One study found that the FTO gene was positively correlated with the percentage of energy derived from fat, and negatively correlated with the percentage of energy from carbohydrates [33], indicating that the association between the FTO gene and obesity may be regulated by energy intake. The gene discussed is FTO; the disease is obesity due to melanocortin 4 receptor deficiency.