ERBB2 and breast cancer: Performance of these models was tested with attractive results: they obtained an AUC of 0.85 in the training set, and an AUC of 0.79 in the testing set, suggesting that radiomic features extracted from mammograms may be a non-invasive method for pre-operative evaluation of HER-2 status in BC.