This is reflected in our 18-gene signature, with three of five RNAs upregulated in PAFs and for which higher expression in breast cancers was associated with poor prognosis encoded collagen proteins (Col5a2, Col13a1, Col18a1). This evidence concerns the gene COL18A1 and breast carcinoma.