PD-L1 and NT5E expression was closely associated with EMT, while coordinate expression of NT5E and LSGAL9 with CSC marker ALDH1A1 was linked with poor overall survival in CCA patients. This evidence concerns the gene NT5E and cholangiocarcinoma.