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MSCI:一个用于肽段碎裂谱信息内容评估的开源Python软件包。

MSCI: an open-source Python package for information content assessment of peptide fragmentation spectra.

作者信息

Elhamraoui Zahra, Borràs Eva, Wilhelm Mathias, Sabidó Eduard

机构信息

Proteomics Unit, Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, 08003, Spain.

Proteomics Unit, University Pompeu Fabra (UPF), Barcelona, 08003, Spain.

出版信息

Bioinform Adv. 2025 May 24;5(1):vbaf125. doi: 10.1093/bioadv/vbaf125. eCollection 2025.

DOI:10.1093/bioadv/vbaf125
PMID:40584887
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12204179/
Abstract

MOTIVATION

In mass spectrometry-based proteomics, the availability of peptide prior knowledge has improved our ability to assign fragmentation spectra to specific peptide sequences. However, some peptides exhibit similar analytical values and fragmentation patterns, which makes them nearly indistinguishable with current data analysis tools.

RESULTS

Here we developed the Mass Spectrometry Content Information (MSCI) Python package to tackle the challenges of peptide identification in mass spectrometry-based proteomics, particularly regarding indistinguishable peptides. MSCI provides a comprehensive toolset that streamlines the workflow from data import to spectral analysis, enabling researchers to effectively evaluate fragmentation similarity scores among peptide sequences and pinpoint indistinguishable peptide pairs in a given proteome.

AVAILABILITY AND IMPLEMENTATION

MSCI is implemented in Python and it is released under a permissive MIT license. The source code and the installers are available on GitHub at https://github.com/proteomicsunitcrg/MSCI.

摘要

动机

在基于质谱的蛋白质组学中,肽段先验知识的可用性提高了我们将碎裂谱分配给特定肽段序列的能力。然而,一些肽段表现出相似的分析值和碎裂模式,这使得它们在当前数据分析工具下几乎无法区分。

结果

在此,我们开发了质谱内容信息(MSCI)Python软件包,以应对基于质谱的蛋白质组学中肽段鉴定的挑战,特别是关于难以区分的肽段。MSCI提供了一套全面的工具集,简化了从数据导入到谱图分析的工作流程,使研究人员能够有效评估肽段序列之间的碎裂相似性得分,并在给定的蛋白质组中找出难以区分的肽段对。

可用性和实现方式

MSCI用Python实现,并在宽松的MIT许可下发布。源代码和安装程序可在GitHub上获取,网址为https://github.com/proteomicsunitcrg/MSCI。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5a36/12204179/b3fc345da3bc/vbaf125f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5a36/12204179/b3fc345da3bc/vbaf125f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5a36/12204179/b3fc345da3bc/vbaf125f1.jpg

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本文引用的文献

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Theoretical Assessment of Indistinguishable Peptides in Mass Spectrometry-Based Proteomics.基于质谱的蛋白质组学中不可区分肽的理论评估。
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Rescoring Peptide Spectrum Matches: Boosting Proteomics Performance by Integrating Peptide Property Predictors Into Peptide Identification.重新评分肽谱匹配:通过将肽性质预测器集成到肽鉴定中提高蛋白质组学性能。
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MSRescore 3.0 Is a Modular, Flexible, and User-Friendly Platform to Boost Peptide Identifications, as Showcased with MS Amanda 3.0.
MSRescore 3.0 是一个模块化、灵活且用户友好的平台,可提高肽鉴定的质量,这一点在 MS Amanda 3.0 中得到了很好的展示。
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OpenMS 3 enables reproducible analysis of large-scale mass spectrometry data.OpenMS 3支持对大规模质谱数据进行可重复分析。
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MSRescore: Data-Driven Rescoring Dramatically Boosts Immunopeptide Identification Rates.MSRescore:数据驱动的重新评分极大地提高了免疫肽识别率。
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Proteomics Standards Initiative's ProForma 2.0: Unifying the Encoding of Proteoforms and Peptidoforms.蛋白质组学标准倡议的 ProForma 2.0:统一蛋白质形式和肽形式的编码。
J Proteome Res. 2022 Apr 1;21(4):1189-1195. doi: 10.1021/acs.jproteome.1c00771. Epub 2022 Mar 15.
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Navigating Critical Challenges Associated with Immunopeptidomics-Based Detection of Proteasomal Spliced Peptide Candidates.应对基于免疫肽组学检测蛋白酶体剪接肽候选物所面临的关键挑战。
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