOUN 2b88qc00j27 4 31 . . PUNCT 2b88qc00j27 5 1 however however ADV 2b88qc00j27 5 2 , , PUNCT 2b88qc00j27 5 3 several several ADJ 2b88qc00j27 5 4 challenges challenge NOUN 2b88qc00j27 5 5 exist exist VERB 2b88qc00j27 5 6 in in ADP 2b88qc00j27 5 7 biological biological ADJ 2b88qc00j27 5 8 network network NOUN 2b88qc00j27 5 9 research research NOUN 2b88qc00j27 5 10 : : PUNCT 2b88qc00j27 5 11 1 1 X 2b88qc00j27 5 12 ) ) PUNCT 2b88qc00j27 5 13 biological biological ADJ 2b88qc00j27 5 14 network network NOUN 2b88qc00j27 5 15 data datum NOUN 2b88qc00j27 5 16 are be AUX 2b88qc00j27 5 17 heterogeneous heterogeneous ADJ 2b88qc00j27 5 18 due due ADP 2b88qc00j27 5 19 to to ADP 2b88qc00j27 5 20 availability availability NOUN 2b88qc00j27 5 21 of of ADP 2b88qc00j27 5 22 various various ADJ 2b88qc00j27 5 23 data datum NOUN 2b88qc00j27 5 24 types type NOUN 2b88qc00j27 5 25 . . PUNCT 2b88qc00j27 6 1 2 2 X 2b88qc00j27 6 2 ) ) PUNCT 2b88qc00j27 6 3 the the DET 2b88qc00j27 6 4 data datum NOUN 2b88qc00j27 6 5 represent represent VERB 2b88qc00j27 6 6 static static ADJ 2b88qc00j27 6 7 snapshots snapshot NOUN 2b88qc00j27 6 8 of of ADP 2b88qc00j27 6 9 dynamic dynamic ADJ 2b88qc00j27 6 10 cellular cellular ADJ 2b88qc00j27 6 11 functioning functioning NOUN 2b88qc00j27 6 12 . . PUNCT 2b88qc00j27 7 1 3 3 X 2b88qc00j27 7 2 ) ) PUNCT 2b88qc00j27 7 3 the the DET 2b88qc00j27 7 4 data datum NOUN 2b88qc00j27 7 5 are be AUX 2b88qc00j27 7 6 noisy noisy ADJ 2b88qc00j27 7 7 . . PUNCT 2b88qc00j27 8 1 4 4 X 2b88qc00j27 8 2 ) ) PUNCT 2b88qc00j27 8 3 many many ADJ 2b88qc00j27 8 4 network network NOUN 2b88qc00j27 8 5 theoretic theoretic ADJ 2b88qc00j27 8 6 problems problem NOUN 2b88qc00j27 8 7 , , PUNCT 2b88qc00j27 8 8 such such ADJ 2b88qc00j27 8 9 as as ADP 2b88qc00j27 8 10 network network NOUN 2b88qc00j27 8 11 comparison comparison NOUN 2b88qc00j27 8 12 and and CCONJ 2b88qc00j27 8 13 alignment alignment NOUN 2b88qc00j27 8 14 , , PUNCT 2b88qc00j27 8 15 are be AUX 2b88qc00j27 8 16 computationally computationally ADV 2b88qc00j27 8 17 intractable intractable ADJ 2b88qc00j27 8 18 . . PUNCT 2b88qc00j27 9 1 yet yet ADV 2b88qc00j27 9 2 , , PUNCT 2b88qc00j27 9 3 developing develop VERB 2b88qc00j27 9 4 efficient efficient ADJ 2b88qc00j27 9 5 computational computational ADJ 2b88qc00j27 9 6 strategies strategy NOUN 2b88qc00j27 9 7 to to PART 2b88qc00j27 9 8 address address VERB 2b88qc00j27 9 9 these these DET 2b88qc00j27 9 10 challenges challenge NOUN 2b88qc00j27 9 11 is be AUX 2b88qc00j27 9 12 important important ADJ 2b88qc00j27 9 13 , , PUNCT 2b88qc00j27 9 14 as as SCONJ 2b88qc00j27 9 15 such such ADJ 2b88qc00j27 9 16 strategies strategy NOUN 2b88qc00j27 9 17 can can AUX 2b88qc00j27 9 18 assist assist VERB 2b88qc00j27 9 19 with with ADP 2b88qc00j27 9 20 e.g. e.g. ADJ 2b88qc00j27 9 21 , , PUNCT 2b88qc00j27 9 22 across across ADP 2b88qc00j27 9 23 - - PUNCT 2b88qc00j27 9 24 species species NOUN 2b88qc00j27 9 25 transfer transfer NOUN 2b88qc00j27 9 26 of of ADP 2b88qc00j27 9 27 biological biological ADJ 2b88qc00j27 9 28 knowledge