By analyzing single-cell RNA sequencing data (GSE138709), we found that the expressions of MANF, CK19, and Notch2 signaling pathway genes were higher in malignant ICC cells than that in hepatocytes (Fig. 8C and Supplementary Fig. 9C). Here, MANF is linked to intrahepatic cholangiocarcinoma.