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). This evidence concerns the gene KRT19 and intrahepatic cholangiocarcinoma.