A high combined expression score of 5 stromal proteins, namely THBS1, TNC, FN, SPARC and α-SMA, in baseline untreated breast cancers, is associated with shorter survival, while their up-regulation after chemotherapy predicted for poor treatment response. This evidence concerns the gene FN1 and breast cancer.