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Advancing brain barriers RNA sequencing: guidelines from experimental design to publication

机译:推进脑屏障RNA测序:从实验设计到出版物的指导

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RNA sequencing (RNA-Seq) in its varied forms has become an indispensable tool for analyzing differential gene expression and thus characterization of specific tissues. Aiming to understand the brain barriers genetic signature, RNA seq has also been introduced in brain barriers research. This has led to availability of both, bulk and single-cell RNA-Seq datasets over the last few years. If appropriately performed, the RNA-Seq studies provide powerful datasets that allow for significant deepening of knowledge on the molecular mechanisms that establish the brain barriers. However, RNA-Seq studies comprise complex workflows that require to consider many options and variables before, during and after the proper sequencing process. In the current manuscript, we build on the interdisciplinary experience of the European PhD Training Network BtRAIN ( https://www.btrain-2020.eu/ ) where bioinformaticians and brain barriers researchers collaborated to analyze and establish RNA-Seq datasets on vertebrate brain barriers. The obstacles BtRAIN has identified in this process have been integrated into the present manuscript. It provides guidelines along the entire workflow of brain barriers RNA-Seq studies starting from the overall experimental design to interpretation of results. Focusing on the vertebrate endothelial blood–brain barrier (BBB) and epithelial blood-cerebrospinal-fluid barrier (BCSFB) of the choroid plexus, we provide a step-by-step description of the workflow, highlighting the decisions to be made at each step of the workflow and explaining the strengths and weaknesses of individual choices made. Finally, we propose recommendations for accurate data interpretation and on the information to be included into a publication to ensure appropriate accessibility of the data and reproducibility of the observations by the scientific community. Next generation transcriptomic profiling of the brain barriers provides a novel resource for understanding the development, function and pathology of these barrier cells, which is essential for understanding CNS homeostasis and disease. Continuous advancement and sophistication of RNA-Seq will require interdisciplinary approaches between brain barrier researchers and bioinformaticians as successfully performed in BtRAIN. The present guidelines are built on the BtRAIN interdisciplinary experience and aim to facilitate collaboration of brain barriers researchers with bioinformaticians to advance RNA-Seq study design in the brain barriers community.
机译:其变化形式的RNA测序(RNA-SEQ)已成为分析差异基因表达的不可缺少的工具,从而表征特定组织。旨在了解脑屏障遗传签名,RNA SEQ也已在脑障碍研究中引入。这导致了过去几年的批量和单细胞RNA-SEQ数据集的可用性。如果进行适当的执行,RNA-SEQ研究提供了强大的数据集,以便在建立脑屏障的分子机制上进行显着深化。然而,RNA-SEQ研究包括复杂的工作流程,需要在适当的测序过程之前,期间和之后考虑许多选项和变量。在目前的稿件中,我们建立了欧洲博士培训网络Btrain的跨学科经验(https://www.btrain-20202020.eu/),其中生物信息管理员和大脑壁垒研究人员合作分析和建立脊椎动物大脑上的RNA-SEQ数据集障碍。在此过程中已识别的障碍物已被整合到当前的稿件中。它提供了沿着大脑屏障RNA-SEQ研究的整个工作流程的指导方针,从整体实验设计开始解释结果。专注于脉络内皮血脑屏障(BBB)和脉络膜丛的上皮血脑屏障(BCSFB),我们提供了工作流程的逐步描述,突出了每个步骤的决定工作流程并解释各个选择的优势和弱点。最后,我们建议提出准确的数据解释和向公布列入的信息提出建议,以确保科学界的数据和再现性的适当可访问性。下一代大脑障碍的转录组分析提供了一种新颖的资源,以了解这些阻隔细胞的发展,功能和病理,这对于了解CNS稳态和疾病至关重要。 RNA-SEQ的持续进步和复杂性将需要大脑屏障研究人员和生物信息管理员之间的跨学科方法,如在BTRAIN中成功进行。本指南建立在BTRAIN跨学科经验上,旨在促进脑壁垒研究人员与生物信息管理人员的合作,以推进脑障碍群落中的RNA-SEQ学习设计。

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