However, the case group exhibitedsignificantly higher prevalence rates of smoking (44.70% vs. 36.60%, p= 0.001), hypertension (48.60% vs. 43.10%, p = 0.023) and diabetes(26.20% vs. 11.90%, p < 0.001) compared to the control group.Additionally, the case group had higher BMI, TC, LDL-C, Lp(a), WBC, NE, platelet(PLT), CK-MB, cTnI and cTnT levels, with specific differences noted for HDL-C(1.00 ± 0.29 vs. 1.08 ± 0.32, p < 0.001), and ApoB (0.87[0.73, 1.02] vs. 0.84 [0.68, 0.98], p < 0.001). The gene discussed is APOB; the disease is hypertensive disorder.