In this study, we constructed prediction models to evaluate the prognostic value of serum tumor markers in a more intuitive way and found that the predictive performance of CRC prognostic models improved with the incorporation of preoperative CEA, CA19-9, and CA125. This evidence concerns the gene CEACAM5 and neoplasm.