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Making the most of RNA-seq: Pre-processing sequencing data with Opossum for reliable SNP variant detection

机译:充分利用RNA序列:使用负鼠对测序数据进行预处理以实现可靠的SNP变异检测

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摘要

RNA-seq (transcriptome sequencing) is primarily considered a method of gene expression analysis but it can also be used to detect DNA variants in expressed regions of the genome. However, current variant callers do not generally behave well with RNA-seq data due to reads encompassing intronic regions. We have developed a software programme called Opossum to address this problem. Opossum pre-processes RNA-seq reads prior to variant calling, and although it has been designed to work specifically with Platypus, it can be used equally well with other variant callers such as GATK HaplotypeCaller. In this work, we show that using Opossum in conjunction with either Platypus or GATK HaplotypeCaller maintains precision and improves the sensitivity for SNP detection compared to the GATK Best Practices pipeline. In addition, using it in combination with Platypus offers a substantial reduction in run times compared to the GATK pipeline so it is ideal when there are only limited time or computational resources available.
机译:RNA-seq(转录组测序)主要被认为是一种基因表达分析的方法,但它也可以用于检测基因组表达区域中的DNA变异。但是,由于包含内含子区域的读段,当前的变异调用者通常对RNA-seq数据表现不佳。我们开发了一个名为Opossum的软件程序来解决此问题。负鼠在变体调用之前会预处理RNA-seq读物,尽管它被设计为专门与鸭嘴兽一起工作,但它可以与其他变体调用者(如GATK HaplotypeCaller)同等使用。在这项工作中,我们证明与GATK最佳实践管道相比,将负鼠与鸭嘴兽或GATK HaplotypeCaller结合使用可保持精度并提高SNP检测的灵敏度。此外,与GATK管道相比,将其与鸭嘴兽结合使用可大大减少运行时间,因此,当时间或计算资源有限时,它是理想的选择。

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