This study suggests that the TWEAK/Fn14 axis in the tumor microenvironment of CRLMs plays a crucial role in tumor progression, particularly in rHGP, which is a major CRLM phenotype associated with poor prognosis. This evidence concerns the gene TNFRSF12A and neoplasm.