G6PD and hepatocellular carcinoma: Most of these genes have established roles in HCC; for instance, HAVCR1 and ZNF488 are known prognostic markers [34,35], G6PD promotes HCC growth by suppressing ferroptosis [36], and FGF9 drives proliferation and metastasis [37].