CD4 and hepatocellular carcinoma: The UMAP visualization further elucidated the diversity of cellular subpopulations, highlighting the presence of CD4 + T cells and TAMs (Fig. 3A–D), which are pivotal in understanding the immune microenvironment of hepatocellular carcinoma and informing therapeutic development strategies.