While the analyses of food preference and consumption have further reinforced the effects of TAS2R38 on specific foods and drinks, our phenome-wide exploratory analysis did not find evidence for associations with obesity, BMI or body weight. Here, TAS2R38 is linked to obesity due to melanocortin 4 receptor deficiency.