By comparing the expression levels of these DEGs among patients with different TNM stages, we found that CCNA2, CCNB1, CCNE1, and CCNF had particularly higher expression in patients with stage I colon cancer than in those with the advanced stage, implying that they are suitable for the diagnosis of early stage colon cancer. This evidence concerns the gene CCNE1 and malignant colon neoplasm.