Univariate logistic regression analysis incorporating hypertension, diabetes, lipid profiles, apolipoprotein levels, and liver function parameters demonstrated statistically significant differences (p < 0.05) between severe and mild groups for diabetes, hypertension, LDL, ApoA, and ApoB. The gene discussed is APOB; the disease is Hypertension.