Top five up-regulated genes in malignant tumours were COL11A1, SFRP2, LCN2, COL2A1 and H19, while top up-regulated genes in benign tumours were MMP3, MMP1, AREG, PTHLH and SFRP2. This evidence concerns the gene COL11A1 and benign neoplasm.