In summary, we firstly showed in this study that adding glimepiride led to better improvement in glycemic control with a significant smaller daily insulin dose, especially in the abdominal obese T2D subjects with lower HMW adiponectin level before treatment. This evidence concerns the gene INS and type 2 diabetes mellitus.