We found that the three factors model, MALAT1 rs4102217 polymorphism-smoking-drinking was the most predictive model for the CAD risk, which had the maximum test accuracy and the maximum cross-validation consistency amongst the analysis results. The gene discussed is MALAT1; the disease is coronary artery disorder.