These included two clusters related to insulin deficiency due to either beta cell dysfunction or impaired proinsulin processing, and three clusters linked to insulin resistance, including obesity-mediated insulin resistance, adverse body fat distribution and disrupted liver lipid metabolism. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.