The results of this study suggest that polymorphisms of the MC4R, PPARGC1A, MSRA, and TFAP2B genes may be associated with obesity-related traits in a sample of Portuguese children [119]. This evidence concerns the gene TFAP2B and obesity due to melanocortin 4 receptor deficiency.