Identification of a DNA Repair-Related Multigene Signature as a Novel Prognostic Predictor of Glioblastoma

World Neurosurg. 2018 Sep:117:e34-e41. doi: 10.1016/j.wneu.2018.05.122. Epub 2018 May 26.

Abstract

Background: Glioblastoma (GBM) is an extremely challenging malignancy to treat. Although temozolomide (TMZ) is a standard treatment regimen, many patients with GBM develop chemoresistance. The aim of this study was to identify a DNA repair-related gene signature to better stratify patients treated with TMZ.

Methods: We selected 89 cases of primary GBM (pGBM) from the Chinese Glioma Genome Atlas RNA-seq dataset as the training cohort, whereas The Cancer Genome Atlas RNA-seq and Gene Set Enrichment (GSE) 16011 mRNA array sets were used as validation cohorts. Regression analysis and linear risk score assessment were performed to build a DNA repair-related signature. We used Kaplan-Meier analysis to evaluate the predictive value of the signature for overall survival (OS) in the different groups. Multivariate Cox regression analysis was used to determine whether the 5-gene signature could independently predict OS.

Results: Using our 5-gene signature panel of APEX1, APRT, PARP2, PMS2L2, and POLR2L, we divided patients with pGBM into high- and low-risk groups. Patients with a low-risk score were predicted to have favorable survival and greater benefit from TMZ therapy compared with patients from the high-risk group (P < 0.05). Moreover, receiver operating characteristic curves showed that the multigene signature was the most sensitive and specific model for survival prediction (P < 0.05).

Conclusions: Among patients with pGBM, classification based on a risk score determined using a 5-gene panel indicated different OS and reaction to TMZ. The findings in this study demonstrate that this unique 5-gene signature could be a novel model to predict OS and provide accurate therapy for patients with pGBM.

Keywords: Five-gene signature; Overall survival (OS); Primary glioblastoma (pGBM); Risk score; Temozolomide (TMZ).

MeSH terms

  • Adenine Phosphoribosyltransferase
  • Adult
  • Aged
  • Antineoplastic Agents, Alkylating / therapeutic use
  • Brain Neoplasms / diagnosis
  • Brain Neoplasms / genetics*
  • Brain Neoplasms / mortality
  • DNA Mismatch Repair / genetics
  • DNA Repair / genetics
  • DNA-(Apurinic or Apyrimidinic Site) Lyase / genetics
  • Dacarbazine / analogs & derivatives
  • Dacarbazine / therapeutic use
  • Female
  • Genes, Neoplasm / genetics*
  • Genetic Markers / genetics
  • Glioblastoma / diagnosis
  • Glioblastoma / genetics*
  • Glioblastoma / mortality
  • Humans
  • Kaplan-Meier Estimate
  • Male
  • Middle Aged
  • Mismatch Repair Endonuclease PMS2 / genetics
  • Poly(ADP-ribose) Polymerases / genetics
  • Prospective Studies
  • RNA Polymerase II / genetics
  • RNA, Messenger / metabolism
  • Temozolomide

Substances

  • Antineoplastic Agents, Alkylating
  • Genetic Markers
  • RNA, Messenger
  • Dacarbazine
  • PARP2 protein, human
  • Poly(ADP-ribose) Polymerases
  • Adenine Phosphoribosyltransferase
  • RNA Polymerase II
  • PMS2 protein, human
  • Mismatch Repair Endonuclease PMS2
  • APEX1 protein, human
  • DNA-(Apurinic or Apyrimidinic Site) Lyase
  • Temozolomide