There were significantdifferences among the three groups T1, T2, and T3 in hypertension, CKD, totalcholesterol, LDL-C, ApoA1, ApoB, eGFR, uric acid, and CAC (p< 0.05).Specifically, the T3 group exhibited a higher prevalence of CKD, and CAC, alongwith increased levels of total cholesterol, LDL-C, ApoB, and uric acid, whileshowing reduced ApoA1 and eGFR levels in comparison to the T1 and T2 groups. The gene discussed is APOB; the disease is chronic kidney disease.