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The WEIZMASS spectral library for high-confidence metabolite identification

Annotation of metabolites is an essential, yet problematic, aspect of mass spectrometry (MS)-based metabolomics assays. The current repertoire of definitive annotations of metabolite spectra in public MS databases is limited and suffers from lack of chemical and taxonomic diversity. Furthermore, the...

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Autores principales: Shahaf, Nir, Rogachev, Ilana, Heinig, Uwe, Meir, Sagit, Malitsky, Sergey, Battat, Maor, Wyner, Hilary, Zheng, Shuning, Wehrens, Ron, Aharoni, Asaph
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5013563/
https://www.ncbi.nlm.nih.gov/pubmed/27571918
http://dx.doi.org/10.1038/ncomms12423
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author Shahaf, Nir
Rogachev, Ilana
Heinig, Uwe
Meir, Sagit
Malitsky, Sergey
Battat, Maor
Wyner, Hilary
Zheng, Shuning
Wehrens, Ron
Aharoni, Asaph
author_facet Shahaf, Nir
Rogachev, Ilana
Heinig, Uwe
Meir, Sagit
Malitsky, Sergey
Battat, Maor
Wyner, Hilary
Zheng, Shuning
Wehrens, Ron
Aharoni, Asaph
author_sort Shahaf, Nir
collection PubMed
description Annotation of metabolites is an essential, yet problematic, aspect of mass spectrometry (MS)-based metabolomics assays. The current repertoire of definitive annotations of metabolite spectra in public MS databases is limited and suffers from lack of chemical and taxonomic diversity. Furthermore, the heterogeneity of the data prevents the development of universally applicable metabolite annotation tools. Here we present a combined experimental and computational platform to advance this key issue in metabolomics. WEIZMASS is a unique reference metabolite spectral library developed from high-resolution MS data acquired from a structurally diverse set of 3,540 plant metabolites. We also present MatchWeiz, a multi-module strategy using a probabilistic approach to match library and experimental data. This strategy allows efficient and high-confidence identification of dozens of metabolites in model and exotic plants, including metabolites not previously reported in plants or found in few plant species to date.
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spelling pubmed-50135632016-09-20 The WEIZMASS spectral library for high-confidence metabolite identification Shahaf, Nir Rogachev, Ilana Heinig, Uwe Meir, Sagit Malitsky, Sergey Battat, Maor Wyner, Hilary Zheng, Shuning Wehrens, Ron Aharoni, Asaph Nat Commun Article Annotation of metabolites is an essential, yet problematic, aspect of mass spectrometry (MS)-based metabolomics assays. The current repertoire of definitive annotations of metabolite spectra in public MS databases is limited and suffers from lack of chemical and taxonomic diversity. Furthermore, the heterogeneity of the data prevents the development of universally applicable metabolite annotation tools. Here we present a combined experimental and computational platform to advance this key issue in metabolomics. WEIZMASS is a unique reference metabolite spectral library developed from high-resolution MS data acquired from a structurally diverse set of 3,540 plant metabolites. We also present MatchWeiz, a multi-module strategy using a probabilistic approach to match library and experimental data. This strategy allows efficient and high-confidence identification of dozens of metabolites in model and exotic plants, including metabolites not previously reported in plants or found in few plant species to date. Nature Publishing Group 2016-08-30 /pmc/articles/PMC5013563/ /pubmed/27571918 http://dx.doi.org/10.1038/ncomms12423 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by-nc-sa/4.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/4.0/
spellingShingle Article
Shahaf, Nir
Rogachev, Ilana
Heinig, Uwe
Meir, Sagit
Malitsky, Sergey
Battat, Maor
Wyner, Hilary
Zheng, Shuning
Wehrens, Ron
Aharoni, Asaph
The WEIZMASS spectral library for high-confidence metabolite identification
title The WEIZMASS spectral library for high-confidence metabolite identification
title_full The WEIZMASS spectral library for high-confidence metabolite identification
title_fullStr The WEIZMASS spectral library for high-confidence metabolite identification
title_full_unstemmed The WEIZMASS spectral library for high-confidence metabolite identification
title_short The WEIZMASS spectral library for high-confidence metabolite identification
title_sort weizmass spectral library for high-confidence metabolite identification
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5013563/
https://www.ncbi.nlm.nih.gov/pubmed/27571918
http://dx.doi.org/10.1038/ncomms12423
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