Fat mass and obesity-associate genes (FTO) affect obesity risk and energy regulation, peroxisome proliferator-activated receptor gamma (PPARG) impacts glucose regulation and cellular differentiation, and insulin receptor substrate 1 (IRS1) modulates insulin signaling pathways. This evidence concerns the gene PPARG and obesity due to melanocortin 4 receptor deficiency.