Finally, collagen and associated signaling molecules, including ITGB1, YBX1, SPP1 and NF-κB in tumor tissues, could serve as potential biomarkers to monitor tumor progression and predict chemoresistance. This evidence concerns the gene SPP1 and neoplasm.