In the correlation analysis, five variables, namely, histological grade, T classification, tumor size, serum CEA level and overall survival, were significantly correlated (P < 0.001) with LNM (Table 2) and LIM (Table 3) in both the training and testing sets. This evidence concerns the gene CEACAM5 and neoplasm.