LDHA and hepatocellular carcinoma: Among the prognostic ALDH genes identified, we prioritized ALDH2 for further mechanistic investigation based on its independent prognostic association with overall survival in multivariate analysis of the ZS-HCC cohort, alongside preoperative AFP levels (Table 2).