Pseudo-time series analysis showed that the expression values of CDCA8, CENPA, SPC25, and TTK were relatively high in malignant cells and immune cells at the late stage of differentiation, indicating that their expression direction was consistent with the progression of HCC toward poor prognosis (Figure 12G, 12H and Supplementary Figure 9). Here, TTK is linked to hepatocellular carcinoma.