As for other factors involved in the nomogram, CEA and CA15-3, known as vital tumor markers in breast cancer, could reflect tumor burden, and a high level of tumor markers could be associated with advanced disease and poor outcomes (37, 38). This evidence concerns the gene CEACAM5 and breast cancer.