Research Article
Applications of Different Weighting Schemes to Improve Pathway-Based Analysis
Table 10
Top 33 canine pathways selected in the random forests under uniform weight and RWM scheme.
| Index | Uniform weight | RWM scheme | Rank | PID | No. of genes | OOB (%) | Rank | PID | No. of genes | OOB (%) |
| 1 | 1 | 274 | 4 | 0.03 | 1 | 39 | 9 | 0.00 | 2 | 1 | 354 | 6 | 0.03 | 2 | 17 | 8 | 0.03 | 3 | 1 | 378 | 15 | 0.03 | 2 | 45 | 40 | 0.03 | 4 | 1 | 395 | 14 | 0.03 | 2 | 182 | 5 | 0.03 | 5 | 5 | 17 | 8 | 0.07 | 2 | 220 | 7 | 0.03 | 6 | 5 | 73 | 5 | 0.07 | 2 | 274 | 4 | 0.03 | 7 | 5 | 100 | 18 | 0.07 | 2 | 289 | 13 | 0.03 | 8 | 5 | 151 | 8 | 0.07 | 2 | 354 | 6 | 0.03 | 9 | 5 | 239 | 9 | 0.07 | 2 | 368 | 19 | 0.03 | 10 | 5 | 287 | 15 | 0.07 | 2 | 378 | 15 | 0.03 | 11 | 5 | 330 | 14 | 0.07 | 2 | 395 | 14 | 0.03 | 12 | 5 | 339 | 19 | 0.07 | 2 | 440 | 59 | 0.03 | 13 | 5 | 349 | 68 | 0.07 | 13 | 24 | 7 | 0.07 | 14 | 5 | 368 | 19 | 0.07 | 13 | 40 | 4 | 0.07 | 15 | 15 | 39 | 9 | 0.10 | 13 | 59 | 14 | 0.07 | 16 | 15 | 89 | 22 | 0.10 | 13 | 73 | 5 | 0.07 | 17 | 15 | 117 | 10 | 0.10 | 13 | 100 | 18 | 0.07 | 18 | 15 | 129 | 7 | 0.10 | 13 | 117 | 10 | 0.07 | 19 | 15 | 147 | 11 | 0.10 | 13 | 151 | 8 | 0.07 | 20 | 15 | 156 | 4 | 0.10 | 13 | 154 | 16 | 0.07 | 21 | 15 | 171 | 12 | 0.10 | 13 | 156 | 4 | 0.07 | 22 | 15 | 173 | 46 | 0.10 | 13 | 162 | 18 | 0.07 | 23 | 15 | 175 | 34 | 0.10 | 13 | 202 | 27 | 0.07 | 24 | 15 | 202 | 27 | 0.10 | 13 | 204 | 10 | 0.07 | 25 | 15 | 223 | 4 | 0.10 | 13 | 223 | 4 | 0.07 | 26 | 15 | 230 | 3 | 0.10 | 13 | 229 | 6 | 0.07 | 27 | 15 | 280 | 17 | 0.10 | 13 | 234 | 8 | 0.07 | 28 | 15 | 281 | 32 | 0.10 | 13 | 239 | 9 | 0.07 | 29 | 15 | 289 | 13 | 0.10 | 13 | 264 | 15 | 0.07 | 30 | 15 | 326 | 11 | 0.10 | 13 | 269 | 7 | 0.07 | 31 | 15 | 380 | 25 | 0.10 | 13 | 280 | 17 | 0.07 | 32 | 15 | 391 | 7 | 0.10 | 13 | 326 | 11 | 0.07 | 33 | 15 | 436 | 6 | 0.10 | 13 | 330 | 14 | 0.07 |
| Total | | | 522 | 2.79 | | | 431 | 1.83 | Average | | | 16 | 0.08 | | | 13 | 0.06 |
|
|