From our score regressions, the atherosclerosis signaling pathway, IL-12 signaling and production in macrophages, PPARa/RXRa activation, MODY signaling, and complement system had the strongest associations with AUCs being 1.36-1.45 times the AUC of the clinical baseline model. This evidence concerns the gene PPARA and atherosclerosis.