TAMs promote HCC aerobic glycolysis and proliferation via exosomal lncMMPA, which polarizes M2 macrophages and upregulates ALDH1A3 mRNA by sponging miR-548, enhancing glucose metabolism and cell growth. This evidence concerns the gene ALDH1A3 and hepatocellular carcinoma.