The analysis revealed significant correlations between the tumor size change and the expression status of ER, PR and Ki67 (p < 0.05 for all three) (Supplementary Fig. 2), indicating that these three biomarkers are promising predictive indicators for tumor shrinkage after NAC administration. Here, ESR1 is linked to neoplasm.