The combination of adiponectin, FSTL1, and irisin as a biomarker strategy demonstrated high sensitivity and specificity for diagnosing metabolic syndrome (AUC = 0.92, 95% CI 0.88–0.96). The gene discussed is ADIPOQ; the disease is metabolic syndrome.