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. This evidence concerns the gene CSN1S1 and obesity due to melanocortin 4 receptor deficiency.