For instance, our study included the Hyper Insulin, Bilirubin, SHBG-LpA, and ALP Negative clusters, whereas the T2DGGI study included clusters labeled as Body fat, Metabolic syndrome, and Residual glycemic. This evidence concerns the gene INS and metabolic syndrome.