The purpose of this study was to integrate US and clinicopathological characteristics to predict whether patients with HER2-positive breast cancer undergoing NACT would achieve pCR, as US allows for non-invasive and dynamic observation of tumor changes throughout preoperative NACT to allow for timely changes in treatment regimen in case of poor treatment outcome. This evidence concerns the gene ERBB2 and neoplasm.