Other studies have identified prognostic-related genes in HBV-associated HCC, such as TYMS, MAD2L1, CCNA2, CDK1, and SPP1, with some of these genes also emerging as common DEGs in our analysis [36]. Here, SPP1 is linked to hepatocellular carcinoma.