The association of body fat with bone parameters, TOC, insulin, and adiponectin seem to be more sex-specific when body fat measurements with higher accuracy are used instead of BMI alone to classify obesity [35]. The gene discussed is ADIPOQ; the disease is obesity due to melanocortin 4 receptor deficiency.