An important finding in our study is the results from our simple logistic regression analysis of patient and tumor characteristics: the associations between ER-negativity and HER2-overexpression, respectively, and axillary-pCR were more pronounced than for many of the imaging characteristics of the breast and the axilla. Here, ERBB2 is linked to neoplasm.