By using univariate Cox proportional hazards regression, we found that significant risk factors for all-cause mortality among these subjects were age, diabetes (FPG≥126), lower albumin (<3.5), higher hsCRP (≥4), higher triglyceride (≥200), and higher AST (≥40), with HR 1.06(95%CI: 1.05, 1.08), 1.93(95%CI: 1.50, 2.49), 1.77(95%CI: 1.36, 2.32), 1.42(95%CI:1.09, 1.85), and 2.49(95%CI:1.59, 3.90) respectively (Table 3). The gene discussed is ALB; the disease is diabetes mellitus.