The rs712221 on Estrogen receptor1 (ESR1) and rs2016520 on Peroxisome proliferator–activated receptor delta (PPARD) showed significant associations with obesity. This evidence concerns the gene ESR1 and obesity due to melanocortin 4 receptor deficiency.