In this study, based on the data from the China Health and Nutrition Survey database, we utilized the LASSO regression algorithm to distill nine crucial features from a pool of 30 variables, including age, hypertension, TP, triglyceride, BMI, total cholesterol, WBC, apolipoprotein B and HDL_C. Here, APOB is linked to Hypertension.