LEP and obesity due to melanocortin 4 receptor deficiency: However, risk alleles for the fat mass and obesity associated (FTO) gene and leptin (LEP) gene, which are associated with obesity in European populations, were not associated with obesity in the Solomon Islands populations [7, 13].