The most significant gene set enriched in HER2E tumors (Doane breast cancer classes up; Additional file 8A) is composed of genes upregulated in a subset of ER-/PR- tumors but that, paradoxically, are direct targets of ER, responsive to estrogen, and/or typically expressed in ER+ breast cancer [35]. Here, ESR1 is linked to breast cancer.