id sid tid token lemma pos 2227mp51r18 1 1 networks network NOUN 2227mp51r18 1 2 can can AUX 2227mp51r18 1 3 be be AUX 2227mp51r18 1 4 used use VERB 2227mp51r18 1 5 to to PART 2227mp51r18 1 6 model model VERB 2227mp51r18 1 7 complex complex ADJ 2227mp51r18 1 8 real real ADJ 2227mp51r18 1 9 - - PUNCT 2227mp51r18 1 10 world world NOUN 2227mp51r18 1 11 systems system NOUN 2227mp51r18 1 12 from from ADP 2227mp51r18 1 13 many many ADJ 2227mp51r18 1 14 domains domain NOUN 2227mp51r18 1 15 , , PUNCT 2227mp51r18 1 16 including include VERB 2227mp51r18 1 17 computational computational ADJ 2227mp51r18 1 18 biology biology NOUN 2227mp51r18 1 19 . . PUNCT 2227mp51r18 2 1 a a DET 2227mp51r18 2 2 protein protein NOUN 2227mp51r18 2 3 - - PUNCT 2227mp51r18 2 4 protein protein NOUN 2227mp51r18 2 5 interaction interaction NOUN 2227mp51r18 2 6 ( ( PUNCT 2227mp51r18 2 7 ppi ppi PROPN 2227mp51r18 2 8 ) ) PUNCT 2227mp51r18 2 9 network network NOUN 2227mp51r18 2 10 ( ( PUNCT 2227mp51r18 2 11 ppin ppin NOUN 2227mp51r18 2 12 ) ) PUNCT 2227mp51r18 2 13 , , PUNCT 2227mp51r18 2 14 in in ADP 2227mp51r18 2 15 which which PRON 2227mp51r18 2 16 nodes node NOUN 2227mp51r18 2 17 are be AUX 2227mp51r18 2 18 proteins protein NOUN 2227mp51r18 2 19 and and CCONJ 2227mp51r18 2 20 edges edge NOUN 2227mp51r18 2 21 are be AUX 2227mp51r18 2 22 ppis ppis ADJ 2227mp51r18 2 23 , , PUNCT 2227mp51r18 2 24 is be AUX 2227mp51r18 2 25 a a DET 2227mp51r18 2 26 popular popular ADJ 2227mp51r18 2 27 type type NOUN 2227mp51r18 2 28 of of ADP 2227mp51r18 2 29 biological biological ADJ 2227mp51r18 2 30 network network NOUN 2227mp51r18 2 31 . . PUNCT 2227mp51r18 3 1 while while SCONJ 2227mp51r18 3 2 ppin ppin ADJ 2227mp51r18 3 3 data datum NOUN 2227mp51r18 3 4 are be AUX 2227mp51r18 3 5 becoming become VERB 2227mp51r18 3 6 widely widely ADV 2227mp51r18 3 7 available available ADJ 2227mp51r18 3 8 thanks thank NOUN 2227mp51r18 3 9 to to ADP 2227mp51r18 3 10 biotechnological biotechnological ADJ 2227mp51r18 3 11 advancements advancement NOUN 2227mp51r18 3 12 , , PUNCT 2227mp51r18 3 13 functions function NOUN 2227mp51r18 3 14 of of ADP 2227mp51r18 3 15 many many ADJ 2227mp51r18 3 16 proteins protein NOUN 2227mp51r18 3 17 remain remain VERB 2227mp51r18 3 18 unknown unknown ADJ 2227mp51r18 3 19 . . PUNCT 2227mp51r18 4 1 as as SCONJ 2227mp51r18 4 2 such such ADJ 2227mp51r18 4 3 , , PUNCT 2227mp51r18 4 4 many many ADJ 2227mp51r18 4 5 computational computational ADJ 2227mp51r18 4 6 techniques technique NOUN 2227mp51r18 4 7 have have AUX 2227mp51r18 4 8 been be AUX 2227mp51r18 4 9 developed develop VERB 2227mp51r18 4 10 to to PART 2227mp51r18 4 11 analyze analyze VERB 2227mp51r18 4 12 ppins ppin NOUN 2227mp51r18 4 13 in in ADP 2227mp51r18 4 14 order order NOUN 2227mp51r18 4 15 to to PART 2227mp51r18 4 