所有单细胞神经胶质生物学家的单细胞转录组学/表观组学实验设计和分析注意事项。

IF 5.4 2区 医学 Q1 NEUROSCIENCES Glia Pub Date : 2024-11-19 DOI:10.1002/glia.24633
Katherine E Prater, Kevin Z Lin
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引用次数: 0

摘要

以单细胞分辨率应用单细胞转录组学、表观基因组学和其他'omics'技术,可以极大地推动对神经胶质生物学的假设和理解。全能组学技术揭示了大量且日益增多的新神经胶质细胞亚型,这些亚型由其基因表达谱定义。这些亚型对了解神经胶质细胞功能、细胞间通讯以及神经胶质细胞在平衡状态和神经疾病等情况之间的特异性变化具有重要意义。对于许多人来说,如何分析、解释和理解这些大型数据集的培训都是通过阅读和理解生物统计学等其他领域的文献来进行的。在此,我们将为神经胶质生物学家提供有关单细胞 RNA-seq 数据集的实验设计和分析的入门指南。我们的目标是进一步了解数据集决策的原因,提高生物学家解释和评论自己和他人工作的能力。我们回顾了单细胞分析所涉及的步骤,重点是决策点和神经胶质细胞的特别注意事项。本入门指南的目的是确保单细胞'omics'实验继续以严谨和可复制的方式推进神经胶质生物学的发展。
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All the single cells: Single-cell transcriptomics/epigenomics experimental design and analysis considerations for glial biologists.

Single-cell transcriptomics, epigenomics, and other 'omics applied at single-cell resolution can significantly advance hypotheses and understanding of glial biology. Omics technologies are revealing a large and growing number of new glial cell subtypes, defined by their gene expression profile. These subtypes have significant implications for understanding glial cell function, cell-cell communications, and glia-specific changes between homeostasis and conditions such as neurological disease. For many, the training in how to analyze, interpret, and understand these large datasets has been through reading and understanding literature from other fields like biostatistics. Here, we provide a primer for glial biologists on experimental design and analysis of single-cell RNA-seq datasets. Our goal is to further the understanding of why decisions are made about datasets and to enhance biologists' ability to interpret and critique their work and the work of others. We review the steps involved in single-cell analysis with a focus on decision points and particular notes for glia. The goal of this primer is to ensure that single-cell 'omics experiments continue to advance glial biology in a rigorous and replicable way.

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来源期刊
Glia
Glia 医学-神经科学
CiteScore
13.10
自引率
4.80%
发文量
162
审稿时长
3-8 weeks
期刊介绍: GLIA is a peer-reviewed journal, which publishes articles dealing with all aspects of glial structure and function. This includes all aspects of glial cell biology in health and disease.
期刊最新文献
All the single cells: Single-cell transcriptomics/epigenomics experimental design and analysis considerations for glial biologists. R-Ras1 and R-Ras2 regulate mature oligodendrocyte subpopulations. Astrocytic NHERF-1 Increases Seizure Susceptibility by Inhibiting Surface Expression of TREK-1. Aquaporin-4 activation facilitates glymphatic system function and hematoma clearance post-intracerebral hemorrhage. The E3 ubiquitin ligase Nedd4 fosters developmental myelination in the mouse central and peripheral nervous system.
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