Nuclear respiratory factor 1 transcriptomic signatures as prognostic indicators of recurring aggressive mesenchymal glioblastoma and resistance to therapy in White American females

J Cancer Res Clin Oncol. 2022 Jul;148(7):1641-1682. doi: 10.1007/s00432-022-03987-2. Epub 2022 Apr 20.

Abstract

Purpose: The mechanisms contributing to recurrence of glioblastoma (GBM), an aggressive neuroepithelial brain tumor, remain unknown. We have recently shown that nuclear respiratory factor 1 (NRF1) is an oncogenic transcription factor and its transcriptional activity is associated with the progression and prognosis of GBM. Herein, we extend our efforts to (1) identify influential NRF1-driven gene and microRNA (miRNA) expression for the aggressiveness of mesenchymal GBM; and (2) understand the molecular basis for its poor response to therapy.

Methods: Clinical data and RNA-Seq from four independent GBM cohorts were analyzed by Bayesian Network Inference with Java Objects (BANJO) and Markov chain Monte Carlo (MCMC)-based gene order to identify molecular drivers of mesenchymal GBM as well as prognostic indicators of poor response to radiation and chemotherapy.

Results: We are the first to report sex-specific NRF1 motif enriched gene signatures showing increased susceptibility to GBM. Risk estimates for GBM were increased by greater than 100-fold with the joint effect of NRF1-driven gene signatures-CDK4, DUSP6, MSH2, NRF1, and PARK7 in female GBM patients and CDK4, CASP2, H6PD, and NRF1 in male GBM patients. NRF1-driven causal Bayesian network genes were predictive of poor survival and resistance to chemoradiation in IDH1 wild-type mesenchymal GBM patients. NRF1-regulatable miRNAs were also associated with poor response to chemoradiation therapy in female IDH1 wild-type mesenchymal GBM. Stable overexpression of NRF1 reprogramed human astrocytes into neural stem cell-like cells expressing SOX2 and nestin. These cells differentiated into neurons and form tumorospheroids.

Conclusions: In summary, our novel discovery shows that NRF1-driven causal genes and miRNAs involved in cancer cell stemness and mesenchymal features contribute to cancer aggressiveness and recurrence of aggressive therapy-resistant glioblastoma.

Keywords: Brain cancer; Causal Bayesian network; Gene network interface; Glioblastoma; Monte Carlo Markov chain; Nuclear respiratory factor 1; Tumor recurrence; Tumor resistance.

MeSH terms

  • Bayes Theorem
  • Brain Neoplasms* / genetics
  • Brain Neoplasms* / metabolism
  • Brain Neoplasms* / pathology
  • Brain Neoplasms* / therapy
  • Female
  • Glioblastoma* / genetics
  • Glioblastoma* / metabolism
  • Glioblastoma* / pathology
  • Glioblastoma* / therapy
  • Humans
  • Male
  • MicroRNAs* / genetics
  • MicroRNAs* / metabolism
  • Neoplasm Recurrence, Local / genetics
  • Neoplasm Recurrence, Local / pathology
  • Neoplastic Stem Cells / pathology
  • Nuclear Respiratory Factor 1* / genetics
  • Prognosis
  • Transcriptome

Substances

  • MicroRNAs
  • NRF1 protein, human
  • Nuclear Respiratory Factor 1