In unadjusted Cox regression analyses, biomarkers significantly associated with AS were age, systolic blood pressure, height, body fat mass and fat-free mass percentages, hs-CRP, OGTT 30 min plasma insulin and proinsulin, OGTT 120 min plasma insulin and proinsulin, and Matsuda index. The gene discussed is INS; the disease is aortic stenosis.