The best model for pCR prediction of NAC in ER+HER2- LABC in the three respective sequences was the SVM model of tumor-to-peritumor 1 mm on Ph2 (AUC = 0.9447, recall = 91%, precision = 91%, and F1 score = 91%). This evidence concerns the gene ESR1 and neoplasm.