We found that expression of up-regulated DEGs RRM2 and COL3A1 (>2-fold up-regulated as determined by the gene expression profile) was significantly higher in malignant gliomas compared to lower grade gliomas and non-tumor brain tissue and directly correlated with glioma grade (Figure 2A & 2B). Here, COL3A1 is linked to glioma.