In particular, the authors found that lesion size and the lesion-to-background parenchymal signal enhancement ratio (SER) on early phase MRI images detected residual tumors with high sensitivity and NPV in Hormone Receptor (HR) negative (Triple negative and HER2+) breast cancers after NAC. This evidence concerns the gene ERBB2 and breast carcinoma.