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The Flavonoid Pathway in Tomato Seedlings: Transcript Abundance and the Modeling of Metabolite Dynamics

Flavonoids are secondary metabolites present in all terrestrial plants. The flavonoid pathway has been extensively studied, and many of the involved genes and metabolites have been described in the literature. Despite this extensive knowledge, the functioning of the pathway in vivo is still poorly u...

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Autores principales: Groenenboom, Marian, Gomez-Roldan, Victoria, Stigter, Hans, Astola, Laura, van Daelen, Raymond, Beekwilder, Jules, Bovy, Arnaud, Hall, Robert, Molenaar, Jaap
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3724892/
https://www.ncbi.nlm.nih.gov/pubmed/23922672
http://dx.doi.org/10.1371/journal.pone.0068960
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author Groenenboom, Marian
Gomez-Roldan, Victoria
Stigter, Hans
Astola, Laura
van Daelen, Raymond
Beekwilder, Jules
Bovy, Arnaud
Hall, Robert
Molenaar, Jaap
author_facet Groenenboom, Marian
Gomez-Roldan, Victoria
Stigter, Hans
Astola, Laura
van Daelen, Raymond
Beekwilder, Jules
Bovy, Arnaud
Hall, Robert
Molenaar, Jaap
author_sort Groenenboom, Marian
collection PubMed
description Flavonoids are secondary metabolites present in all terrestrial plants. The flavonoid pathway has been extensively studied, and many of the involved genes and metabolites have been described in the literature. Despite this extensive knowledge, the functioning of the pathway in vivo is still poorly understood. Here, we study the flavonoid pathway using both experiments and mathematical models. We measured flavonoid metabolite dynamics in two tissues, hypocotyls and cotyledons, during tomato seedling development. Interestingly, the same backbone of interactions leads to very different accumulation patterns in the different tissues. Initially, we developed a mathematical model with constant enzyme concentrations that described the metabolic networks separately in both tissues. This model was unable to fit the measured flavonoid dynamics in the hypocotyls, even if we allowed unrealistic parameter values. This suggested us to investigate the effect of transcript abundance on flavonoid accumulation. We found that the expression of candidate flavonoid genes varies considerably with time. Variation in transcript abundance results in enzymatic variation, which could have a large effect on metabolite accumulation. Candidate transcript abundance was included in the mathematical model as representative for enzyme concentration. We fitted the resulting model to the flavonoid dynamics in the cotyledons, and tested it by applying it to the data from hypocotyls. When transcript abundance is included, we are indeed able to explain flavonoid dynamics in both tissues. Importantly, this is possible under the biologically relevant restriction that the enzymatic properties estimated by the model are conserved between the tissues.
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spelling pubmed-37248922013-08-06 The Flavonoid Pathway in Tomato Seedlings: Transcript Abundance and the Modeling of Metabolite Dynamics Groenenboom, Marian Gomez-Roldan, Victoria Stigter, Hans Astola, Laura van Daelen, Raymond Beekwilder, Jules Bovy, Arnaud Hall, Robert Molenaar, Jaap PLoS One Research Article Flavonoids are secondary metabolites present in all terrestrial plants. The flavonoid pathway has been extensively studied, and many of the involved genes and metabolites have been described in the literature. Despite this extensive knowledge, the functioning of the pathway in vivo is still poorly understood. Here, we study the flavonoid pathway using both experiments and mathematical models. We measured flavonoid metabolite dynamics in two tissues, hypocotyls and cotyledons, during tomato seedling development. Interestingly, the same backbone of interactions leads to very different accumulation patterns in the different tissues. Initially, we developed a mathematical model with constant enzyme concentrations that described the metabolic networks separately in both tissues. This model was unable to fit the measured flavonoid dynamics in the hypocotyls, even if we allowed unrealistic parameter values. This suggested us to investigate the effect of transcript abundance on flavonoid accumulation. We found that the expression of candidate flavonoid genes varies considerably with time. Variation in transcript abundance results in enzymatic variation, which could have a large effect on metabolite accumulation. Candidate transcript abundance was included in the mathematical model as representative for enzyme concentration. We fitted the resulting model to the flavonoid dynamics in the cotyledons, and tested it by applying it to the data from hypocotyls. When transcript abundance is included, we are indeed able to explain flavonoid dynamics in both tissues. Importantly, this is possible under the biologically relevant restriction that the enzymatic properties estimated by the model are conserved between the tissues. Public Library of Science 2013-07-26 /pmc/articles/PMC3724892/ /pubmed/23922672 http://dx.doi.org/10.1371/journal.pone.0068960 Text en © 2013 Groenenboom et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Groenenboom, Marian
Gomez-Roldan, Victoria
Stigter, Hans
Astola, Laura
van Daelen, Raymond
Beekwilder, Jules
Bovy, Arnaud
Hall, Robert
Molenaar, Jaap
The Flavonoid Pathway in Tomato Seedlings: Transcript Abundance and the Modeling of Metabolite Dynamics
title The Flavonoid Pathway in Tomato Seedlings: Transcript Abundance and the Modeling of Metabolite Dynamics
title_full The Flavonoid Pathway in Tomato Seedlings: Transcript Abundance and the Modeling of Metabolite Dynamics
title_fullStr The Flavonoid Pathway in Tomato Seedlings: Transcript Abundance and the Modeling of Metabolite Dynamics
title_full_unstemmed The Flavonoid Pathway in Tomato Seedlings: Transcript Abundance and the Modeling of Metabolite Dynamics
title_short The Flavonoid Pathway in Tomato Seedlings: Transcript Abundance and the Modeling of Metabolite Dynamics
title_sort flavonoid pathway in tomato seedlings: transcript abundance and the modeling of metabolite dynamics
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3724892/
https://www.ncbi.nlm.nih.gov/pubmed/23922672
http://dx.doi.org/10.1371/journal.pone.0068960
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