Ruth Loos and colleagues report findings from a meta-analysis of multiple studies examining the extent to which physical activity attenuates effects of a specific gene variant, FTO, on obesity in adults and children. Here, FTO is linked to obesity due to melanocortin 4 receptor deficiency.