Genome-wide association studies found common variants in the fat mass and obesity-associated (FTO) gene associated with adiposity in Caucasians and Asians but the association was not confirmed in African populations. This evidence concerns the gene FTO and obesity due to melanocortin 4 receptor deficiency.