We generated and analyzed RNAseq data from 546 blood samples of patients with high-risk stage II/III HER2-negative breast cancer enrolled in the I-SPY2 trial and identified peripheral immune signatures associated with tumor characteristics and immunotherapy response. Here, ERBB2 is linked to neoplasm.