Gene-environment interaction analysis presented a best model consisted of four factors (rs2274223, rs2274224, family history, and smoking) with testing balance accuracy (TBA): 0.66 and cross validation consistency (CVC): 7/10, which could increase the esophageal cancer risk in the "high risk group" with 3.67-fold (OR: 3.67, 95% CI: 2.74-4.92), compared to the "low risk group".