a Departments of Neurology, Chicago, IL, USA.
c Lou and Jean Malnati, Brain Tumor Institute & The Robert H. Lurie Comprehensive Cancer Center, Chicago, IL, USA.
Epigenetics. 2018;13(4):432-448. doi: 10.1080/15592294.2018.1469892. Epub 2018 Aug 6.
Glioma stem cells (GSCs), a subpopulation of tumor cells, contribute to tumor heterogeneity and therapy resistance. Gene expression profiling classified glioblastoma (GBM) and GSCs into four transcriptomically-defined subtypes. Here, we determined the DNA methylation signatures in transcriptomically pre-classified GSC and GBM bulk tumors subtypes. We hypothesized that these DNA methylation signatures correlate with gene expression and are uniquely associated either with only GSCs or only GBM bulk tumors. Additional methylation signatures may be commonly associated with both GSCs and GBM bulk tumors, i.e., common to non-stem-like and stem-like tumor cell populations and correlating with the clinical prognosis of glioma patients. We analyzed Illumina 450K methylation array and expression data from a panel of 23 patient-derived GSCs. We referenced these results with The Cancer Genome Atlas (TCGA) GBM datasets to generate methylomic and transcriptomic signatures for GSCs and GBM bulk tumors of each transcriptomically pre-defined tumor subtype. Survival analyses were carried out for these signature genes using publicly available datasets, including from TCGA. We report that DNA methylation signatures in proneural and mesenchymal tumor subtypes are either unique to GSCs, unique to GBM bulk tumors, or common to both. Further, dysregulated DNA methylation correlates with gene expression and clinical prognoses. Additionally, many previously identified transcriptionally-regulated markers are also dysregulated due to DNA methylation. The subtype-specific DNA methylation signatures described in this study could be useful for refining GBM sub-classification, improving prognostic accuracy, and making therapeutic decisions.
神经胶质瘤干细胞(GSCs)是肿瘤细胞的一个亚群,有助于肿瘤异质性和治疗耐药性。基因表达谱将胶质母细胞瘤(GBM)和 GSCs 分为四个转录定义的亚型。在这里,我们确定了转录预分类的 GSC 和 GBM 批量肿瘤亚型中的 DNA 甲基化特征。我们假设这些 DNA 甲基化特征与基因表达相关,并且仅与 GSCs 或仅与 GBM 批量肿瘤相关。其他甲基化特征可能与 GSCs 和 GBM 批量肿瘤都相关,即与非干细胞样和干细胞样肿瘤细胞群体共同相关,并与胶质母细胞瘤患者的临床预后相关。我们分析了来自 23 例患者来源的 GSCs 的 Illumina 450K 甲基化阵列和表达数据。我们将这些结果与癌症基因组图谱(TCGA)GBM 数据集进行了参考,以生成每个转录预定义肿瘤亚型的 GSCs 和 GBM 批量肿瘤的甲基化组学和转录组学特征。我们使用包括 TCGA 在内的公开数据集对这些特征基因进行了生存分析。我们报告说,在原神经和间充质肿瘤亚型中的 DNA 甲基化特征要么是 GSCs 特有的,要么是 GBM 批量肿瘤特有的,要么是两者共有的。此外,失调的 DNA 甲基化与基因表达和临床预后相关。此外,许多先前鉴定的转录调节标志物也因 DNA 甲基化而失调。本研究中描述的亚型特异性 DNA 甲基化特征可用于改善 GBM 亚分类、提高预后准确性和做出治疗决策。