Receiver operating characteristic curves manifested that the efficacy of NCAPH and IRS2 in distinguishing between disease (obesity/NAFLD) and normal samples was all excellent. This evidence concerns the gene NCAPH and obesity due to melanocortin 4 receptor deficiency.