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SplicePie: a novel analytical approach for the detection of alternative non-sequential and recursive splicing

机译:SplicePie:一种检测替代非顺序和递归拼接的新颖分析方法

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摘要

Alternative splicing is a powerful mechanism present in eukaryotic cells to obtain a wide range of transcripts and protein isoforms from a relatively small number of genes. The mechanisms regulating (alternative) splicing and the paradigm of consecutive splicing have recently been challenged, especially for genes with a large number of introns. RNA-Seq, a powerful technology using deep sequencing in order to determine transcript structure and expression levels, is usually performed on mature mRNA, therefore not allowing detailed analysis of splicing progression. Sequencing pre-mRNA at different stages of splicing potentially provides insight into mRNA maturation. Although the number of tools that analyze total and cytoplasmic RNA in order to elucidate the transcriptome composition is rapidly growing, there are no tools specifically designed for the analysis of nuclear RNA (which contains mixtures of pre- and mature mRNA). We developed dedicated algorithms to investigate the splicing process. In this paper, we present a new classification of RNA-Seq reads based on three major stages of splicing: pre-, intermediate- and post-splicing. Applying this novel classification we demonstrate the possibility to analyze the order of splicing. Furthermore, we uncover the potential to investigate the multi-step nature of splicing, assessing various types of recursive splicing events. We provide the data that gives biological insight into the order of splicing, show that non-sequential splicing of certain introns is reproducible and coinciding in multiple cell lines. We validated our observations with independent experimental technologies and showed the reliability of our method. The pipeline, named SplicePie, is freely available at: . The example data can be found at: .
机译:选择性剪接是真核细胞中存在的一种强大的机制,可以从相对较少的基因中获得广泛的转录本和蛋白质同工型。调节(替代)剪接的机制和连续剪接的范式最近受到了挑战,特别是对于具有大量内含子的基因而言。 RNA-Seq是一种使用深度测序来确定转录物结构和表达水平的强大技术,通常会在成熟的mRNA上进行,因此无法详细分析剪接过程。在剪接的不同阶段对pre-mRNA进行测序可能会提供对mRNA成熟的了解。尽管分析总细胞质和胞质RNA以阐明转录组组成的工具的数量正在迅速增长,但是还没有专门设计用于分析核RNA(包含前mRNA和成熟mRNA混合物)的工具。我们开发了专用算法来研究拼接过程。在本文中,我们基于剪接的三个主要阶段:剪接前,剪接中和剪接后,提出了一种新的RNA-Seq读物分类。应用这种新颖的分类,我们证明了分析拼接顺序的可能性。此外,我们发现了研究拼接的多步骤性质,评估各种类型的递归拼接事件的潜力。我们提供的数据可以使人们深入了解剪接顺序,并显示某些内含子的非顺序剪接在多个细胞系中具有可重现性和一致性。我们使用独立的实验技术验证了我们的观察结果,并证明了我们方法的可靠性。名为SplicePie的管道可从以下位置免费获得。可以在以下位置找到示例数据:。

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