We believe that further studies are warranted, with a greater number of subjects, to examine whether other common variants in the FTO and UCP-1 genes could be synergistic in the increased risk for obesity or obesity related phenotypes in the Brazilian and other multiethnic populations. This evidence concerns the gene UCP1 and obesity due to melanocortin 4 receptor deficiency.