FTO and obesity due to melanocortin 4 receptor deficiency: Additionally, studies have found that the FTO polymorphisms were associated with the expression level of the IRX3 gene, which could potentially link the FTO polymorphisms with obesity by regulating metabolic rate in the adipose tissue [30, 31].