Compared to single biomarker, stepwise combination of CK-18-M30, FGF-21, IL-1Ra, PEDF and OPG can further improve the accuracy in diagnosing NASH. The gene discussed is KRT18; the disease is metabolic dysfunction-associated steatohepatitis.