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SWATH2stats: An R/Bioconductor Package to Process and Convert Quantitative SWATH-MS Proteomics Data for Downstream Analysis Tools

机译:SWATH2stats:R /生物导体包装用于处理和转换定量SWATH-MS蛋白质组学数据用于下游分析工具

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摘要

SWATH-MS is an acquisition and analysis technique of targeted proteomics that enables measuring several thousand proteins with high reproducibility and accuracy across many samples. OpenSWATH is popular open-source software for peptide identification and quantification from SWATH-MS data. For downstream statistical and quantitative analysis there exist different tools such as MSstats, mapDIA and aLFQ. However, the transfer of data from OpenSWATH to the downstream statistical tools is currently technically challenging. Here we introduce the R/Bioconductor package SWATH2stats, which allows convenient processing of the data into a format directly readable by the downstream analysis tools. In addition, SWATH2stats allows annotation, analyzing the variation and the reproducibility of the measurements, FDR estimation, and advanced filtering before submitting the processed data to downstream tools. These functionalities are important to quickly analyze the quality of the SWATH-MS data. Hence, SWATH2stats is a new open-source tool that summarizes several practical functionalities for analyzing, processing, and converting SWATH-MS data and thus facilitates the efficient analysis of large-scale SWATH/DIA datasets.
机译:SWATH-MS是一种针对性蛋白质组学的采集和分析技术,可在许多样品中以高重现性和准确性测量数千种蛋白质。 OpenSWATH是流行的开源软件,可从SWATH-MS数据进行肽鉴定和定量。对于下游统计和定量分析,存在不同的工具,例如MSstats,mapDIA和aLFQ。但是,将数据从OpenSWATH传输到下游统计工具目前在技术上具有挑战性。在这里,我们介绍了R / Bioconductor软件包SWATH2stats,它允许将数据方便地处理为可由下游分析工具直接读取的格式。此外,SWATH2stats允许注释,分析测量值的变化和可重复性,FDR估计以及高级过滤,然后再将处理后的数据提交给下游工具。这些功能对于快速分析SWATH-MS数据的质量非常重要。因此,SWATH2stats是一个新的开源工具,它总结了用于分析,处理和转换SWATH-MS数据的几种实用功能,从而促进了大规模SWATH / DIA数据集的有效分析。

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