Our study systematically explored the alterations of the ALDH family in HCC and revealed the correlations between aldehyde metabolic disturbance, immune cell infiltration, and tumorigenesis, which might provide therapeutic tools for clinical HCC treatment. Here, LDHA is linked to hepatocellular carcinoma.