16 gain gain VERB 2227mp51r18 4 17 insights insight NOUN 2227mp51r18 4 18 into into ADP 2227mp51r18 4 19 proteins protein NOUN 2227mp51r18 4 20 ' ' PART 2227mp51r18 4 21 functions.one functions.one NOUN 2227mp51r18 4 22 such such ADJ 2227mp51r18 4 23 technique technique NOUN 2227mp51r18 4 24 is be AUX 2227mp51r18 4 25 biological biological ADJ 2227mp51r18 4 26 network network NOUN 2227mp51r18 4 27 alignment alignment NOUN 2227mp51r18 4 28 ( ( PUNCT 2227mp51r18 4 29 na na NOUN 2227mp51r18 4 30 ) ) PUNCT 2227mp51r18 4 31 , , PUNCT 2227mp51r18 4 32 which which PRON 2227mp51r18 4 33 aims aim VERB 2227mp51r18 4 34 to to PART 2227mp51r18 4 35 find find VERB 2227mp51r18 4 36 a a DET 2227mp51r18 4 37 node node NOUN 2227mp51r18 4 38 mapping mapping NOUN 2227mp51r18 4 39 between between ADP 2227mp51r18 4 40 species specie NOUN 2227mp51r18 4 41 ' ' PART 2227mp51r18 4 42 molecular molecular ADJ 2227mp51r18 4 43 networks network NOUN 2227mp51r18 4 44 that that PRON 2227mp51r18 4 45 uncovers uncover VERB 2227mp51r18 4 46 similar similar ADJ 2227mp51r18 4 47 network network NOUN 2227mp51r18 4 48 regions region NOUN 2227mp51r18 4 49 , , PUNCT 2227mp51r18 4 50 thus thus ADV 2227mp51r18 4 51 allowing allow VERB 2227mp51r18 4 52 for for ADP 2227mp51r18 4 53 the the DET 2227mp51r18 4 54 transfer transfer NOUN 2227mp51r18 4 55 of of ADP 2227mp51r18 4 56 functional functional ADJ 2227mp51r18 4 57 knowledge knowledge NOUN 2227mp51r18 4 58 between between ADP 2227mp51r18 4 59 the the DET 2227mp51r18 4 60 aligned aligned ADJ 2227mp51r18 4 61 nodes node NOUN 2227mp51r18 4 62 . . PUNCT 2227mp51r18 5 1 however however ADV 2227mp51r18 5 2 , , PUNCT 2227mp51r18 5 3 a a DET 2227mp51r18 5 4 major major ADJ 2227mp51r18 5 5 issue issue NOUN 2227mp51r18 5 6 of of ADP 2227mp51r18 5 7 na na ADP 2227mp51r18 5 8 methods method NOUN 2227mp51r18 5 9 is be AUX 2227mp51r18 5 10 that that SCONJ 2227mp51r18 5 11 often often ADV 2227mp51r18 5 12 aligned align VERB 2227mp51r18 5 13 nodes node NOUN 2227mp51r18 5 14 ( ( PUNCT 2227mp51r18 5 15 proteins protein NOUN 2227mp51r18 5 16 ) ) PUNCT 2227mp51r18 5 17 do do AUX 2227mp51r18 5 18 not not PART 2227mp51r18 5 19 actually actually ADV 2227mp51r18 5 20 share share VERB 2227mp51r18 5 21 the the DET 2227mp51r18 5 22 same same ADJ 2227mp51r18 5 23 function function NOUN 2227mp51r18 5 24 . . PUNCT 2227mp51r18 6 1 so so ADV 2227mp51r18 6 2 we we PRON 2227mp51r18 6 3 aim aim VERB 2227mp51r18 6 4 to to PART 2227mp51r18 6 5 address address VERB 2227mp51r18 6 6 such such ADJ 2227mp51r18 6 7 challenges challenge NOUN 2227mp51r18 6 8 by by ADP 2227mp51r18 6 9 introducing introduce VERB 2227mp51r18 6 10 several several ADJ 2227mp51r18 6 11 novel novel ADJ 2227mp51r18 6 12 computational computational ADJ 2227mp51r18 6 13 advances advance NOUN 