The highest predictive value for metabolic disorders was shown by the Glypican-4/Fat Body Mass (%) (AUC = 0.837) ratio, which had high sensitivity and specificity, with the cut-off point being 71.00 pg/mL/%. The gene discussed is GPC4; the disease is Other metabolic disease.