While we replicate the interaction with PA for the strongest known obesity-risk locus in the FTO gene, of which the effect is attenuated by ~30% in physically active individuals compared to inactive individuals, we do not identify additional loci that are sensitive to PA. The gene discussed is FTO; the disease is obesity due to melanocortin 4 receptor deficiency.