knowledge NOUN 2b88qc00j27 9 29 or or CCONJ 2b88qc00j27 9 30 protein protein NOUN 2b88qc00j27 9 31 classification.with classification.with ADP 2b88qc00j27 9 32 these these DET 2b88qc00j27 9 33 motivations motivation NOUN 2b88qc00j27 9 34 , , PUNCT 2b88qc00j27 9 35 this this DET 2b88qc00j27 9 36 ph.d ph.d PROPN 2b88qc00j27 9 37 . . PUNCT 2b88qc00j27 9 38 dissertation dissertation NOUN 2b88qc00j27 9 39 focuses focus VERB 2b88qc00j27 9 40 on on ADP 2b88qc00j27 9 41 the the DET 2b88qc00j27 9 42 development development NOUN 2b88qc00j27 9 43 of of ADP 2b88qc00j27 9 44 the the DET 2b88qc00j27 9 45 following following ADJ 2b88qc00j27 9 46 novel novel ADJ 2b88qc00j27 9 47 computational computational ADJ 2b88qc00j27 9 48 strategies strategy NOUN 2b88qc00j27 9 49 for for ADP 2b88qc00j27 9 50 integrative integrative ADJ 2b88qc00j27 9 51 , , PUNCT 2b88qc00j27 9 52 dynamic dynamic ADJ 2b88qc00j27 9 53 , , PUNCT 2b88qc00j27 9 54 and and CCONJ 2b88qc00j27 9 55 comparative comparative ADJ 2b88qc00j27 9 56 biological biological ADJ 2b88qc00j27 9 57 network network NOUN 2b88qc00j27 9 58 analysis analysis NOUN 2b88qc00j27 9 59 . . PUNCT 2b88qc00j27 10 1 1 1 X 2b88qc00j27 10 2 ) ) PUNCT 2b88qc00j27 10 3 since since SCONJ 2b88qc00j27 10 4 different different ADJ 2b88qc00j27 10 5 biological biological ADJ 2b88qc00j27 10 6 data datum NOUN 2b88qc00j27 10 7 types type NOUN 2b88qc00j27 10 8 can can AUX 2b88qc00j27 10 9 complement complement VERB 2b88qc00j27 10 10 each each DET 2b88qc00j27 10 11 other other ADJ 2b88qc00j27 10 12 , , PUNCT 2b88qc00j27 10 13 we we PRON 2b88qc00j27 10 14 develop develop VERB 2b88qc00j27 10 15 a a DET 2b88qc00j27 10 16 computational computational ADJ 2b88qc00j27 10 17 framework framework NOUN 2b88qc00j27 10 18 for for ADP 2b88qc00j27 10 19 integrating integrate VERB 2b88qc00j27 10 20 different different ADJ 2b88qc00j27 10 21 data datum NOUN 2b88qc00j27 10 22 types type NOUN 2b88qc00j27 10 23 to to PART 2b88qc00j27 10 24 allow allow VERB 2b88qc00j27 10 25 for for ADP 2b88qc00j27 10 26 comprehensive comprehensive ADJ 2b88qc00j27 10 27 data datum NOUN 2b88qc00j27 10 28 analyses analysis NOUN 2b88qc00j27 10 29 . . PUNCT 2b88qc00j27 11 1 2 2 X 2b88qc00j27 11 2 ) ) PUNCT 2b88qc00j27 11 3 while while SCONJ 2b88qc00j27 11 4 current current ADJ 2b88qc00j27 11 5 biological biological ADJ 2b88qc00j27 11 6 network network NOUN 2b88qc00j27 11 7 research research NOUN 2b88qc00j27 11 8 has have AUX 2b88qc00j27 11 9 been be AUX 2b88qc00j27 11 10 static static ADJ 2b88qc00j27 11 11 , , PUNCT 2b88qc00j27 11 12 to to PART 2b88qc00j27 11 13 better well ADV 2b88qc00j27 11 14 understand understand VERB 2b88qc00j27 11 15 dynamic dynamic ADJ 2b88qc00j27 11 16 cellular cellular ADJ 2b88qc00j27 11 17 functioning functioning NOUN 2b88qc00j27 11 18 , , PUNCT 2b88qc00j27 11 19 we we PRON 2b88qc00j27 11 20 use use VERB 2b88qc00j27 11 21 the the DET 2b88qc00j27 11 22 integrative integrative ADJ 2b88qc00j27 11 23 framework framework NOUN 2b88qc00j27 11 24 to to PART 2b88qc00j27 11 25 infer infer VERB 