2227mp51r18 6 14 , , PUNCT 2227mp51r18 6 15 such such ADJ 2227mp51r18 6 16 as as ADP 2227mp51r18 6 17 allowing allow VERB 2227mp51r18 6 18 for for ADP 2227mp51r18 6 19 the the DET 2227mp51r18 6 20 alignment alignment NOUN 2227mp51r18 6 21 of of ADP 2227mp51r18 6 22 heterogeneous heterogeneous ADJ 2227mp51r18 6 23 biological biological ADJ 2227mp51r18 6 24 networks network NOUN 2227mp51r18 6 25 for for ADP 2227mp51r18 6 26 the the DET 2227mp51r18 6 27 first first ADJ 2227mp51r18 6 28 time time NOUN 2227mp51r18 6 29 , , PUNCT 2227mp51r18 6 30 or or CCONJ 2227mp51r18 6 31 by by ADP 2227mp51r18 6 32 learning learn VERB 2227mp51r18 6 33 from from ADP 2227mp51r18 6 34 -omics -omic NOUN 2227mp51r18 6 35 data datum NOUN 2227mp51r18 6 36 what what DET 2227mp51r18 6 37 patterns pattern NOUN 2227mp51r18 6 38 of of ADP 2227mp51r18 6 39 network network NOUN 2227mp51r18 6 40 topological topological ADJ 2227mp51r18 6 41 relatedness relatedness NOUN 2227mp51r18 6 42 ( ( PUNCT 2227mp51r18 6 43 rather rather ADV 2227mp51r18 6 44 than than ADP 2227mp51r18 6 45 similarity similarity NOUN 2227mp51r18 6 46 ) ) PUNCT 2227mp51r18 6 47 correspond correspond VERB 2227mp51r18 6 48 to to ADP 2227mp51r18 6 49 functional functional ADJ 2227mp51r18 6 50 relatedness relatedness NOUN 2227mp51r18 6 51 between between ADP 2227mp51r18 6 52 biological biological ADJ 2227mp51r18 6 53 networks network NOUN 2227mp51r18 6 54 of of ADP 2227mp51r18 6 55 different different ADJ 2227mp51r18 6 56 species specie NOUN 2227mp51r18 6 57 . . PUNCT 2227mp51r18 7 1 we we PRON 2227mp51r18 7 2 show show VERB 2227mp51r18 7 3 that that SCONJ 2227mp51r18 7 4 the the DET 2227mp51r18 7 5 novel novel ADJ 2227mp51r18 7 6 computational computational ADJ 2227mp51r18 7 7 advances advance NOUN 2227mp51r18 7 8 improve improve VERB 2227mp51r18 7 9 the the DET 2227mp51r18 7 10 accuracy accuracy NOUN 2227mp51r18 7 11 of of ADP 2227mp51r18 7 12 across across ADP 2227mp51r18 7 13 - - PUNCT 2227mp51r18 7 14 species species NOUN 2227mp51r18 7 15 protein protein NOUN 2227mp51r18 7 16 functional functional ADJ 2227mp51r18 7 17 prediction prediction NOUN 2227mp51r18 7 18 compared compare VERB 2227mp51r18 7 19 to to ADP 2227mp51r18 7 20 existing exist VERB 2227mp51r18 7 21 na na ADP 2227mp51r18 7 22 methods.one methods.one PROPN 2227mp51r18 7 23 limitation limitation NOUN 2227mp51r18 7 24 of of ADP 2227mp51r18 7 25 across across NOUN 2227mp51r18 7 26 - - PUNCT 2227mp51r18 7 27 species specie NOUN 2227mp51r18 7 28 na na PART 2227mp51r18 7 29 is be AUX 2227mp51r18 7 30 that that SCONJ 2227mp51r18 7 31 it it PRON 2227mp51r18 7 32 only only ADV 2227mp51r18 7 33 considers consider VERB 2227mp51r18 7 34 biological biological ADJ 2227mp51r18 7 35 networks network NOUN 2227mp51r18 7 36 at at ADP 2227mp51r18 7 37 the the DET 