Analysis of the 357 samples in the training cohort revealed that the PIV level was significantly correlated with CA153, age, menstrual status, pathological type, Her2 status, tumor diameter, pCR status, and pathological nodal status after NAC (p < 0.05). The gene discussed is ERBB2; the disease is neoplasm.