Six variables were identified as independent risk factors, including age (OR: 0.97; 95% CI: 0.94–1.00; p = 0.037); HR (OR: 0.96; 95% CI: 0.94–0.98; p = 0.001); hypertension (OR: 2.37; 95% CI: 1.14–4.91; p = 0.021); smoking history (OR: 2.82; 95% CI: 1.32–5.98; p = 0.007); ALT (OR: 0.98; 95% CI: 0.97–0.99; p < 0.001); and Killip class [Killip class 2 (OR: 0.33; 95% CI: 0.14–0.79; p = 0.013), Killip class 3 (OR: 0; 95% CI: 0.00-Inf; p = 0.985), Killip class 4 (OR: 0.14; 95% CI:0.02–0.77; p = 0.024)]. The gene discussed is GPT; the disease is Hypertension.