JAML and colorectal carcinoma: 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.