All of the results received during genetic associations studies should be interpreted with caution, especially considering diverse data obtained for the correlations of obesity predisposition and PPARG Pro12Ala polymorphism in different human populations. This evidence concerns the gene PPARG and obesity due to melanocortin 4 receptor deficiency.