LGALS9 and cholangiocarcinoma: These findings reveal that elevated PD-L1 expression in CCA patients is closely linked with EMT status, and high co-expression of PD-L1, NT5E or LGALS9 with stemness marker ALDH1A1 is related to poor prognosis in CCA patients.