Univariate Cox regression analysis revealed that age, history of diabetes, history of cardio-cerebrovascular disease (CCVD), malnutrition, use of RASIs, HGS, Ishii score, PAB, Alb, TC, and PA level were significantly associated with CCVE risk in MHD patients (Supplementary Table S2). Here, ALB is linked to malnutrition.