In the HCC microenvironment, macrophages that express PD-L1 and PD-L2 are the predominant population of cells, with a positive correlation between PD-L1 and PD-L2 expression, as well as in cervical cancer TME (100, 101). The gene discussed is PDCD1LG2; the disease is cervical cancer.