MC4R and obesity due to melanocortin 4 receptor deficiency: However, biases related to genetic predispositions must be considered, as genes such as FTO, MC4R, PPARG, and TMEM18 are associated with obesity and metabolic disorders, especially in European populations (Frayling et al. 2007; Loos et al. 2008).