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PROTEOFORMER: deep proteome coverage through ribosome profiling and MS integration

机译:PROTEOFORMER:通过核糖体谱分析和MS整合实现深层蛋白质组覆盖

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摘要

An increasing amount of studies integrate mRNA sequencing data into MS-based proteomics to complement the translation product search space. However, several factors, including extensive regulation of mRNA translation and the need for three- or six-frame-translation, impede the use of mRNA-seq data for the construction of a protein sequence search database. With that in mind, we developed the PROTEOFORMER tool that automatically processes data of the recently developed ribosome profiling method (sequencing of ribosome-protected mRNA fragments), resulting in genome-wide visualization of ribosome occupancy. Our tool also includes a translation initiation site calling algorithm allowing the delineation of the open reading frames (ORFs) of all translation products. A complete protein synthesis-based sequence database can thus be compiled for mass spectrometry-based identification. This approach increases the overall protein identification rates with 3% and 11% (improved and new identifications) for human and mouse, respectively, and enables proteome-wide detection of 5′-extended proteoforms, upstream ORF translation and near-cognate translation start sites. The PROTEOFORMER tool is available as a stand-alone pipeline and has been implemented in the galaxy framework for ease of use.
机译:越来越多的研究将mRNA测序数据整合到基于MS的蛋白质组学中,以补充翻译产物的搜索空间。但是,包括广泛调节mRNA翻译以及需要三或六帧翻译在内的几个因素阻碍了使用mRNA-seq数据构建蛋白质序列搜索数据库。考虑到这一点,我们开发了PROTEOFORMER工具,该工具可自动处理最近开发的核糖体分析方法(核糖体保护的mRNA片段的测序)的数据,从而实现核糖体占用的全基因组可视化。我们的工具还包括翻译启动站点调用算法,该算法可以描述所有翻译产品的开放阅读框(ORF)。因此,可以编译完整的基于蛋白质合成的序列数据库以进行基于质谱的鉴定。这种方法可将人类和小鼠的总蛋白质鉴定率分别提高3%和11%(改良鉴定和新鉴定),并可以在蛋白质组范围内检测5'延伸的蛋白质形式,上游ORF翻译和近同源的翻译起始位点。 PROTEOFORMER工具可以作为独立管道使用,并且已在银河框架中实现,以易于使用。

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