MC4R and obesity due to melanocortin 4 receptor deficiency: This may reflect our inclusion of BMI as a covariate to identify variants with BMI-independent effects, and gain-of-function variants in MC4R are known to have BMI-independent protective effects against obesity and type 2 diabetes [82, 83].