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

Kevin A. Kovalchik, Qing Ma, Laura Wessling, Frederic Saab, Jérôme D. Duquette, Peter Kubiniok, David Hamelin, Pouya Faridi, Chen Li, Anthony W. Purcell, Anne Jang, Eustache Paramithiotis, Marco Tognetti, Lukas Reiter, Roland Bruderer, Joël Lanoix, Éric Bonneil, Mathieu Courcelles, Pierre Thibault, Étienne Caron, Isabelle Sirois

2021Molecular & Cellular Proteomics23 citationsDOIOpen Access PDF

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.

Topics & Concepts

Computer scienceSoftwareSample (material)Scale (ratio)Quality (philosophy)Class (philosophy)Data miningQuality assuranceProcess (computing)Data scienceSoftware engineeringArtificial intelligenceOperating systemExternal quality assessmentMedicineChromatographyPhysicsEpistemologyPathologyQuantum mechanicsChemistryPhilosophyvaccines and immunoinformatics approachesPeptidase Inhibition and AnalysisMultiple Myeloma Research and Treatments
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