Notably, MANF expression in undifferentiated ICC (ICC-UDC) was significantly higher than that in differentiated ICC (ICC-DC) (GSE221589) (Supplementary Fig. 2I–K). The gene discussed is MANF; the disease is intrahepatic cholangiocarcinoma.