FTO and obesity due to melanocortin 4 receptor deficiency: For instance, the fat mass and obesity gene (FTO) gene variation is found to be associated with genes predisposing to obesity, with increased fat accumulation in the body by influencing energy balance, appetite regulation, and metabolism (13).