State Key Laboratory of Agrobiotechnology, College of Biological Sciences, China Agricultural University, Beijing 100193, China.
Int J Mol Sci. 2022 Apr 7;23(8):4079. doi: 10.3390/ijms23084079.
Alternative splicing (AS) is an essential co-transcriptional regulatory mechanism in eukaryotes. The accumulation of plant RNA-Seq data provides an unprecedented opportunity to investigate the global landscape of plant AS events. However, most existing AS identification tools were originally designed for animals, and their performance in plants was not rigorously benchmarked. In this work, we developed a simple and easy-to-use bioinformatics tool named ASTool for detecting AS events from plant RNA-Seq data. As an exon-based method, ASTool can detect 4 major AS types, including intron retention (IR), exon skipping (ES), alternative 5' splice sites (A5SS), and alternative 3' splice sites (A3SS). Compared with existing tools, ASTool revealed a favorable performance when tested in simulated RNA-Seq data, with both recall and precision values exceeding 95% in most cases. Moreover, ASTool also showed a competitive computational speed and consistent detection results with existing tools when tested in simulated or real plant RNA-Seq data. Considering that IR is the most predominant AS type in plants, ASTool allowed the detection and visualization of novel IR events based on known splice sites. To fully present the functionality of ASTool, we also provided an application example of ASTool in processing real RNA-Seq data of in response to heat stress.
可变剪接 (AS) 是真核生物中一种重要的共转录调控机制。植物 RNA-Seq 数据的积累为研究植物 AS 事件的全局景观提供了前所未有的机会。然而,大多数现有的 AS 识别工具最初是为动物设计的,它们在植物中的性能并没有经过严格的基准测试。在这项工作中,我们开发了一种名为 ASTool 的简单易用的生物信息学工具,用于从植物 RNA-Seq 数据中检测 AS 事件。作为一种基于外显子的方法,ASTool 可以检测 4 种主要的 AS 类型,包括内含子保留 (IR)、外显子跳跃 (ES)、选择性 5' 剪接位点 (A5SS) 和选择性 3' 剪接位点 (A3SS)。与现有工具相比,ASTool 在模拟 RNA-Seq 数据中的测试中表现出了良好的性能,在大多数情况下,召回率和精度值都超过 95%。此外,ASTool 在模拟或真实植物 RNA-Seq 数据中的测试中还表现出了有竞争力的计算速度和与现有工具一致的检测结果。考虑到 IR 是植物中最主要的 AS 类型,ASTool 允许基于已知剪接位点检测和可视化新的 IR 事件。为了充分展示 ASTool 的功能,我们还提供了一个 ASTool 在处理响应热应激的真实 RNA-Seq 数据的应用示例。