Among these 19 hub MRGs, we selected six that have not been reported extensively in HCC, namely GAD1, SPP1, WFS1, GOT2, EHHADH, and APOA1, to investigate their diagnostic and prognostic value. The gene discussed is APOA1; the disease is hepatocellular carcinoma.