SPP1 and Hepatic fibrosis: Our research investigated the differences in expression and distribution of SPP1 between liver fibrosis and HCC, and discovered that SPP1 was significantly overexpressed in cholangiocytes in cases of liver fibrosis, but it was highly expressed in macrophages in cases of HCC.