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使用DICAST进行可变剪接分析基准测试。

Alternative splicing analysis benchmark with DICAST.

作者信息

Fenn Amit, Tsoy Olga, Faro Tim, Rößler Fanny L M, Dietrich Alexander, Kersting Johannes, Louadi Zakaria, Lio Chit Tong, Völker Uwe, Baumbach Jan, Kacprowski Tim, List Markus

机构信息

Chair of Experimental Bioinformatics, Technical University of Munich, 85354 Freising, Germany.

Institute for Computational Systems Biology, University of Hamburg, Notkestrasse 9, 22607 Hamburg, Germany.

出版信息

NAR Genom Bioinform. 2023 May 30;5(2):lqad044. doi: 10.1093/nargab/lqad044. eCollection 2023 Jun.

Abstract

Alternative splicing is a major contributor to transcriptome and proteome diversity in health and disease. A plethora of tools have been developed for studying alternative splicing in RNA-seq data. Previous benchmarks focused on isoform quantification and mapping. They neglected event detection tools, which arguably provide the most detailed insights into the alternative splicing process. DICAST offers a modular and extensible framework for analysing alternative splicing integrating eleven splice-aware mapping and eight event detection tools. We benchmark all tools extensively on simulated as well as whole blood RNA-seq data. STAR and HISAT2 demonstrated the best balance between performance and run time. The performance of event detection tools varies widely with no tool outperforming all others. DICAST allows researchers to employ a consensus approach to consider the most successful tools jointly for robust event detection. Furthermore, we propose the first reporting standard to unify existing formats and to guide future tool development.

摘要

可变剪接是健康和疾病中转录组和蛋白质组多样性的主要贡献因素。已经开发了大量工具用于研究RNA测序数据中的可变剪接。先前的基准测试集中在异构体定量和映射上。它们忽略了事件检测工具,而事件检测工具可以说是提供了对可变剪接过程最详细的见解。DICAST提供了一个模块化且可扩展的框架,用于分析可变剪接,集成了11种剪接感知映射工具和8种事件检测工具。我们在模拟以及全血RNA测序数据上对所有工具进行了广泛的基准测试。STAR和HISAT2在性能和运行时间之间表现出最佳平衡。事件检测工具的性能差异很大,没有一种工具能在所有方面都优于其他工具。DICAST允许研究人员采用共识方法,联合考虑最成功的工具以进行可靠的事件检测。此外,我们提出了第一个报告标准,以统一现有格式并指导未来的工具开发。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e499/10227362/40d38227dd4d/lqad044fig1.jpg

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