Thus, the statistical evidence might not reflect the effect of ADIPOQ gene variants on BMI and plasma adiponectin concentrations separately, but rather a joint consideration of both indices for obesity. This evidence concerns the gene ADIPOQ and obesity due to melanocortin 4 receptor deficiency.