Moreover, the use of bioelectrical impedance analysis for evaluation of fat mass and the effect of population stratification in admixed populations should be considered in future studies to confirm the contribution of TAS2R38 SNPs to the risk of developing obesity. This evidence concerns the gene TAS2R38 and obesity due to melanocortin 4 receptor deficiency.