TAMs secrete cytokines such as TNF-α, TGF-β, and IL6, which regulate the CCA microenvironment and promote epithelial-mesenchymal transition, tumor growth, and metastasis (43). This evidence concerns the gene TNF and cholangiocarcinoma.