Moreover, the immune microenvironment of HCC mainly involved the upregulation of PD-L1 and PD-L2 in Kupffer cells, hepatic sinus endothelium and leukocyte (41). The gene discussed is PDCD1LG2; the disease is hepatocellular carcinoma.