Studies on candidate genes related to diabetes revealed that several genes including PPRAG (peroxisome proliferator-activates receptor gamma), IRS1 and 2 (insulin receptor substrate), KCNJ11 (potassium inwardly rectifying channel), and HNFA are associated with T2DM. This evidence concerns the gene INSR and type 2 diabetes mellitus.