Among these key genes COL11A1, MMP11 and COL10A1 were highly expressed and PCOLCE2, LAMA2, TMTC1, ADAMTS5, TIMP4, and RSPO3 were having lower expression levels in breast cancer samples. This evidence concerns the gene PCOLCE2 and breast carcinoma.