Any diabetes medicine taken by the patients can be categorized into the following nine categories: Metformin, Sulfonylurea, Pioglitazone, DPP-4- Inhibitor, GLP-1-RA, SGLT2-Inhibitor, Basal Insulin, Prandial Insulin, and Mixed Insulin [52]. The gene discussed is DPP4; the disease is diabetes mellitus.