In addition, we found several hub genes with worse OS and higher expression level in glioma patients, including VEGFA, NDC80, TIMP1, SAA1, CENPA, CENPF, and NCAPG and we firstly found relationship of SAA1, TIMP1, and molecular pathology in GBM. Here, NCAPG is linked to glioma.