In this study, we observed significantly elevated serum BCAA levels and significantly reduced APN levels in the NAFLD patients, but the association between circulating BCAA and APN in the Chinese population was not significant. The gene discussed is ANPEP; the disease is metabolic dysfunction-associated steatotic liver disease.