In our work, the positive correlations between biomarkers and immune cells suggested YWHAB, PPAT, and NOL10 likely related to tumor microenvironment, which affected the recruitment of infiltrating immune cells into the tumor microenvironment of HCC. This evidence concerns the gene PPAT and hepatocellular carcinoma.