To identify breast cancer stromal gene networks associated with increased PEAK1 expression and poor outcome, we analyzed the relationships between expression patterns for gene signatures corresponding to epithelial (9 genes), mesenchymal (19 genes), stem (4 genes) and mesenchymal stem (15 genes) markers. Here, PEAK1 is linked to breast carcinoma.