Finally, we mainly re-analyzed CD4+ and CD8+ T cell clusters identified by a scRNA-seq dataset and the risk score is limited in scope to reflect a comprehensive immune status in HCC tissue. Here, CD4 is linked to hepatocellular carcinoma.