The AdaBoost model was built using ALB, LDL-C, DM, total bilirubin, HbA1c, HDL-C, TG, creatinine, age, ALT, TC, BMI, fasting insulin, body weight, AST, PLT, uric acid, height, sex, and hypertension. The gene discussed is GPT; the disease is Hypertension.