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LGG-05. SINGLE-CELL RNA SEQUENCING OF PEDIATRIC LOW-GRADE GLIOMAS REVEALS INTRATUMORAL HETEROGENEITY

机译:LGG-05。小儿胶质瘤低级胶质瘤揭示细胞异质性的单细胞RNA测序

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摘要

Pediatric low-grade gliomas (PLGGs) are slow growing tumors that result in neurologic defects due to both disease burden and therapeutic complications. We have previously performed FFPE bulk expression profiling on more than 150 PLGGs that revealed substantial tumor heterogeneity on the level of gene expression. One limitation of bulk expression profiling is the presence of normal cells along with tumor cells that confound the overall expression signal in a tumor. We therefore analyzed gene expression profiles of individual cells from dissociated tumors obtained by flow cytometry. Single cells from freshly dissociated PLGGs were sorted by flow cytometry into distinct populations using the glial progenitor marker A2B5. Individual A2B5-negative and A2B5-positive cells were processed by ultra-low input RNA sequencing. We analyzed between 30–283 cells per tumor. RNA-sequencing of bulk sorted populations were processed in parallel as controls. We observed high correlations between the bulk control populations and the average of the single cell populations derived from the same tumor at the RNA expression level. In all tumors analyzed, consensus clustering distinguished two major sub-populations of single cells; one predominantly composed by A2B5 positive cells and the other exclusively by A2B5 negative cells. Principle component analyses also demonstrated distinct clustering between A2B5-positive and A2B5-negative cells. These data suggest that intratumoral heterogeneity observed at the population level can be reduced by analyzing individual cells. Importantly, we can identify specific gene expression signatures that distinguish these populations to enhance our understanding of PLGGs. Single cell transcriptome profiling of freshly dissociated PLGGs revealed unique subpopulations of cells within these tumors. A2B5 positive cells generally cluster separately from A2B5 negative cells, suggesting that key differences exist between cells within individual PLGGs. Further analysis may reveal biological pathways specifically operative in PLGG tumor cells or non-transformed cells that can inform our understanding of PLGGs.
机译:小儿低度神经胶质瘤(PLGG)是生长缓慢的肿瘤,由于疾病负担和治疗并发症,导致神经系统缺陷。我们之前已经对150多个PLGGs进行了FFPE本体表达谱分析,结果表明在基因表达水平上存在实质性的异质性。本体表达谱分析的一个局限性是正常细胞以及混淆肿瘤中整体表达信号的肿瘤细胞的存在。因此,我们分析了通过流式细胞术从分离的肿瘤中单个细胞的基因表达谱。使用神经胶质祖细胞标记物A2B5,通过流式细胞术将新鲜解离的PLGG的单细胞分为不同的种群。通过超低输入RNA测序处理单个A2B5阴性和A2B5阳性细胞。我们分析了每个肿瘤30-283个细胞。并行处理大量分选种群的RNA测序作为对照。我们观察到在RNA表达水平上,大批对照种群与源自同一肿瘤的单细胞种群平均值之间存在高度相关性。在所有分析的肿瘤中,共有簇区分了两个主要的单细胞亚群。一个主要由A2B5阳性细胞组成,另一个仅由A2B5阴性细胞组成。主成分分析还显示了A2B5阳性细胞和A2B5阴性细胞之间明显的聚集。这些数据表明,通过分析单个细胞可以减少在群体水平上观察到的肿瘤内异质性。重要的是,我们可以鉴定出区分这些人群的特定基因表达特征,以增强我们对PLGG的了解。新鲜离解的PLGGs的单细胞转录组谱分析揭示了这些肿瘤中细胞的独特亚群。 A2B5阳性细胞通常与A2B5阴性细胞分开聚集,表明单个PLGG内的细胞之间存在关键差异。进一步的分析可能揭示在PLGG肿瘤细胞或未转化的细胞中特异起作用的生物学途径,可以为我们对PLGGs的理解提供信息。

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