Among the genetic clusters defined by elevated FI levels with deeper metabolic alterations, we found that insulin resistance-lipodystrophy and adiposity-mediated insulin resistance genetic clusters exhibited the largest number of associations with T2D complications (Fig. 3, Supplementary Table 8) including MI, diabetic retinopathy, CKD, ISTR, and insulin use. This evidence concerns the gene INS and Insulin resistance.