Finally, single-gene GSEA analysis was performed on the three prognostic genes, ESR1, SPP1 and FOSB, that affect the survival time of liver cancer patients (Fig. 8) in order to explore the mechanism affecting the prognosis of liver cancer patients. Here, SPP1 is linked to liver cancer.