Based on the independent predictors identified in the multivariate logistic regression analysis, a nomogram including age, NCT cycles, ER, HER2, and LVI to predict the pathological outcomes after NCT for patients with breast cancer was developed (Fig. 2). The gene discussed is ERBB2; the disease is breast cancer.