The aim of the present study was to test the impact of common genetic variations in ADIPOQ, RARRES2, and PPARGC1 on obesity-related traits and susceptibility in a sample of adult subjects from Rio de Janeiro, Brazil. This evidence concerns the gene RARRES2 and obesity due to melanocortin 4 receptor deficiency.