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使用 FragPipe-Analyst 分析和可视化定量蛋白质组学数据。

Analysis and Visualization of Quantitative Proteomics Data Using FragPipe-Analyst.

机构信息

Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan 48109, United States.

Monash Proteomics & Metabolomics Platform, Department of Biochemistry and Molecular Biology, Biomedicine Discovery Institute, Monash University, Clayton, Victoria 3800, Australia.

出版信息

J Proteome Res. 2024 Oct 4;23(10):4303-4315. doi: 10.1021/acs.jproteome.4c00294. Epub 2024 Sep 10.

Abstract

The FragPipe computational proteomics platform is gaining widespread popularity among the proteomics research community because of its fast processing speed and user-friendly graphical interface. Although FragPipe produces well-formatted output tables that are ready for analysis, there is still a need for an easy-to-use and user-friendly downstream statistical analysis and visualization tool. FragPipe-Analyst addresses this need by providing an R shiny web server to assist FragPipe users in conducting downstream analyses of the resulting quantitative proteomics data. It supports major quantification workflows, including label-free quantification, tandem mass tags, and data-independent acquisition. FragPipe-Analyst offers a range of useful functionalities, such as various missing value imputation options, data quality control, unsupervised clustering, differential expression (DE) analysis using Limma, and gene ontology and pathway enrichment analysis using Enrichr. To support advanced analysis and customized visualizations, we also developed FragPipeAnalystR, an R package encompassing all FragPipe-Analyst functionalities that is extended to support site-specific analysis of post-translational modifications (PTMs). FragPipe-Analyst and FragPipeAnalystR are both open-source and freely available.

摘要

FragPipe 计算蛋白质组学平台由于其快速的处理速度和用户友好的图形界面,在蛋白质组学研究社区中越来越受欢迎。尽管 FragPipe 生成的输出表格格式良好,可直接用于分析,但仍然需要一个易于使用和用户友好的下游统计分析和可视化工具。FragPipe-Analyst 通过提供一个 R shiny web 服务器来满足这一需求,该服务器可帮助 FragPipe 用户对定量蛋白质组学数据进行下游分析。它支持主要的定量工作流程,包括无标记定量、串联质量标签和数据非依赖性采集。FragPipe-Analyst 提供了一系列有用的功能,如各种缺失值插补选项、数据质量控制、无监督聚类、使用 Limma 进行差异表达 (DE) 分析以及使用 Enrichr 进行基因本体论和途径富集分析。为了支持高级分析和定制化可视化,我们还开发了 FragPipeAnalystR,这是一个包含所有 FragPipe-Analyst 功能的 R 包,扩展后可支持翻译后修饰 (PTMs) 的特定位置分析。FragPipe-Analyst 和 FragPipeAnalystR 都是开源的,并且免费提供。

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