These results are therefore not contradictory: HOMA-IR in obesity is determined by multiple metabolic influences (e.g., inflammatory and adipokine-mediated mechanisms), so the group average may remain unchanged even when a positive adjusted relationship between MC4R expression and HOMA-IR is detectable at the individual level. This evidence concerns the gene MC4R and obesity due to melanocortin 4 receptor deficiency.