Two clusters were related to reduced β-cell function, distinct in proinsulin levels, whereas the other three clusters were related to insulin resistance, namely obesity-mediated, “lipodystrophy-like” fat distribution, and disrupted liver lipid metabolism. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.