TABLE 3.
Penalty* | Number of SNPs** | AA model AUC | EA model AUC | NHW model AUC |
Ridge | 0.1k | 0.749 (0.0368) | 0.786 (0.0244) | 0.746 (0.0116) |
0.5k | 0.743 (0.0391) | 0.786 (0.0244) | 0.743 (0.0155) | |
1k | 0.731 (0.0337) | 0.786 (0.0244) | 0.721 (0.0148) | |
5k | 0.739 (0.0363) | 0.786 (0.0244) | 0.751 (0.0113) | |
10k | 0.742 (0.0345) | 0.783 (0.0266) | 0.754 (0.0127) | |
15k | 0.741 (0.0359) | 0.783 (0.0266) | 0.753 (0.0105) | |
20k | 0.742 (0.0354) | 0.783 (0.0265) | 0.75 (0.0095) | |
Lasso | 0.1k | 0.712 (0.0342) | 0.784 (0.0253) | 0.735 (0.0132) |
0.5k | 0.683 (0.0376) | 0.784 (0.0253) | 0.703 (0.0108) | |
1k | 0.681 (0.0403) | 0.784 (0.0253) | 0.679 (0.0128) | |
5k | 0.679 (0.03) | 0.784 (0.0253) | 0.671 (0.0061) | |
10k | 0.684 (0.0287) | 0.784 (0.0255) | 0.694 (0.011) | |
15k | 0.695 (0.0314) | 0.784 (0.0255) | 0.704 (0.0077) | |
20k | 0.7 (0.0323) | 0.784 (0.0255) | 0.699 (0.001) | |
Elastic net | 0.1k | 0.712 (0.0342) | 0.784 (0.0253) | 0.735 (0.0131) |
0.5k | 0.683 (0.0376) | 0.784 (0.0253) | 0.703 (0.0108) | |
1k | 0.681 (0.0403) | 0.784 (0.0253) | 0.679 (0.0128) | |
5k | 0.679 (0.03) | 0.784 (0.0253) | 0.671 (0.0061) | |
10k | 0.684 (0.0287) | 0.784 (0.0254) | 0.694 (0.011) | |
15k | 0.695 (0.0314) | 0.784 (0.0255) | 0.704 (0.0077) | |
20k | 0.7 (0.0323) | 0.784 (0.0255) | 0.699 (0.001) |
* All penalized models include Age, Sex, and Pack-years as covariates. ** SNPs with the largest absolute BLUP value were prioritized.