Finally, through multivariate Cox regression analysis and LASSO dimensionality reduction, the study constructed novel nomogram models incorporating variables including Ki67 index, T stage, and N stage, providing an individualized prognostic assessment tool for breast cancer patients receiving NAC. The gene discussed is MKI67; the disease is breast carcinoma.