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Stable Isotope–Assisted Plant Metabolomics: Combination of Global and Tracer-Based Labeling for Enhanced Untargeted Profiling and Compound Annotation

Untargeted approaches and thus biological interpretation of metabolomics results are still hampered by the reliable assignment of the global metabolome as well as classification and (putative) identification of metabolites. In this work we present an liquid chromatography-mass spectrometry (LC-MS)–b...

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Autores principales: Doppler, Maria, Bueschl, Christoph, Kluger, Bernhard, Koutnik, Andrea, Lemmens, Marc, Buerstmayr, Hermann, Rechthaler, Justyna, Krska, Rudolf, Adam, Gerhard, Schuhmacher, Rainer
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6824187/
https://www.ncbi.nlm.nih.gov/pubmed/31708958
http://dx.doi.org/10.3389/fpls.2019.01366
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author Doppler, Maria
Bueschl, Christoph
Kluger, Bernhard
Koutnik, Andrea
Lemmens, Marc
Buerstmayr, Hermann
Rechthaler, Justyna
Krska, Rudolf
Adam, Gerhard
Schuhmacher, Rainer
author_facet Doppler, Maria
Bueschl, Christoph
Kluger, Bernhard
Koutnik, Andrea
Lemmens, Marc
Buerstmayr, Hermann
Rechthaler, Justyna
Krska, Rudolf
Adam, Gerhard
Schuhmacher, Rainer
author_sort Doppler, Maria
collection PubMed
description Untargeted approaches and thus biological interpretation of metabolomics results are still hampered by the reliable assignment of the global metabolome as well as classification and (putative) identification of metabolites. In this work we present an liquid chromatography-mass spectrometry (LC-MS)–based stable isotope assisted approach that combines global metabolome and tracer based isotope labeling for improved characterization of (unknown) metabolites and their classification into tracer derived submetabolomes. To this end, wheat plants were cultivated in a customized growth chamber, which was kept at 400 ± 50 ppm (13)CO(2) to produce highly enriched uniformly (13)C-labeled sample material. Additionally, native plants were grown in the greenhouse and treated with either (13)C(9)-labeled phenylalanine (Phe) or (13)C(11)-labeled tryptophan (Trp) to study their metabolism and biochemical pathways. After sample preparation, liquid chromatography-high resolution mass spectrometry (LC-HRMS) analysis and automated data evaluation, the results of the global metabolome- and tracer-labeling approaches were combined. A total of 1,729 plant metabolites were detected out of which 122 respective 58 metabolites account for the Phe- and Trp-derived submetabolomes. Besides m/z and retention time, also the total number of carbon atoms as well as those of the incorporated tracer moieties were obtained for the detected metabolite ions. With this information at hand characterization of unknown compounds was improved as the additional knowledge from the tracer approaches considerably reduced the number of plausible sum formulas and structures of the detected metabolites. Finally, the number of putative structure formulas was further reduced by isotope-assisted annotation tandem mass spectrometry (MS/MS) derived product ion spectra of the detected metabolites. A major innovation of this paper is the classification of the metabolites into submetabolomes which turned out to be valuable information for effective filtering of database hits based on characteristic structural subparts. This allows the generation of a final list of true plant metabolites, which can be characterized at different levels of specificity.
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spelling pubmed-68241872019-11-08 Stable Isotope–Assisted Plant Metabolomics: Combination of Global and Tracer-Based Labeling for Enhanced Untargeted Profiling and Compound Annotation Doppler, Maria Bueschl, Christoph Kluger, Bernhard Koutnik, Andrea Lemmens, Marc Buerstmayr, Hermann Rechthaler, Justyna Krska, Rudolf Adam, Gerhard Schuhmacher, Rainer Front Plant Sci Plant Science Untargeted approaches and thus biological interpretation of metabolomics results are still hampered by the reliable assignment of the global metabolome as well as classification and (putative) identification of metabolites. In this work we present an liquid chromatography-mass spectrometry (LC-MS)–based stable isotope assisted approach that combines global metabolome and tracer based isotope labeling for improved characterization of (unknown) metabolites and their classification into tracer derived submetabolomes. To this end, wheat plants were cultivated in a customized growth chamber, which was kept at 400 ± 50 ppm (13)CO(2) to produce highly enriched uniformly (13)C-labeled sample material. Additionally, native plants were grown in the greenhouse and treated with either (13)C(9)-labeled phenylalanine (Phe) or (13)C(11)-labeled tryptophan (Trp) to study their metabolism and biochemical pathways. After sample preparation, liquid chromatography-high resolution mass spectrometry (LC-HRMS) analysis and automated data evaluation, the results of the global metabolome- and tracer-labeling approaches were combined. A total of 1,729 plant metabolites were detected out of which 122 respective 58 metabolites account for the Phe- and Trp-derived submetabolomes. Besides m/z and retention time, also the total number of carbon atoms as well as those of the incorporated tracer moieties were obtained for the detected metabolite ions. With this information at hand characterization of unknown compounds was improved as the additional knowledge from the tracer approaches considerably reduced the number of plausible sum formulas and structures of the detected metabolites. Finally, the number of putative structure formulas was further reduced by isotope-assisted annotation tandem mass spectrometry (MS/MS) derived product ion spectra of the detected metabolites. A major innovation of this paper is the classification of the metabolites into submetabolomes which turned out to be valuable information for effective filtering of database hits based on characteristic structural subparts. This allows the generation of a final list of true plant metabolites, which can be characterized at different levels of specificity. Frontiers Media S.A. 2019-10-25 /pmc/articles/PMC6824187/ /pubmed/31708958 http://dx.doi.org/10.3389/fpls.2019.01366 Text en Copyright © 2019 Doppler, Bueschl, Kluger, Koutnik, Lemmens, Buerstmayr, Rechthaler, Krska, Adam and Schuhmacher http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Plant Science
Doppler, Maria
Bueschl, Christoph
Kluger, Bernhard
Koutnik, Andrea
Lemmens, Marc
Buerstmayr, Hermann
Rechthaler, Justyna
Krska, Rudolf
Adam, Gerhard
Schuhmacher, Rainer
Stable Isotope–Assisted Plant Metabolomics: Combination of Global and Tracer-Based Labeling for Enhanced Untargeted Profiling and Compound Annotation
title Stable Isotope–Assisted Plant Metabolomics: Combination of Global and Tracer-Based Labeling for Enhanced Untargeted Profiling and Compound Annotation
title_full Stable Isotope–Assisted Plant Metabolomics: Combination of Global and Tracer-Based Labeling for Enhanced Untargeted Profiling and Compound Annotation
title_fullStr Stable Isotope–Assisted Plant Metabolomics: Combination of Global and Tracer-Based Labeling for Enhanced Untargeted Profiling and Compound Annotation
title_full_unstemmed Stable Isotope–Assisted Plant Metabolomics: Combination of Global and Tracer-Based Labeling for Enhanced Untargeted Profiling and Compound Annotation
title_short Stable Isotope–Assisted Plant Metabolomics: Combination of Global and Tracer-Based Labeling for Enhanced Untargeted Profiling and Compound Annotation
title_sort stable isotope–assisted plant metabolomics: combination of global and tracer-based labeling for enhanced untargeted profiling and compound annotation
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6824187/
https://www.ncbi.nlm.nih.gov/pubmed/31708958
http://dx.doi.org/10.3389/fpls.2019.01366
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