G6PD and hepatocellular carcinoma: Based on the relationships of STMN1, PRDX1, TP53 and G6PD with lactate metabolism, ferroptosis and survival, our analysis confirmed these four genes as key prognostic biomarkers for hepatocellular carcinoma.