As expected, we found that participants with severe obesity (BMI ≥ 35 kg/m2) and NFG, IFG, or T2DM, had significantly lower (S(I) (Fig. 1a) but higher insulin secretion (Φ) (Fig. 1b) compared with normal weight participants who had NFG. This evidence concerns the gene INS and obesity disorder.