HCC tumor tissues with high glycolytic macrophages showed higher glycolysis rates, produced more lactate, and mediated the upregulation of PD-L1 induced by inflammatory factors such as TNF-α, blocking TNF-α which could inhibit the expression of PD-L1 in 40%-50% of tumor macrophages (191). Here, TNF is linked to hepatocellular carcinoma.