High Shannon index after neoadjuvant chemotherapy was proven an independent prognostic factor even after adjusting for Miller-Payne regression grade and post-neoadjuvant chemotherapy Ki-67 index, which are known to be associated with chemo-responsiveness and tumor recurrence after neoadjuvant chemotherapy24,28,29. The gene discussed is MKI67; the disease is neoplasm.