AHCY and medical procedure: Colonomics validation confirmed upregulation of AHCY, LCN2 and SELE in CRC tissues.<h4>Conclusions</h4>This multi-omics network analysis reveals a shared molecular framework between IBD and CRC, with inflammation as a key driver of colorectal carcinogenesis.