The lack of evidence for an association provides us with confidence that, at the population level, the PROP/PTC taste perception and TAS2R38 genotype are unlikely to be a predictor for obesity in Europeans. Here, TAS2R38 is linked to obesity due to melanocortin 4 receptor deficiency.