On the protein level, we validated these hub genes expressions of normal tissues and tumor tissues through the HPA database (Additional file 1).HSPA8 and HSPB8 expressed higher in tumor tissues than that in normal tissues, while SERPINA1 and DIRAS3 expressed higher in normal tissues against tumor tissues. This evidence concerns the gene DIRAS3 and neoplasm.