The present study develops a novel tumor differentiation grade-related genes prognostic signature which include ten genes (TNFAIP2, MAGEA3, CXCR4, COL1A1, FN1, VCAN, PXDN, COL5A1, MUC13 and RGS2). This evidence concerns the gene COL1A1 and neoplasm.