This systematic review highlights the immunosuppressive tumor microenvironment in HBV-associated HCC, characterized by dysfunctional and exhausted HBV-specific T cells and increased infiltration of HBV-specific CD4+ T cells, particularly Tregs. The gene discussed is CD4; the disease is neoplasm.