Among these, CYP4F3 and TNF were overexpressed in the CRLM tissue, while ATG7, CTSG, F3, IL1B, and PDE4B were found to be opposite, suggesting a potential role for CYP4F3 and TNF in promoting liver metastasis in CRC. Here, PDE4B is linked to colorectal carcinoma.