Table 6.
Mean Elastic net model performance on five predicted CpG methylation levels with different sets of genetic features, predicted on an independent testing set.
| Elastic net | ||||||
|---|---|---|---|---|---|---|
| 1. GWAS of 75% of samples | 2. GTEx | 3. 41.5 Mb-43.6 Mb | ||||
| 1.1. Before B-H correction | 1.2. After B-H correction | |||||
| 1.1.1, 1.1.3–1.1.5, 1.1.7. Individual CpG probes | 1.1.9. Combined | 1.2.1, 1.2.3–1.2.5, 1.2.7. Individual CpG probes | 1.2.9. Combined | |||
| Mean RMSE train set (SD) | 0.0292 (0.0188) | 0.0308 (0.0190) | 0.0317 (0.0191) | 0.0319 (0.0192) | 0.0317 (0.0193) | 0.0321 (0.0200) |
| Mean R2 train set (SD) | 0.340 (0.0418) | 0.192 (0.0629) | 0.1474(0.0398) | 0.147 (0.0408) | 0.148 (0.0528) | 0.124 (0.0571) |
| Mean RMSE test set (SD) | 0.0312 (0.0189) | 0.0306 (0.0181) | 0.0294 (0.0166) | 0.0298 (0.0171) | 0.0293 (0.0179) | 0.0296 (0.0185) |
| Mean R2 test set (SD) | 0.126 (0.101) | 0.0640 (0.0442) | 0.104 (0.0960) | 0.0930 (0.0820) | 0.121 (0.0519) | 0.119 (0.0502) |