IRF4 is one of the TLS-related genes 23, and it is widely regarded as a cancer-promoting gene in numerous tumors, including lung cancer, cholangiocarcinoma, and Hodgkin lymphoma 52,81,82. This evidence concerns the gene IRF4 and cholangiocarcinoma.