Notably, Zhang et al. [13] identified intrinsic associations between HCC and specific genes, including CCNA2, CCNB1, CDC20, CDK1, PTTG1, and TTK, elucidating their relevance to HCC-related events. This evidence concerns the gene PTTG1 and hepatocellular carcinoma.