A comparative IPA canonical pathways analysis revealed that the PD-1/PD-L1 pathway in CD4+ or CD8+ T lymphocytes was activated in precancerous 12 months and HCC stage (Supplementary Figure S4D-I). The gene discussed is CD4; the disease is hepatocellular carcinoma.