The observed inferiority of BIA obesity measures in association with plasma adiponectin concentration does not exclude diagnostic or prognostic values of BIA obesity measures for other metabolic disorders. The gene discussed is ADIPOQ; the disease is obesity due to melanocortin 4 receptor deficiency.