MSR1, KYNU, and RBKS, but not SMPD1, were associated with metabolic and liver dysfunction markers (Figure 4B), while SCARA5, TNFRSF12A, SMOC2, but not GDF-8, were associated with insulin resistance markers. This evidence concerns the gene SMPD1 and Insulin resistance.