2227mp51r18 7 38 same same ADJ 2227mp51r18 7 39 scale scale NOUN 2227mp51r18 7 40 : : PUNCT 2227mp51r18 7 41 ppins ppin NOUN 2227mp51r18 7 42 . . PUNCT 2227mp51r18 8 1 however however ADV 2227mp51r18 8 2 , , PUNCT 2227mp51r18 8 3 at at ADP 2227mp51r18 8 4 a a DET 2227mp51r18 8 5 more more ADV 2227mp51r18 8 6 fine fine ADJ 2227mp51r18 8 7 - - PUNCT 2227mp51r18 8 8 grained grain VERB 2227mp51r18 8 9 scale scale NOUN 2227mp51r18 8 10 , , PUNCT 2227mp51r18 8 11 a a DET 2227mp51r18 8 12 protein protein NOUN 2227mp51r18 8 13 's 's PART 2227mp51r18 8 14 3d 3d NOUN 2227mp51r18 8 15 structure structure NOUN 2227mp51r18 8 16 has have VERB 2227mp51r18 8 17 important important ADJ 2227mp51r18 8 18 implications implication NOUN 2227mp51r18 8 19 for for ADP 2227mp51r18 8 20 its its PRON 2227mp51r18 8 21 function function NOUN 2227mp51r18 8 22 . . PUNCT 2227mp51r18 9 1 such such ADJ 2227mp51r18 9 2 structures structure NOUN 2227mp51r18 9 3 have have AUX 2227mp51r18 9 4 been be AUX 2227mp51r18 9 5 modeled model VERB 2227mp51r18 9 6 using use VERB 2227mp51r18 9 7 protein protein NOUN 2227mp51r18 9 8 structure structure NOUN 2227mp51r18 9 9 networks network NOUN 2227mp51r18 9 10 ( ( PUNCT 2227mp51r18 9 11 psns psns NOUN 2227mp51r18 9 12 ) ) PUNCT 2227mp51r18 9 13 , , PUNCT 2227mp51r18 9 14 where where SCONJ 2227mp51r18 9 15 nodes node NOUN 2227mp51r18 9 16 are be AUX 2227mp51r18 9 17 amino amino ADJ 2227mp51r18 9 18 acids acid NOUN 2227mp51r18 9 19 and and CCONJ 2227mp51r18 9 20 edges edge NOUN 2227mp51r18 9 21 join join VERB 2227mp51r18 9 22 those those PRON 2227mp51r18 9 23 that that PRON 2227mp51r18 9 24 are be AUX 2227mp51r18 9 25 close close ADJ 2227mp51r18 9 26 in in ADP 2227mp51r18 9 27 the the DET 2227mp51r18 9 28 3d 3d PROPN 2227mp51r18 9 29 crystal crystal NOUN 2227mp51r18 9 30 structure structure NOUN 2227mp51r18 9 31 , , PUNCT 2227mp51r18 9 32 to to ADP 2227mp51r18 9 33 great great ADJ 2227mp51r18 9 34 success success NOUN 2227mp51r18 9 35 . . PUNCT 2227mp51r18 10 1 thus thus ADV 2227mp51r18 10 2 , , PUNCT 2227mp51r18 10 3 we we PRON 2227mp51r18 10 4 argue argue VERB 2227mp51r18 10 5 that that SCONJ 2227mp51r18 10 6 ppin ppin NOUN 2227mp51r18 10 7 and and CCONJ 2227mp51r18 10 8 psn psn PROPN 2227mp51r18 10 9 data datum NOUN 2227mp51r18 10 10 should should AUX 2227mp51r18 10 11 be be AUX 2227mp51r18 10 12 integrated integrate VERB 2227mp51r18 10 13 as as ADP 2227mp51r18 10 14 a a DET 2227mp51r18 10 15 ` ` PUNCT 2227mp51r18 10 16 ` ` PUNCT 2227mp51r18 10 17 network network NOUN 2227mp51r18 10 18 of of ADP 2227mp51r18 10 19 networks network NOUN 2227mp51r18 10 20 '' '' PUNCT 2227mp51r18 10 21 ( ( PUNCT 2227mp51r18 10 22 non non PROPN 2227mp51r18 10 23 ) ) PUNCT 2227mp51r18 10 24 . . PUNCT 2227mp51r18 11 1 we we PRON 2227mp51r18 11 2 aim aim