• GUCA2A identified as a hub gene in CRC.• CLCA1, CLCA4, and GUCA2A were identified as a 3-Gene Signature in CRC• Protein levels of GUCA2A are significantly lower than normal tissues. Here, CLCA1 is linked to colorectal carcinoma.