According to the algorithms of machine learning (LASSO regression and SVM-RFE), ADHFE1, DOK6, GRP75, and MAP3K14-AS1 were selected to construct a diagnostic model and were successfully validated in GEO and our CRC samples datasets. Here, MAP3K14 is linked to colorectal carcinoma.