LEP and obesity due to melanocortin 4 receptor deficiency: ROC analysis indicated that leptin had the highest diagnostic accuracy for predicting obesity in PCOS (area under the curve [AUC] =0.85, 95% CI: 0.79-0.91, p<0.001).