2b88qc00j27 11 26 dynamic dynamic ADJ 2b88qc00j27 11 27 biological biological ADJ 2b88qc00j27 11 28 networks network NOUN 2b88qc00j27 11 29 . . PUNCT 2b88qc00j27 12 1 then then ADV 2b88qc00j27 12 2 , , PUNCT 2b88qc00j27 12 3 we we PRON 2b88qc00j27 12 4 analyze analyze VERB 2b88qc00j27 12 5 the the DET 2b88qc00j27 12 6 dynamic dynamic ADJ 2b88qc00j27 12 7 networks network NOUN 2b88qc00j27 12 8 to to PART 2b88qc00j27 12 9 ( ( PUNCT 2b88qc00j27 12 10 computationally computationally ADV 2b88qc00j27 12 11 ) ) PUNCT 2b88qc00j27 12 12 predict predict VERB 2b88qc00j27 12 13 new new ADJ 2b88qc00j27 12 14 biological biological ADJ 2b88qc00j27 12 15 knowledge knowledge NOUN 2b88qc00j27 12 16 . . PUNCT 2b88qc00j27 13 1 3 3 X 2b88qc00j27 13 2 ) ) PUNCT 2b88qc00j27 13 3 since since SCONJ 2b88qc00j27 13 4 current current ADJ 2b88qc00j27 13 5 biological biological ADJ 2b88qc00j27 13 6 network network NOUN 2b88qc00j27 13 7 data datum NOUN 2b88qc00j27 13 8 are be AUX 2b88qc00j27 13 9 noisy noisy ADJ 2b88qc00j27 13 10 , , PUNCT 2b88qc00j27 13 11 we we PRON 2b88qc00j27 13 12 computationally computationally ADV 2b88qc00j27 13 13 de de ADJ 2b88qc00j27 13 14 - - ADJ 2b88qc00j27 13 15 noise noise ADJ 2b88qc00j27 13 16 the the DET 2b88qc00j27 13 17 data datum NOUN 2b88qc00j27 13 18 to to PART 2b88qc00j27 13 19 improve improve VERB 2b88qc00j27 13 20 the the DET 2b88qc00j27 13 21 prediction prediction NOUN 2b88qc00j27 13 22 quality quality NOUN 2b88qc00j27 13 23 . . PUNCT 2b88qc00j27 14 1 4 4 X 2b88qc00j27 14 2 ) ) PUNCT 2b88qc00j27 14 3 since since SCONJ 2b88qc00j27 14 4 network network NOUN 2b88qc00j27 14 5 alignment alignment NOUN 2b88qc00j27 14 6 ( ( PUNCT 2b88qc00j27 14 7 na na NOUN 2b88qc00j27 14 8 ) ) PUNCT 2b88qc00j27 14 9 can can AUX 2b88qc00j27 14 10 aid aid VERB 2b88qc00j27 14 11 across across ADP 2b88qc00j27 14 12 - - PUNCT 2b88qc00j27 14 13 species species NOUN 2b88qc00j27 14 14 knowledge knowledge NOUN 2b88qc00j27 14 15 transfer transfer NOUN 2b88qc00j27 14 16 , , PUNCT 2b88qc00j27 14 17 we we PRON 2b88qc00j27 14 18 develop develop VERB 2b88qc00j27 14 19 a a DET 2b88qc00j27 14 20 computational computational ADJ 2b88qc00j27 14 21 framework framework NOUN 2b88qc00j27 14 22 for for ADP 2b88qc00j27 14 23 fair fair ADJ 2b88qc00j27 14 24 evaluation evaluation NOUN 2b88qc00j27 14 25 of of ADP 2b88qc00j27 14 26 na na ADP 2b88qc00j27 14 27 methods method NOUN 2b88qc00j27 14 28 . . PUNCT 2b88qc00j27 15 1 since since SCONJ 2b88qc00j27 15 2 a a DET 2b88qc00j27 15 3 heterogeneous heterogeneous ADJ 2b88qc00j27 15 4 network network NOUN 2b88qc00j27 15 5 capturing capture VERB 2b88qc00j27 15 6 different different ADJ 2b88qc00j27 15 7 data datum NOUN 2b88qc00j27 15 8 types type NOUN 2b88qc00j27 15 9 can can AUX 2b88qc00j27 15 10 allow allow VERB 2b88qc00j27 15 11 for for ADP 2b88qc00j27 15 12 more more ADV 2b88qc00j27 15 13 comprehensive comprehensive ADJ 2b88qc00j27 15 14 data datum NOUN 2b88qc00j27 15 15 analyses analysis NOUN 2b88qc00j27 15 16 compared compare VERB 2b88qc00j27 15 17 to to ADP 