FTO and obesity due to melanocortin 4 receptor deficiency: In combined COPD cohorts, Wan et al [41] found a significant association between BMI and a variant in the fat mass and obesity-associated (FTO) gene (which has strong and reproducible associations with BMI in almost all general population studies).