The machine learning approaches employed in this study provided a robust framework for identifying key molecular players in HCC, laying the groundwork for future studies aimed at to elucidating the underlying mechanisms of EZH2 in tumor progression. The gene discussed is EZH2; the disease is hepatocellular carcinoma.