The common variant rs2286615 in the BAD gene was associated with extreme phenotype and obesity, whereas interactions between rare and common variants were linked to extreme phenotype and dyslipidemia. This evidence concerns the gene BAD and obesity due to melanocortin 4 receptor deficiency.