The study results suggest that O-GlcNAc-modified Hsp47 could serve as a potential therapeutic target for CRC and propose a treatment strategy guided by flavonoid biomarkers based on the inhibition of the OGT-collagen axis. The gene discussed is SERPINH1; the disease is colorectal carcinoma.