Table 1 presents the baseline characteristics of the patients. The average age was 57.88 ± 1.63 years, while the median duration of dialysis was 42.00 (19.00–78.00) months. Significant differences were noted among the different TyG-BMI groups in terms of sex, tobacco use, alcohol consumption, diabetes, FBG, TG, TC, HDL-C, LDL-C, albumin, phosphorus, UA, CRP, and CACS (P < 0.05). This evidence concerns the gene ALB and diabetes mellitus.