Elevated BMI also emerged as a strong predictor, aligning with research linking BMI to HTN and cardiovascular diseases through mechanisms like renin-angiotensin system activation and endothelial dysfunction [69, 70]. The gene discussed is REN; the disease is hypertensive disorder.