Among the five genes in the subset, HMMR, CHST4, and COL15A1 emerged as potential independent biomarkers (Figure 7), signifying a robust and statistically significant association with patient survival in HCC. This evidence concerns the gene CHST4 and hepatocellular carcinoma.