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. 2020 Apr 21;11:329. doi: 10.3389/fgene.2020.00329

TABLE 3.

Prediction with BLUP-filtered SNPs (in AUC).

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.