In this study, multivariable analysis demonstrated that MP grading system was significant independent predictor of DFS and OS, indicating that pathological evaluation after NAC provide important information of survival outcome for HER2-low breast cancer. This evidence concerns the gene ERBB2 and breast carcinoma.