VERB 2227mp51r18 11 3 to to PART 2227mp51r18 11 4 answer answer VERB 2227mp51r18 11 5 whether whether SCONJ 2227mp51r18 11 6 non non ADJ 2227mp51r18 11 7 - - ADJ 2227mp51r18 11 8 based base VERB 2227mp51r18 11 9 data data NOUN 2227mp51r18 11 10 integration integration NOUN 2227mp51r18 11 11 is be AUX 2227mp51r18 11 12 effective effective ADJ 2227mp51r18 11 13 , , PUNCT 2227mp51r18 11 14 by by ADP 2227mp51r18 11 15 evaluating evaluate VERB 2227mp51r18 11 16 whether whether SCONJ 2227mp51r18 11 17 non non ADJ 2227mp51r18 11 18 - - ADJ 2227mp51r18 11 19 based base VERB 2227mp51r18 11 20 protein protein NOUN 2227mp51r18 11 21 functional functional ADJ 2227mp51r18 11 22 prediction prediction NOUN 2227mp51r18 11 23 , , PUNCT 2227mp51r18 11 24 fusing fuse VERB 2227mp51r18 11 25 the the DET 2227mp51r18 11 26 complementary complementary ADJ 2227mp51r18 11 27 ppin ppin NOUN 2227mp51r18 11 28 and and CCONJ 2227mp51r18 11 29 psn psn PROPN 2227mp51r18 11 30 information information NOUN 2227mp51r18 11 31 , , PUNCT 2227mp51r18 11 32 is be AUX 2227mp51r18 11 33 more more ADV 2227mp51r18 11 34 accurate accurate ADJ 2227mp51r18 11 35 than than ADP 2227mp51r18 11 36 single single ADJ 2227mp51r18 11 37 - - PUNCT 2227mp51r18 11 38 scale scale NOUN 2227mp51r18 11 39 functional functional ADJ 2227mp51r18 11 40 prediction prediction NOUN 2227mp51r18 11 41 , , PUNCT 2227mp51r18 11 42 using use VERB 2227mp51r18 11 43 only only ADJ 2227mp51r18 11 44 ppin ppin ADJ 2227mp51r18 11 45 or or CCONJ 2227mp51r18 11 46 only only ADV 2227mp51r18 11 47 psn psn PROPN 2227mp51r18 11 48 information information NOUN 2227mp51r18 11 49 . . PUNCT 2227mp51r18 12 1 we we PRON 2227mp51r18 12 2 show show VERB 2227mp51r18 12 3 that that SCONJ 2227mp51r18 12 4 non non ADJ 2227mp51r18 12 5 - - ADJ 2227mp51r18 12 6 based base VERB 2227mp51r18 12 7 data data NOUN 2227mp51r18 12 8 integration integration NOUN 2227mp51r18 12 9 has have VERB 2227mp51r18 12 10 the the DET 2227mp51r18 12 11 potential potential NOUN 2227mp51r18 12 12 to to PART 2227mp51r18 12 13 uncover uncover VERB 2227mp51r18 12 14 novel novel ADJ 2227mp51r18 12 15 biological biological ADJ 2227mp51r18 12 16 knowledge knowledge NOUN 2227mp51r18 12 17 compared compare VERB 2227mp51r18 12 18 to to ADP 2227mp51r18 12 19 only only ADV 2227mp51r18 12 20 considering consider VERB 2227mp51r18 12 21 a a DET 2227mp51r18 12 22 single single ADJ 2227mp51r18 12 23 scale scale NOUN 2227mp51r18 12 24 , , PUNCT 2227mp51r18 12 25 and and CCONJ 2227mp51r18 12 26 thus thus ADV 2227mp51r18 12 27 is be AUX 2227mp51r18 12 28 an an DET 2227mp51r18 12 29 exciting exciting ADJ 2227mp51r18 12 30 direction direction NOUN 2227mp51r18 12 31 for for ADP 2227mp51r18 12 32 future future ADJ 2227mp51r18 12 33 research research NOUN 2227mp51r18 12 34 . . PUNCT