On the other hand, there has also been a study conducted in other large population of middle-aged white subjects where no association between SNPs in the PPARD gene and obesity-related phenotypes was found [140]. The gene discussed is PPARD; the disease is obesity due to melanocortin 4 receptor deficiency.