First, we observed nodules with cholangiocyte-like transcriptional signatures (for example, Krt19+Cldn7+) indicative of cholangiocarcinoma (CCA)27,28 (Fig. 5a,b and Supplementary Fig. 6). This evidence concerns the gene KRT19 and cholangiocarcinoma.