In this predictive prognostic study in which a combined correlative analysis of the CALGB 40601 and PAMELA trials was conducted, 305 patients with early-stage ERBB2/HER2-positive breast cancer, 6 B-cell–related signatures were more strongly associated with pathologic complete response than were tumor-infiltrating lymphocytes. Here, ERBB2 is linked to neoplasm.