In summary, we demonstrated the prognostic significance of macrophages and aPKCɩ in CCA, and then identified the Macrophages-aPKCɩ-CCL5 positive feedback loop in the tumor microenvironment that accelerates CCA progression and chemoresistance. Here, CCL5 is linked to cholangiocarcinoma.