From the SHAP-based ranking, the top six features based on mean SHAP values were: [1, 5, 7, 6, 0, 4] corresponding to Glucose, BMI, Age, Diabetes Pedigree Function, Pregnancies, and Insulin. This evidence concerns the gene INS and diabetes mellitus.