Further analysis using random forest and logistic regression identified Chloride Channel Accessory 1 (CLCA1) and Olfactomedin 4 (OLFM4) as potential CRC biomarkers, achieving an AUC of 1 and 0.969, respectively. This evidence concerns the gene OLFM4 and colorectal carcinoma.