Of particular interest, Sgpl1 and Sgpp1, key enzymes involved in the metabolism of S1P, were significantly downregulated across all hepatic cells in the HCC group but increased in hepatocytes, HSCs, ECs, immune cells, and macrophages in the pre-tumor group. Here, SGPP1 is linked to neoplasm.