Genes related to insulin, PPAR signaling, and oxidative phosphorylation pathways were altered in individuals with obesity without T2D, while genes related to ribosome and spliceosome were changed in those with T2D. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.