The results showed that compared to healthy individuals’ PBMC CD8+ group, the expression levels of exhaustion markers such as PD1, TIM3, LAG3, and CTLA4 were significantly increased in HCC patients’ PBMC CD8+ group and HCC tissues’ CD8+ group. The gene discussed is PDCD1; the disease is hepatocellular carcinoma.