Genetic variation at the MTIF3 (Mitochondrial Translational Initiation Factor 3) locus has been robustly associated with obesity in humans, but the functional basis behind this association is not known. Here, MTIF3 is linked to obesity due to melanocortin 4 receptor deficiency.