Correlation analysis between LRPS and 22 immune cell types revealed significant positive associations with Tregs, M0 macrophages, and neutrophils, and negative associations with NK cells, CD4+ memory T cells, and mast cells within the HCC microenvironment (Figure 7A). This evidence concerns the gene CD4 and hepatocellular carcinoma.