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通过谱库检索和基于特征的肽谱匹配滤波器提高同重标记质谱实验的定量准确性。

Improving quantitation accuracy in isobaric-labeling mass spectrometry experiments with spectral library searching and feature-based peptide-spectrum match filter.

机构信息

Department of Biochemical Science and Technology, National Taiwan University, Taipei, 10617, Taiwan.

Bioinformatics Program, Taiwan International Graduate Program, Institute of Statistical Science, Academia Sinica, Taipei, 11529, Taiwan.

出版信息

Sci Rep. 2023 Aug 29;13(1):14119. doi: 10.1038/s41598-023-41124-2.

DOI:10.1038/s41598-023-41124-2
PMID:37644119
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10465558/
Abstract

Isobaric labeling relative quantitation is one of the dominating proteomic quantitation technologies. Traditional quantitation pipelines for isobaric-labeled mass spectrometry data are based on sequence database searching. In this study, we present a novel quantitation pipeline that integrates sequence database searching, spectral library searching, and a feature-based peptide-spectrum-match (PSM) filter using various spectral features for filtering. The combined database and spectral library searching results in larger quantitation coverage, and the filter removes PSMs with larger quantitation errors, retaining those with higher quantitation accuracy. Quantitation results show that the proposed pipeline can improve the overall quantitation accuracy at the PSM and protein levels. To our knowledge, this is the first study that utilizes spectral library searching to improve isobaric labeling-based quantitation. For users to conveniently perform the proposed pipeline, we have implemented the feature-based filter being executable on both Windows and Linux platforms; its executable files, user manual, and sample data sets are freely available at https://ms.iis.sinica.edu.tw/comics/Software_FPF.html . Furthermore, with the developed filter, the proposed pipeline is fully compatible with the Trans-Proteomic Pipeline.

摘要

同位标定量相对定量是蛋白质组定量技术之一。传统的同位标定量质谱数据定量管道基于序列数据库搜索。在这项研究中,我们提出了一种新的定量管道,它集成了序列数据库搜索、光谱库搜索以及基于特征的肽谱匹配 (PSM) 过滤器,使用各种光谱特征进行过滤。综合数据库和光谱库搜索的结果增加了定量覆盖范围,过滤器去除了定量误差较大的 PSM,保留了那些具有更高定量准确性的 PSM。定量结果表明,所提出的管道可以提高 PSM 和蛋白质水平的整体定量准确性。据我们所知,这是首次利用光谱库搜索来改进基于同位标标记的定量。为了方便用户执行所提出的管道,我们已经实现了基于特征的过滤器,可在 Windows 和 Linux 平台上执行;其可执行文件、用户手册和示例数据集可在 https://ms.iis.sinica.edu.tw/comics/Software_FPF.html 上免费获取。此外,使用开发的过滤器,所提出的管道完全兼容 Trans-Proteomic Pipeline。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/4a55b5200933/41598_2023_41124_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/83a6805642a4/41598_2023_41124_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/ecfc588c795d/41598_2023_41124_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/089937104346/41598_2023_41124_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/87e187fb7edb/41598_2023_41124_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/4a55b5200933/41598_2023_41124_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/83a6805642a4/41598_2023_41124_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/ecfc588c795d/41598_2023_41124_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/089937104346/41598_2023_41124_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/87e187fb7edb/41598_2023_41124_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/944e/10465558/4a55b5200933/41598_2023_41124_Fig5_HTML.jpg

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COSS: A Fast and User-Friendly Tool for Spectral Library Searching.
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