The RF model comprised ALT, DM, age, HDL-C, ALB, TG, fasting insulin, AST, LDL-C, creatinine, body weight, PLT, height, HbA1c, total bilirubin, hypertension, BMI, TC, uric acid, and sex. Here, INS is linked to diabetes mellitus.