Based on the multivariate analysis results identifying six significant independent predictors in HER2-positive breast cancer and five in TNBC, we developed predictive models to estimate the probability of achieving ypN0 status after NAT for initially diagnosed pN+ HER2-positive and TNBC patients. Here, ERBB2 is linked to breast cancer.