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基于 RNA-seq 数据集的 circRNA 生物信息学分析

Bioinformatic Analysis of CircRNA from RNA-seq Datasets.

机构信息

Laboratory of Genetics and Genomics and Computational Biology and Genomics Core, National Institute on Aging-Intramural Research Program, National Institutes of Health, Baltimore, MD, USA.

出版信息

Methods Mol Biol. 2022;2399:9-19. doi: 10.1007/978-1-0716-1831-8_2.

Abstract

Circular RNAs (circRNAs) are a vast class of covalently closed, noncoding RNAs expressed in specific tissues and developmental stages. The molecular, cellular, and pathophysiologic roles of circRNAs are not fully known, but their impact on gene expression programs is beginning to emerge, as circRNAs often associate with RNA-binding proteins and nucleic acids. With rising interest in identifying circRNAs associated with disease processes, it has become particularly important to identify circRNAs in RNA sequencing (RNA-seq) datasets, either generated by the investigator or reported in the literature. Here, we present a methodology to identify and analyze circRNAs in RNA-seq datasets, including those archived in repositories. We elaborate on the unique features of circRNAs that require specialized attention in RNA-seq datasets, the software packages designed for circRNA identification, the ongoing efforts to reconstruct the body of circRNAs starting from unique circularizing junctions, and the interacting factors that can be proposed from putative circRNA body sequences. We discuss the advantages and limitations of the current approaches for high-throughput circRNA analysis from RNA-sequencing datasets and identify areas that would benefit from the development of superior bioinformatic tools.

摘要

环状 RNA(circRNAs)是一类广泛存在的共价闭合、非编码 RNA,在特定组织和发育阶段表达。circRNAs 的分子、细胞和病理生理作用尚不完全清楚,但它们对基因表达程序的影响正在显现,因为 circRNAs 通常与 RNA 结合蛋白和核酸结合。随着人们对与疾病过程相关的 circRNAs 的识别兴趣日益浓厚,鉴定 RNA 测序(RNA-seq)数据集中的 circRNAs 变得尤为重要,这些数据集可以由研究者生成,也可以在文献中报告。在这里,我们提出了一种在 RNA-seq 数据集中识别和分析 circRNAs 的方法,包括存储在存储库中的数据集中的 circRNAs。我们详细介绍了 circRNAs 的独特特征,这些特征在 RNA-seq 数据集中需要特别注意,以及专门用于 circRNA 鉴定的软件包、从独特的环状连接点开始重建 circRNA 主体的持续努力,以及可以从假定的 circRNA 主体序列中提出的相互作用因子。我们讨论了当前从 RNA-seq 数据集中进行高通量 circRNA 分析的方法的优缺点,并确定了需要开发更好的生物信息学工具的领域。

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