FLASHQuant:自上而下蛋白质组学中蛋白质形式定量的快速算法

IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL
Jihyung Kim*, Kyowon Jeong, Philipp T. Kaulich, Konrad Winkels, Andreas Tholey and Oliver Kohlbacher*, 
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引用次数: 0

摘要

准确量化单个蛋白质形式是确定不同生物条件下全蛋白质组变化的关键步骤。基于液相色谱-质谱联用技术(LC-MS)的自上而下蛋白质组学(TDP)主要通过无标记定量(LFQ)方法对完整蛋白质形式进行分析和定量,因为这种方法不需要额外的昂贵标记。在 TDP 中,由于频繁的共洗脱和复杂的信号结构,来自多种蛋白形式的重叠信号使精确定量变得复杂。在此,我们介绍了用于 TDP 中 MS1 级 LFQ 分析的 FLASHQuant,它能够自动解析和量化共洗脱蛋白形式。在使用尖峰蛋白和蛋白质组级混合物数据集进行的基准测试中,FLASHQuant 可以在每次 LC-MS 运行仅需几分钟的短时间内完成高精度和可重现的定量分析。特别是,研究表明,解析重叠蛋白形式可提高定量的准确性。FLASHQuant 作为独立于平台的开源软件已在 https://openms.org/flashquant/ 上公开发布,并附带了用于多次 LC-MS 运行的简单配准算法 ConsensusFeatureGroupDetector。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
FLASHQuant: A Fast Algorithm for Proteoform Quantification in Top-Down Proteomics

Accurate quantification of individual proteoforms is a crucial step in identifying proteome-wide alterations in different biological conditions. Intact proteoforms have been analyzed predominantly by liquid chromatography–mass spectrometry (LC-MS)-based top-down proteomics (TDP) and quantified primarily by the label-free quantification (LFQ) method, as it requires no additional costly labeling. In TDP, due to frequent coelution and complex signal structures, overlapping signals deriving from multiple proteoforms complicate accurate quantification. Here, we introduce FLASHQuant for MS1-level LFQ analysis in TDP, which is capable of automatically resolving and quantifying coeluting proteoforms. In benchmark tests performed with both spike-in proteins and proteome-level mixture data sets, FLASHQuant was shown to perform highly accurate and reproducible quantification in short runtimes of just a few minutes per LC-MS run. In particular, it was demonstrated that resolving overlapping proteoforms boosts the quantification accuracy. FLASHQuant is publicly available as platform-independent open-source software at https://openms.org/flashquant/, accompanied by the simple alignment algorithm ConsensusFeatureGroupDetector for multiple LC-MS runs.

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来源期刊
Analytical Chemistry
Analytical Chemistry 化学-分析化学
CiteScore
12.10
自引率
12.20%
发文量
1949
审稿时长
1.4 months
期刊介绍: Analytical Chemistry, a peer-reviewed research journal, focuses on disseminating new and original knowledge across all branches of analytical chemistry. Fundamental articles may explore general principles of chemical measurement science and need not directly address existing or potential analytical methodology. They can be entirely theoretical or report experimental results. Contributions may cover various phases of analytical operations, including sampling, bioanalysis, electrochemistry, mass spectrometry, microscale and nanoscale systems, environmental analysis, separations, spectroscopy, chemical reactions and selectivity, instrumentation, imaging, surface analysis, and data processing. Papers discussing known analytical methods should present a significant, original application of the method, a notable improvement, or results on an important analyte.
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