In conclusion, we demonstrate herein that MIBC subtypes predict pathological response to NAC, indicating strong phenotypic similarities to breast cancer subtypes, including expression patterns of ESR1 and ERBB2. The gene discussed is ESR1; the disease is breast cancer.