INS and Obesity: 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.