Of these GPGE association results, BARX1, ZNF169 and FAR1 were all significant in brain regions, which is consistent with a popular hypothesis that the central nervous system regulation of energy balance plays a major role in the development of obesity [62–65]. This evidence concerns the gene FAR1 and obesity due to melanocortin 4 receptor deficiency.