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通过短读长读 RNA 测序策略探索差异外显子使用。

Exploring differential exon usage via short- and long-read RNA sequencing strategies.

机构信息

Life Sciences Core Facilities, Weizmann Institute of Science, Rehovot 76100, Israel.

出版信息

Open Biol. 2022 Sep;12(9):220206. doi: 10.1098/rsob.220206. Epub 2022 Sep 28.

Abstract

Alternative splicing produces various mRNAs, and thereby various protein products, from one gene, impacting a wide range of cellular activities. However, accurate reconstruction and quantification of full-length transcripts using short-reads is limited, due to their length. Long-reads sequencing technologies may provide a solution by sequencing full-length transcripts. We explored the use of both Illumina short-reads and two long Oxford Nanopore Technology (cDNA and Direct RNA) RNA-Seq reads for detecting global differential splicing during mouse embryonic stem cell differentiation, applying several bioinformatics strategies: gene-based, isoform-based and exon-based. We detected the strongest similarity among the sequencing platforms at the gene level compared to exon-based and isoform-based. Furthermore, the exon-based strategy discovered many differential exon usage (DEU) events, mostly in a platform-dependent manner and in non-differentially expressed genes. Thus, the platforms complemented each other in the ability to detect DEUs (i.e. long-reads exhibited an advantage in detecting DEUs at the UTRs, and short-reads detected more DEUs). Exons within 20 genes, detected in one or more platforms, were here validated by PCR, including key differentiation genes, such as Mdb3 and Aplp1. We provide an important analysis resource for discovering transcriptome changes during stem cell differentiation and insights for analysing such data.

摘要

可变剪接从一个基因产生各种 mRNA,进而产生各种蛋白质产物,影响广泛的细胞活动。然而,由于短读长的限制,准确重建和定量全长转录本是有限的。长读长测序技术可以通过测序全长转录本提供解决方案。我们探索了使用 Illumina 短读长和两种 Oxford Nanopore Technology(cDNA 和 Direct RNA)RNA-Seq 读长来检测小鼠胚胎干细胞分化过程中的全局差异剪接,应用了几种生物信息学策略:基于基因、基于异构体和基于外显子。与基于外显子和异构体的策略相比,我们在基因水平上发现测序平台之间的相似性最强。此外,基于外显子的策略发现了许多差异外显子使用(DEU)事件,主要以平台依赖的方式和非差异表达基因中发现。因此,这些平台在检测 DEU 的能力上相互补充(即长读长在检测 UTR 中的 DEU 方面具有优势,而短读长检测到更多的 DEU)。在一个或多个平台中检测到的 20 个基因内的外显子,通过 PCR 进行了验证,包括关键分化基因,如 Mdb3 和 Aplp1。我们提供了一个重要的分析资源,用于发现干细胞分化过程中的转录组变化,并为分析此类数据提供了见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/94f7/9516339/42b8e587ae13/rsob220206f01.jpg

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