FTO and metabolic disease: 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).