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Enhanced Metabolome Coverage and Evaluation of Matrix Effects by the Use of Experimental-Condition-Matched (13)C-Labeled Biological Samples in Isotope-Assisted LC-HRMS Metabolomics

Stable isotope-assisted approaches can improve untargeted liquid chromatography-high resolution mass spectrometry (LC-HRMS) metabolomics studies. Here, we demonstrate at the example of chemically stressed wheat that metabolome-wide internal standardization by globally (13)C-labeled metabolite extrac...

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Autores principales: Ćeranić, Asja, Bueschl, Christoph, Doppler, Maria, Parich, Alexandra, Xu, Kangkang, Lemmens, Marc, Buerstmayr, Hermann, Schuhmacher, Rainer
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7692853/
https://www.ncbi.nlm.nih.gov/pubmed/33121096
http://dx.doi.org/10.3390/metabo10110434
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author Ćeranić, Asja
Bueschl, Christoph
Doppler, Maria
Parich, Alexandra
Xu, Kangkang
Lemmens, Marc
Buerstmayr, Hermann
Schuhmacher, Rainer
author_facet Ćeranić, Asja
Bueschl, Christoph
Doppler, Maria
Parich, Alexandra
Xu, Kangkang
Lemmens, Marc
Buerstmayr, Hermann
Schuhmacher, Rainer
author_sort Ćeranić, Asja
collection PubMed
description Stable isotope-assisted approaches can improve untargeted liquid chromatography-high resolution mass spectrometry (LC-HRMS) metabolomics studies. Here, we demonstrate at the example of chemically stressed wheat that metabolome-wide internal standardization by globally (13)C-labeled metabolite extract (GLMe-IS) of experimental-condition-matched biological samples can help to improve the detection of treatment-relevant metabolites and can aid in the post-acquisition assessment of putative matrix effects in samples obtained upon different treatments. For this, native extracts of toxin- and mock-treated (control) wheat ears were standardized by the addition of uniformly (13)C-labeled wheat ear extracts that were cultivated under similar experimental conditions (toxin-treatment and control) and measured with LC-HRMS. The results show that 996 wheat-derived metabolites were detected with the non-condition-matched (13)C-labeled metabolite extract, while another 68 were only covered by the experimental-condition-matched GLMe-IS. Additional testing is performed with the assumption that GLMe-IS enables compensation for matrix effects. Although on average no severe matrix differences between both experimental conditions were found, individual metabolites may be affected as is demonstrated by wrong decisions with respect to the classification of significantly altered metabolites. When GLMe-IS was applied to compensate for matrix effects, 272 metabolites showed significantly altered levels between treated and control samples, 42 of which would not have been classified as such without GLMe-IS.
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spelling pubmed-76928532020-11-28 Enhanced Metabolome Coverage and Evaluation of Matrix Effects by the Use of Experimental-Condition-Matched (13)C-Labeled Biological Samples in Isotope-Assisted LC-HRMS Metabolomics Ćeranić, Asja Bueschl, Christoph Doppler, Maria Parich, Alexandra Xu, Kangkang Lemmens, Marc Buerstmayr, Hermann Schuhmacher, Rainer Metabolites Article Stable isotope-assisted approaches can improve untargeted liquid chromatography-high resolution mass spectrometry (LC-HRMS) metabolomics studies. Here, we demonstrate at the example of chemically stressed wheat that metabolome-wide internal standardization by globally (13)C-labeled metabolite extract (GLMe-IS) of experimental-condition-matched biological samples can help to improve the detection of treatment-relevant metabolites and can aid in the post-acquisition assessment of putative matrix effects in samples obtained upon different treatments. For this, native extracts of toxin- and mock-treated (control) wheat ears were standardized by the addition of uniformly (13)C-labeled wheat ear extracts that were cultivated under similar experimental conditions (toxin-treatment and control) and measured with LC-HRMS. The results show that 996 wheat-derived metabolites were detected with the non-condition-matched (13)C-labeled metabolite extract, while another 68 were only covered by the experimental-condition-matched GLMe-IS. Additional testing is performed with the assumption that GLMe-IS enables compensation for matrix effects. Although on average no severe matrix differences between both experimental conditions were found, individual metabolites may be affected as is demonstrated by wrong decisions with respect to the classification of significantly altered metabolites. When GLMe-IS was applied to compensate for matrix effects, 272 metabolites showed significantly altered levels between treated and control samples, 42 of which would not have been classified as such without GLMe-IS. MDPI 2020-10-27 /pmc/articles/PMC7692853/ /pubmed/33121096 http://dx.doi.org/10.3390/metabo10110434 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ćeranić, Asja
Bueschl, Christoph
Doppler, Maria
Parich, Alexandra
Xu, Kangkang
Lemmens, Marc
Buerstmayr, Hermann
Schuhmacher, Rainer
Enhanced Metabolome Coverage and Evaluation of Matrix Effects by the Use of Experimental-Condition-Matched (13)C-Labeled Biological Samples in Isotope-Assisted LC-HRMS Metabolomics
title Enhanced Metabolome Coverage and Evaluation of Matrix Effects by the Use of Experimental-Condition-Matched (13)C-Labeled Biological Samples in Isotope-Assisted LC-HRMS Metabolomics
title_full Enhanced Metabolome Coverage and Evaluation of Matrix Effects by the Use of Experimental-Condition-Matched (13)C-Labeled Biological Samples in Isotope-Assisted LC-HRMS Metabolomics
title_fullStr Enhanced Metabolome Coverage and Evaluation of Matrix Effects by the Use of Experimental-Condition-Matched (13)C-Labeled Biological Samples in Isotope-Assisted LC-HRMS Metabolomics
title_full_unstemmed Enhanced Metabolome Coverage and Evaluation of Matrix Effects by the Use of Experimental-Condition-Matched (13)C-Labeled Biological Samples in Isotope-Assisted LC-HRMS Metabolomics
title_short Enhanced Metabolome Coverage and Evaluation of Matrix Effects by the Use of Experimental-Condition-Matched (13)C-Labeled Biological Samples in Isotope-Assisted LC-HRMS Metabolomics
title_sort enhanced metabolome coverage and evaluation of matrix effects by the use of experimental-condition-matched (13)c-labeled biological samples in isotope-assisted lc-hrms metabolomics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7692853/
https://www.ncbi.nlm.nih.gov/pubmed/33121096
http://dx.doi.org/10.3390/metabo10110434
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