However, in advanced stage HCC, we observed a significant reduction in several key immune populations, including B cells, CD4+ T cells, CD8+ T cells, and macrophages (Fig. 3A-B and Fig. S3A). This evidence concerns the gene CD4 and hepatocellular carcinoma.