Additionally, KEGG analysis underscored the importance of cytotoxicity, apoptosis, and the PD-1/PD-L1 pathway, providing crucial insights into the activation of T-cell signaling pathways relevant to liver cancer therapy and the regulation of immune checkpoints (Fig. 4A, B and Supplementary Table 1–2). Here, CD274 is linked to liver cancer.