Among them, CTLA4+ T cells were the cell subpopulation affecting the survival of HCC, and the functions of IL1RL1+ T cells and LAG3+ T cells in HCC need to be further investigated in depth. Here, IL1RL1 is linked to hepatocellular carcinoma.