The immune checkpoint gene markers’ expressions (including CTLA4, HAVCR2, LAG3, PDCD1, TIGHT) were higher in high asparagine metabolism HCC subgroup (Fig. 6C). Here, CTLA4 is linked to hepatocellular carcinoma.