We reveal eight genes (CTNNB1, GSK3B, IL-1β, MYC, PXDN, TP53, COL1A1, and TGBF1) as diagnostic biomarkers for CRC using an integrative machine learning and statistical approach. This evidence concerns the gene CTNNB1 and colorectal carcinoma.