The univariate logistic regression analysis was performed on the data in the training set, and there were statistically significant differences in ER, PR, HER-2, Ki-67, molecular subtype, NAC regimen, tumor size, shape, lesion type and BES between non-pCR and pCR groups (p<0.05). The gene discussed is ESR1; the disease is neoplasm.