As shown in Table 2, the top-8 ranked features from the XGB feature ranking technique achieved the best performance with 90% accuracy in 10-fold cross-validation, and the ranked variables were hypertension, duration of IDDM, drinking, triglycerides, ACE inhibitors, LDL, age, and smoking. The gene discussed is ACE; the disease is type 1 diabetes mellitus.