Our findings highlighted that patterns of exhausted T cell hallmarks expression was distinctly tied to KLF4 in HCC, implying that high KLF4 expression may indicate increased sensitivity of HCC to ICBs treatment. Here, KLF4 is linked to hepatocellular carcinoma.