SPP1 and Hepatic fibrosis: In addition, a clinical prediction model was established and validated through machine learning, survival analysis and clinical samples, thereby identifying a core prognostic gene SPP1, and its expression heterogeneity between liver fibrosis and HCC and positive correlation with immune infiltration and prognostic development were also interpreted.