The study has identified six gene expression-related biomarkers: GNL3, VSIR, LY86, ARHGAP25, DERL3, and JAML—linked to key biological processes such as cytokine metabolism and oxidative stress, which are vital for regulating cell proliferation, apoptosis, and invasion in CRC. Here, GNL3 is linked to colorectal carcinoma.