We found that STMN1, CD274, CTLA4, HAVCR2, LAG3, PDCD1, PDCD1LG2, and TIGIT were significantly positively correlated in HCC (Fig. 7A–H). Here, CTLA4 is linked to hepatocellular carcinoma.