The best predictive model for females was composed of RBP4, SCr, hypertension, log insulin, and log hs-CRP (AUC: 0.824, 95% CI: 0.796–0.852, Youden’s index: 0.510, P<0.001). This evidence concerns the gene INS and hypertensive disorder.