2b88qc00j27 15 18 a a DET 2b88qc00j27 15 19 homogeneous homogeneous ADJ 2b88qc00j27 15 20 network network NOUN 2b88qc00j27 15 21 , , PUNCT 2b88qc00j27 15 22 and and CCONJ 2b88qc00j27 15 23 also also ADV 2b88qc00j27 15 24 since since SCONJ 2b88qc00j27 15 25 traditional traditional ADJ 2b88qc00j27 15 26 na na PART 2b88qc00j27 15 27 has have AUX 2b88qc00j27 15 28 been be AUX 2b88qc00j27 15 29 homogeneous homogeneous ADJ 2b88qc00j27 15 30 , , PUNCT 2b88qc00j27 15 31 we we PRON 2b88qc00j27 15 32 introduce introduce VERB 2b88qc00j27 15 33 a a DET 2b88qc00j27 15 34 novel novel NOUN 2b88qc00j27 15 35 heterogeneous heterogeneous ADJ 2b88qc00j27 15 36 na na ADP 2b88qc00j27 15 37 method method NOUN 2b88qc00j27 15 38 . . PUNCT 2b88qc00j27 16 1 also also ADV 2b88qc00j27 16 2 , , PUNCT 2b88qc00j27 16 3 we we PRON 2b88qc00j27 16 4 develop develop VERB 2b88qc00j27 16 5 a a DET 2b88qc00j27 16 6 comprehensive comprehensive ADJ 2b88qc00j27 16 7 framework framework NOUN 2b88qc00j27 16 8 for for ADP 2b88qc00j27 16 9 alignment alignment NOUN 2b88qc00j27 16 10 - - PUNCT 2b88qc00j27 16 11 free free ADJ 2b88qc00j27 16 12 ( ( PUNCT 2b88qc00j27 16 13 as as SCONJ 2b88qc00j27 16 14 opposed oppose VERB 2b88qc00j27 16 15 to to ADP 2b88qc00j27 16 16 the the DET 2b88qc00j27 16 17 above above ADJ 2b88qc00j27 16 18 alignment alignment NOUN 2b88qc00j27 16 19 - - PUNCT 2b88qc00j27 16 20 based base VERB 2b88qc00j27 16 21 ) ) PUNCT 2b88qc00j27 16 22 network network NOUN 2b88qc00j27 16 23 comparison comparison NOUN 2b88qc00j27 16 24 , , PUNCT 2b88qc00j27 16 25 which which PRON 2b88qc00j27 16 26 can can AUX 2b88qc00j27 16 27 deal deal VERB 2b88qc00j27 16 28 with with ADP 2b88qc00j27 16 29 multiple multiple ADJ 2b88qc00j27 16 30 data datum NOUN 2b88qc00j27 16 31 types type NOUN 2b88qc00j27 16 32 . . PUNCT 2b88qc00j27 17 1 5 5 X 2b88qc00j27 17 2 ) ) PUNCT 2b88qc00j27 17 3 we we PRON 2b88qc00j27 17 4 use use VERB 2b88qc00j27 17 5 the the DET 2b88qc00j27 17 6 above above ADJ 2b88qc00j27 17 7 approaches approach NOUN 2b88qc00j27 17 8 to to PART 2b88qc00j27 17 9 study study VERB 2b88qc00j27 17 10 human human ADJ 2b88qc00j27 17 11 aging aging NOUN 2b88qc00j27 17 12 and and CCONJ 2b88qc00j27 17 13 for for ADP 2b88qc00j27 17 14 protein protein NOUN 2b88qc00j27 17 15 classification classification NOUN 2b88qc00j27 17 16 . . PUNCT 2b88qc00j27 18 1 further far ADV 2b88qc00j27 18 2 , , PUNCT 2b88qc00j27 18 3 we we PRON 2b88qc00j27 18 4 carry carry VERB 2b88qc00j27 18 5 out out ADP 2b88qc00j27 18 6 a a DET 2b88qc00j27 18 7 collaborative collaborative ADJ 2b88qc00j27 18 8 application application NOUN 2b88qc00j27 18 9 of of ADP 2b88qc00j27 18 10 network network NOUN 2b88qc00j27 18 11 - - PUNCT 2b88qc00j27 18 12 based base VERB 2b88qc00j27 18 13 analyses analysis NOUN 2b88qc00j27 18 14 of of ADP 2b88qc00j27 18 15 the the DET 2b88qc00j27 18 16 human human ADJ 2b88qc00j27 18 17 ubiquitin ubiquitin ADJ 2b88qc00j27 18 18 - - PUNCT 2b88qc00j27 18 19 proteasome proteasome NOUN 2b88qc00j27 18 20 system system NOUN 2b88qc00j27 18 21 . . PUNCT