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. The gene discussed is ALDH1A1; the disease is cholangiocarcinoma.