Overexpression of IRG1 can inhibit the polarization of macrophages to M2 type and inhibit the expression of CCL18, and then regulate the phosphorylation of STAT3 to inhibit the progression of CCA. This evidence concerns the gene CCL18 and cholangiocarcinoma.