In addition, male sex, higher age, longer dialysis duration, diabetes, higher BUN, lower Cr, lower Alb, higher CRP and a greater number of comorbidities, including acute myocardial infarction (AMI), cerebral bleeding and cerebral infarction were associated with higher all-cause mortality. The gene discussed is ALB; the disease is diabetes mellitus.