Evidence for individual genotype-by-environment interactions in human cohort studies is very sparse, despite the well-known example of the largest risk factor for obesity, the FTO locus, robustly shown to have a stronger influence as BMI increases [9,10]. This evidence concerns the gene FTO and obesity due to melanocortin 4 receptor deficiency.