GEO analysis confirmed that these genes are significantly upregulated in HCC patients (Figure 7A), and survival analysis revealed their higher expression levels correlate with poorer overall survival, particularly for CCNB1 (Figure 7B–E). Here, CCNB1 is linked to hepatocellular carcinoma.