Then, we used Monocle to infer the state trajectory, discussed the dynamic immune state and cell transformation of CD8+ T cells infiltrated by HCC, and studied the transcriptional changes related to the transition state. This evidence concerns the gene CD8A and hepatocellular carcinoma.