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MhcVizPipe:一种用于快速评估中小规模免疫肽组数据集的质量控制软件。

MhcVizPipe: A Quality Control Software for Rapid Assessment of Small- to Large-Scale Immunopeptidome Datasets.

机构信息

CHU Sainte-Justine Research Center, Montreal, Quebec, Canada.

School of Electrical Engineering and Computer Science, Faculty of Engineering, University of Ottawa, Ontario, Canada.

出版信息

Mol Cell Proteomics. 2022 Jan;21(1):100178. doi: 10.1016/j.mcpro.2021.100178. Epub 2021 Nov 17.

Abstract

MS-based immunopeptidomics is maturing into an automatized and high-throughput technology, producing small- to large-scale datasets of clinically relevant major histocompatibility complex (MHC) class I-associated and class II-associated peptides. Consequently, the development of quality control (QC) and quality assurance systems capable of detecting sample and/or measurement issues is important for instrument operators and scientists in charge of downstream data interpretation. Here, we created MhcVizPipe (MVP), a semiautomated QC software tool that enables rapid and simultaneous assessment of multiple MHC class I and II immunopeptidomic datasets generated by MS, including datasets generated from large sample cohorts. In essence, MVP provides a rapid and consolidated view of sample quality, composition, and MHC specificity to greatly accelerate the "pass-fail" QC decision-making process toward data interpretation. MVP parallelizes the use of well-established immunopeptidomic algorithms (NetMHCpan, NetMHCIIpan, and GibbsCluster) and rapidly generates organized and easy-to-understand reports in HTML format. The reports are fully portable and can be viewed on any computer with a modern web browser. MVP is intuitive to use and will find utility in any specialized immunopeptidomic laboratory and proteomics core facility that provides immunopeptidomic services to the community.

摘要

基于 MS 的免疫肽组学正在发展成为一种自动化和高通量的技术,可生成与临床相关的主要组织相容性复合体 (MHC) Ⅰ类和Ⅱ类相关肽的小至大规模数据集。因此,开发能够检测样本和/或测量问题的质量控制 (QC) 和质量保证系统对于负责下游数据解释的仪器操作人员和科学家来说非常重要。在这里,我们创建了 MhcVizPipe (MVP),这是一种半自动 QC 软件工具,可快速、同时评估由 MS 生成的多个 MHC Ⅰ类和Ⅱ类免疫肽组学数据集,包括来自大样本队列的数据集。本质上,MVP 提供了样本质量、组成和 MHC 特异性的快速综合视图,从而大大加快了数据解释的“通过/失败”QC 决策过程。MVP 并行使用了成熟的免疫肽组学算法(NetMHCpan、NetMHCIIpan 和 GibbsCluster),并以 HTML 格式快速生成组织良好且易于理解的报告。这些报告完全可移植,可以在任何具有现代网络浏览器的计算机上查看。MVP 使用直观,将在任何为社区提供免疫肽组学服务的专业免疫肽组学实验室和蛋白质组学核心设施中找到实用价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e58b/8717601/d239c1d51b6c/fx1.jpg

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