Cargando…
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...
Autores principales: | , , , , , , , , |
---|---|
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 |
_version_ | 1782476744805056512 |
---|---|
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. |
format | Online Article Text |
id | pubmed-3724892 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT groenenboommarian theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT gomezroldanvictoria theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT stigterhans theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT astolalaura theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT vandaelenraymond theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT beekwilderjules theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT bovyarnaud theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT hallrobert theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT molenaarjaap theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT groenenboommarian flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT gomezroldanvictoria flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT stigterhans flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT astolalaura flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT vandaelenraymond flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT beekwilderjules flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT bovyarnaud flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT hallrobert flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT molenaarjaap flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics |