Our deep learning survival score (DLS) showed superior discriminability to almost all risk factors including pT, pN, pM stage, tumor size, differentiation, Lauren histology, serum CEA and CA199 levels (Fig. 5A). This evidence concerns the gene CEACAM5 and neoplasm.