In addition, the pseudotime of fibroblasts and endothelial cells was earlier than that of B cells and CD8 + T cells (Fig. 1G), implying that fibroblasts and endothelial cells may be present in the very early stage of HCC and play an important function in HCC. This evidence concerns the gene CD8A and hepatocellular carcinoma.