We did not detect statistical associations between LEPR rs11371101, FTO rs9939609, MC4R rs2229616, and PPARG-2 rs1801282 polymorphisms and most obesity-related phenotypes and metabolic parameters. This evidence concerns the gene PPARG and obesity due to melanocortin 4 receptor deficiency.