Age, gender, vigorous PA, smoking status, alcohol consumption, diabetes status, eGFR, serum albumin level, uric acid level, and blood urea nitrogen level were identified as factors associated independently with mortality in the Cox proportional hazards analysis. The gene discussed is ALB; the disease is diabetes mellitus.