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Integration of untargeted metabolomics with transcriptomics reveals active metabolic pathways
While recent advances in metabolomic measurement technologies have been dramatic, extracting biological insight from complex metabolite profiles remains a challenge. We present an analytical strategy that uses data obtained from high resolution liquid chromatography–mass spectrometry and a bioinform...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4334135/ https://www.ncbi.nlm.nih.gov/pubmed/25705145 http://dx.doi.org/10.1007/s11306-014-0713-3 |
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author | Cho, Kyuil Evans, Bradley S. Wood, B. McKay Kumar, Ritesh Erb, Tobias J. Warlick, Benjamin P. Gerlt, John A. Sweedler, Jonathan V. |
author_facet | Cho, Kyuil Evans, Bradley S. Wood, B. McKay Kumar, Ritesh Erb, Tobias J. Warlick, Benjamin P. Gerlt, John A. Sweedler, Jonathan V. |
author_sort | Cho, Kyuil |
collection | PubMed |
description | While recent advances in metabolomic measurement technologies have been dramatic, extracting biological insight from complex metabolite profiles remains a challenge. We present an analytical strategy that uses data obtained from high resolution liquid chromatography–mass spectrometry and a bioinformatics toolset for detecting actively changing metabolic pathways upon external perturbation. We begin with untargeted metabolite profiling to nominate altered metabolites and identify pathway candidates, followed by validation of those pathways with transcriptomics. Using the model organisms Rhodospirillum rubrum and Bacillus subtilis, our results reveal metabolic pathways that are interconnected with methionine salvage. The rubrum-type methionine salvage pathway is interconnected with the active methyl cycle in which re-methylation, a key reaction for recycling methionine from homocysteine, is unexpectedly suppressed; instead, homocysteine is catabolized by the trans-sulfuration pathway. Notably, the non-mevalonate pathway is repressed, whereas the rubrum-type methionine salvage pathway contributes to isoprenoid biosynthesis upon 5′-methylthioadenosine feeding. In this process, glutathione functions as a coenzyme in vivo when 1-methylthio-d-xylulose 5-phosphate (MTXu 5-P) methylsulfurylase catalyzes dethiomethylation of MTXu 5-P. These results clearly show that our analytical approach enables unexpected metabolic pathways to be uncovered. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s11306-014-0713-3) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4334135 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-43341352015-02-19 Integration of untargeted metabolomics with transcriptomics reveals active metabolic pathways Cho, Kyuil Evans, Bradley S. Wood, B. McKay Kumar, Ritesh Erb, Tobias J. Warlick, Benjamin P. Gerlt, John A. Sweedler, Jonathan V. Metabolomics Original Article While recent advances in metabolomic measurement technologies have been dramatic, extracting biological insight from complex metabolite profiles remains a challenge. We present an analytical strategy that uses data obtained from high resolution liquid chromatography–mass spectrometry and a bioinformatics toolset for detecting actively changing metabolic pathways upon external perturbation. We begin with untargeted metabolite profiling to nominate altered metabolites and identify pathway candidates, followed by validation of those pathways with transcriptomics. Using the model organisms Rhodospirillum rubrum and Bacillus subtilis, our results reveal metabolic pathways that are interconnected with methionine salvage. The rubrum-type methionine salvage pathway is interconnected with the active methyl cycle in which re-methylation, a key reaction for recycling methionine from homocysteine, is unexpectedly suppressed; instead, homocysteine is catabolized by the trans-sulfuration pathway. Notably, the non-mevalonate pathway is repressed, whereas the rubrum-type methionine salvage pathway contributes to isoprenoid biosynthesis upon 5′-methylthioadenosine feeding. In this process, glutathione functions as a coenzyme in vivo when 1-methylthio-d-xylulose 5-phosphate (MTXu 5-P) methylsulfurylase catalyzes dethiomethylation of MTXu 5-P. These results clearly show that our analytical approach enables unexpected metabolic pathways to be uncovered. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s11306-014-0713-3) contains supplementary material, which is available to authorized users. Springer US 2014-08-03 2015 /pmc/articles/PMC4334135/ /pubmed/25705145 http://dx.doi.org/10.1007/s11306-014-0713-3 Text en © The Author(s) 2014 https://creativecommons.org/licenses/by/4.0/ Open AccessThis article is distributed under the terms of the Creative Commons Attribution License which permits any use, distribution, and reproduction in any medium, provided the original author(s) and the source are credited. |
spellingShingle | Original Article Cho, Kyuil Evans, Bradley S. Wood, B. McKay Kumar, Ritesh Erb, Tobias J. Warlick, Benjamin P. Gerlt, John A. Sweedler, Jonathan V. Integration of untargeted metabolomics with transcriptomics reveals active metabolic pathways |
title | Integration of untargeted metabolomics with transcriptomics reveals active metabolic pathways |
title_full | Integration of untargeted metabolomics with transcriptomics reveals active metabolic pathways |
title_fullStr | Integration of untargeted metabolomics with transcriptomics reveals active metabolic pathways |
title_full_unstemmed | Integration of untargeted metabolomics with transcriptomics reveals active metabolic pathways |
title_short | Integration of untargeted metabolomics with transcriptomics reveals active metabolic pathways |
title_sort | integration of untargeted metabolomics with transcriptomics reveals active metabolic pathways |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4334135/ https://www.ncbi.nlm.nih.gov/pubmed/25705145 http://dx.doi.org/10.1007/s11306-014-0713-3 |
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