Among these genes, the expression of COL1A2, COL5A1, COL10A1, COL24A1 and COL12A1 could significantly affect the prognosis of GBM patients, while other genes did not function as indicator of prognosis (Fig. 8a, Additional file 3: Figure S3). The gene discussed is COL12A1; the disease is glioblastoma.