The hypertension classification model showed high predictive performance, and SHAP-based analysis confirmed that age, WC, BST, HDL-C, TG, Hb, LDL-C, ALT, creatinine, BMI, rGTP, and height contributed to hypertension in that order. Here, GSTM1 is linked to hypertensive disorder.