The basal cytokeratin-negative tumors that clustered with the basal-like cluster in this study could be EGFR, vimentin, and/or c-kit-expressing tumors with a similar gene expression signature to that of basal cytokeratin-immunopositive breast cancers. Here, EGFR is linked to breast carcinoma.