Analysis of the key enzymes involved in ceramide synthesis and metabolism revealed a significant upregulation of Cers6 in hepatocytes, cholangiocytes, HSCs, and immune cells in both pre-tumor and HCC groups. The gene discussed is CERS6; the disease is hepatocellular carcinoma.