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. The gene discussed is ERBB2; the disease is breast carcinoma.