“…Traditional logistic regression (LR) analysis showed that tumor length, tumor size, tumor location, T1 substage, differentiation, lymphovascular invasion(LVI), depth of tumor invasion, and macroscopic type were associated with LNM occurrence ( 11 , 14 , 35 – 39 ). Multivariate analysis demonstrated that poor differentiation, LVI, depth of tumor invasion, T1 substage, high-density lipoprotein cholesterol (HDL-C) level, and preoperative alanine aminotransferase/aspartate aminotransferase ratio (LSR) were significant independent risk factors for LNM ( 11 , 14 , 35 , 37 – 39 ). Hence, the twenty-six routinely available features extracted from patients, including clinical variables, hematological indicators and pathological variables, are feasible for predicting LNM.…”