Multivariable Cox regression, adjusted for age, sex, BMI, dialysis vintage, DM, hypertension, serum albumin, and the non-HDL combination group, revealed that age was an independent risk factor for stroke (HR: 1.040, 95% CI: 1.021–1.059) in our cohort (Table S1). The gene discussed is ALB; the disease is Stroke.