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HyperQuant—A Computational Pipeline for Higher Order Multiplexed Quantitative Proteomics

机译:高阶多路复用定量​​蛋白质组学的计算管道

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Quantitative proteomics has evolved considerably over the last decade with the advent of higher order multiplexing (HOM) techniques. With the development of methods such as—multitagging, cPILOT, hyperplexing, BONPlex, and MITNCAT, the HOM technique is rapidly taking the center stage in multiplexed quantitative proteomics. These studies combined MS~(1) and MS~(2) labels in a single experiment enabling higher sample throughput. While HOM is highly promising, the computational analysis is still a big challenge, as the available tools cannot harness its power completely. We have developed a new quantitative pipeline, HyperQuant to aid in accurately quantitating complex HOM data. The pipeline uses identification results from either MaxQuant or any other search engine and quantitation results from QuantWiz~(IQ). The Mapper and Combiner modules of HyperQuant allow facile integration of the labeled data, along with peptide spectrum match (PSM) intensity/ratio integration for proteins, respectively, for each PSM label combination. This also includes appropriate combination of replicates/fractions before summarizing the protein intensity/ratio, leading to robust quantitation. To the best of our knowledge, this is the first tool for the quantitation of HOM data with flexibility for any combination of MS~(1) and MS~(2) labels. We demonstrate its utility in analyzing two 18-plex data sets from the hyperplexing and the BONplex studies. The tool is open source and freely available for noncommercial use. HyperQuant is a highly valuable tool that will help in advancing the field of multiplexed quantitative proteomics.
机译:在过去的十年中,定量蛋白质组学在过去十年中,随着高阶多路复用(HOM)技术的出现。随着诸如多元,CPILOT,超复印,BONPLEX和MITNCAT等方法的开发,HOM技术正在快速接受多路复用定量​​蛋白质组学中的中心阶段。这些研究在一个实验中结合MS〜(1)和MS〜(2)标签,从而提高样品吞吐量。虽然HOM非常有前途,但计算分析仍然是一个很大的挑战,因为可用的工具无法完全利用电力。我们开发了一种新的定量管道,使得辅助准确定量复杂的HOM数据。管道使用来自Quantwiz〜(IQ)的最大值或任何其他搜索引擎和定量结果的识别结果。 Mapper和Hompiner模块的超扫允许将标记数据的嵌入集成,以及肽谱匹配(PSM)强度/比例分别用于蛋白质的每个PSM标签组合。这还包括在总结蛋白质强度/比例之前,包括适当的复制/级分的组合,导致鲁棒定量。据我们所知,这是第一个定量HOM数据的工具,具有用于MS〜(1)和MS〜(2)标签的任何组合的灵活性。我们展示其公用事业,用于分析来自远移和BONPLEX研究的两个18-Plex数据集。该工具是开源的,可自由使用不可用于非商业用途。超通是一个非常有价值的工具,有助于推进多路复用定量​​蛋白质组学领域。

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