1 Introduction
# | Gene/protein network | Size (number of genes/proteins, number of interactions) | Number of testing disease phenotypes |
---|---|---|---|
1 | PPINet | (10,486, 50,791) | 2639 |
2 | GENet | (9852, 49,404) | 2533 |
3 | GONet | (7897, 41,466) | 2345 |
2 Methods
2.1 Construction of heterogeneous networks of diseases and genes
2.2 Disease similarity networks
2.3 A bipartite network
2.4 RWRH-based method
2.5 Random walk with restart (RWR) algorithm
2.6 Random walk with restart on heterogeneous network (RWRH) algorithm
3 Results and discussion
3.1 Performance comparison
Rank | Gene Entrez ID | Gene symbol | PubMed ID |
---|---|---|---|
1 | 6622 | SNCA | 19022350, 21056999, 22836259, 23820587 |
2 | 348 | APOE | 11803456, 12000192, 12232782, 12498968, 12876259, 12960780, 14741429, 15165699, 15181247, 15184600, 15184629, 15455263, 16165272, 16796589, 17050040, 17089130, 17101827, 17374951, 17474819, 17524782, 17613540, 17659844, 17854398, 18058831, 18083276, 18205760, 18416843, 18505684, 18525129, 19116453, 19199875, 19339712, 19398704, 20198498, 20473139, 20479234, 20535486, 20538374, 21143177, 21283692, 21297273, 21297948, 21409287, 21556001, 21803501, 22016362, 22179327, 22269984, 22383234, 22502727, 22596266, 22712640, 22815080, 22899317, 23050006, 23183136, 23293020, 23571587, 23581910, 23627755, 23663404, 23668794, 23771217, 23948883, 24312462, 24388797, 24446209, 24473795, 24599963, 24603451 |
3 | 5621 | PRNP | 18349519, 19556894 |
9 | 1312 | COMT | 15488308, 22483294, 23034259, 24477323 |
21 | 4137 | MAPT | 15848182, 16165272, 16182262, 17920160, 18431250, 18431254, 18586097, 18806919, 19153649, 19523877, 19524111, 19560101, 20473135, 20678074, 21342022, 21348938, 21442128, 21489990, 23554879, 23597931, 25378699 |
24 | 7329 | UBE2I | 19765634 |
28 | 1508 | CTSB | 23024364 |
29 | 5663 | PSEN1 | 12668610, 15159497, 15622541, 17229472, 17594345, 18028191, 18479822, 18525293, 19667325, 19796846, 22133015, 23850332 |
34 | 627 | BDNF | 12192623, 15838855, 15935057, 16054753, 19088493, 19522715, 22212405, 22364688, 24334212 |
37 | 5054 | SERPINE1 | 19604604 |
38 | 5327 | PLAT | 22027013 |
41 | 4035 | LRP1 | 15048651, 18706476, 22027013 |
42 | 5329 | PLAUR | 11814408 |
50 | 1815 | DRD4 | 23034259 |
53 | 7345 | UCHL1 | 16626667, 22660851, 22726800 |
73 | 5071 | PARK2 | 19716418 |
83 | 6667 | SP1 | 16378688, 23435408 |
94 | 5340 | PLG | 22027013 |
95 | 3952 | LEP | 21633502 |