Importantly, we identified four genes (CSN1S1, DMRT2, DMRT3 and HOXA5) as novel candidate genes of body fat distribution pattern in Africans, whose biological function and implication in the pathogenesis of obesity-associated metabolic diseases remain to be unravelled. Here, HOXA5 is linked to obesity due to melanocortin 4 receptor deficiency.