In the present study, we identified five genes (LDHA, PPAT, BFSP1, NR0B1, and PFKFB4) associated with the tumour immune microenvironment in HCC patient cohorts that may be applied as potential biomarkers of HCC immunotherapy outcome. The gene discussed is PPAT; the disease is hepatocellular carcinoma.