Notably, it also surpassed several other CRC models based on metabolic and immune-related genes, including those associated with nucleotide metabolism, immune profiles, immunogenic cell death, CD4+ T cells, and metastasis-immune interactions (38–44), consistently achieving the highest AUC (0.74). Here, CD4 is linked to colorectal carcinoma.