Table 7.
Mean elastic net model performance on five predicted CpG methylation levels with different sets of genetic and non-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) | 0.0280 (0.0162) | 0.0309 (0.0191) | 0.0324 (0.0193) | 0.0328 (0.0194) | 0.0317 (0.0191) | 0.0323 (0.0200) |
| Mean R2 train set (SD) | 0.346 (0.0471) | 0.193 (0.0683) | 0.129 (0.0314) | 0.142 (0.0292) | 0.150 (0.0568) | 0.121 (0.0525) |
| Mean RMSE test set (SD) | 0.0326 (0.0262) | 0.0310 (0.0184) | 0.0304 (0.0176) | 0.0308 (0.0188) | 0.0292 (0.0175) | 0.0297 (0.0184) |
| Mean R2 test set (SD) | 0.141 (0.0934) | 0.0419 (0.0346) | 0.0744 (0.0658) | 0.0989 (0.0872) | 0.121 (0.0493) | 0.122 (0.0568) |