Lu et al. (2022) showed that PD-L1 positive host macrophages, representing the main cell source of PD-L1 in HCC, showed HLA-DRhighCD86high glycolysis phenotype, significantly produced anti-tumor IL-12p70, and polarized through internal glycolysis metabolism. Here, CD274 is linked to hepatocellular carcinoma.