INS and obesity due to melanocortin 4 receptor deficiency: We observed generally similar association patterns within the two gene sets, with phenotypes related to insulin sensitivity and obesity (HOMAIR, Matsuda index, fasting insulin) ranking among the highest for the numbers of DE genes in both gene sets (Fig. 3; Additional file 3: Table S13, S14).