By analyzing differences in mutation frequency, selection pressures, and gene significance within a random forest model, we have identified several genes, including TP53, PIK3CA, CNTNAP5, FBXW7, and NRAS, that have a higher mutation rate in CRC compared with CRA. Here, FBXW7 is linked to colorectal carcinoma.