In addition, several studies showed the association of the MC4R gene and its role in energy balance, food intake regulation, total fat, total obesity, peripheral obesity, abdominal obesity, and higher BMI87,88. This evidence concerns the gene MC4R and obesity due to melanocortin 4 receptor deficiency.