Additionally, the nomogram incorporating significant variables and a multivariate Cox regression model, which included age, gender, race, and pathological stage, also demonstrated that the SPP1 gene had a significant impact on the prognosis of HCC (p = 0.0241). This evidence concerns the gene SPP1 and hepatocellular carcinoma.