Department of Environmental Health Sciences, Florida International University, Miami, FL, 33199, USA.
Department of Biostatistics, Florida International University, Miami, FL, 33199, USA.
J Cancer Res Clin Oncol. 2022 Jul;148(7):1641-1682. doi: 10.1007/s00432-022-03987-2. Epub 2022 Apr 20.
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.
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.
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.
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.
导致胶质母细胞瘤(GBM)复发的机制仍不清楚,GBM 是一种侵袭性神经上皮脑肿瘤。我们最近发现核呼吸因子 1(NRF1)是一种致癌转录因子,其转录活性与 GBM 的进展和预后相关。在此,我们进一步努力:(1)确定影响间充质 GBM 侵袭性的 NRF1 驱动基因和微小 RNA(miRNA)表达;(2)了解其对治疗反应不良的分子基础。
通过贝叶斯网络推断与 Java 对象(BANJO)和基于马尔可夫链蒙特卡罗(MCMC)的基因排序分析来自四个独立 GBM 队列的临床数据和 RNA-Seq,以鉴定间充质 GBM 的分子驱动因素以及对放疗和化疗反应不良的预后指标。
我们首次报道了性别特异性 NRF1 基序富集基因特征,这些特征显示出对 GBM 的易感性增加。在女性 GBM 患者中,NRF1 驱动基因特征(CDK4、DUSP6、MSH2、NRF1 和 PARK7)和男性 GBM 患者中 CDK4、CASP2、H6PD 和 NRF1 的联合作用下,GBM 的风险估计增加了 100 多倍。NRF1 驱动的因果贝叶斯网络基因可预测 IDH1 野生型间充质 GBM 患者的不良生存和对放化疗的耐药性。NRF1 调节的 miRNA 也与女性 IDH1 野生型间充质 GBM 对放化疗的反应不良相关。NRF1 的稳定过表达将人星形胶质细胞重编程为表达 SOX2 和巢蛋白的神经干细胞样细胞。这些细胞分化为神经元并形成肿瘤球体。
总之,我们的新发现表明,参与癌细胞干性和间充质特征的 NRF1 驱动的因果基因和 miRNA 导致了侵袭性和侵袭性治疗抵抗性 GBM 的复发。