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 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.
Main Authors: | , , , , , , , , |
---|---|
Format: | Article/Letter to editor biblioteca |
Language: | English |
Subjects: | accumulation, arabidopsis seedlings, biosynthesis, enzymes, evolution, fruit, gene-expression, plants, systems biology, |
Online Access: | https://research.wur.nl/en/publications/the-flavonoid-pathway-in-tomato-seedlings-transcript-abundance-an |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
id |
dig-wur-nl-wurpubs-441770 |
---|---|
record_format |
koha |
spelling |
dig-wur-nl-wurpubs-4417702025-01-10 Groenenboom, M. Gomez-Roldan, V. Stigter, J.D. Astola, L. van Daelen, R. Beekwilder, M.J. Bovy, A.G. Hall, R.D. Molenaar, J. Article/Letter to editor PLoS ONE 8 (2013) 7 ISSN: 1932-6203 The Flavonoid Pathway in Tomato Seedlings: Transcript Abundance and the Modeling of Metabolite Dynamics 2013 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. en application/pdf https://research.wur.nl/en/publications/the-flavonoid-pathway-in-tomato-seedlings-transcript-abundance-an 10.1371/journal.pone.0068960 https://edepot.wur.nl/266333 accumulation arabidopsis seedlings biosynthesis enzymes evolution fruit gene-expression plants systems biology Wageningen University & Research |
institution |
WUR NL |
collection |
DSpace |
country |
Países bajos |
countrycode |
NL |
component |
Bibliográfico |
access |
En linea |
databasecode |
dig-wur-nl |
tag |
biblioteca |
region |
Europa del Oeste |
libraryname |
WUR Library Netherlands |
language |
English |
topic |
accumulation arabidopsis seedlings biosynthesis enzymes evolution fruit gene-expression plants systems biology accumulation arabidopsis seedlings biosynthesis enzymes evolution fruit gene-expression plants systems biology |
spellingShingle |
accumulation arabidopsis seedlings biosynthesis enzymes evolution fruit gene-expression plants systems biology accumulation arabidopsis seedlings biosynthesis enzymes evolution fruit gene-expression plants systems biology Groenenboom, M. Gomez-Roldan, V. Stigter, J.D. Astola, L. van Daelen, R. Beekwilder, M.J. Bovy, A.G. Hall, R.D. Molenaar, J. The Flavonoid Pathway in Tomato Seedlings: Transcript Abundance and the Modeling of Metabolite Dynamics |
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 |
Article/Letter to editor |
topic_facet |
accumulation arabidopsis seedlings biosynthesis enzymes evolution fruit gene-expression plants systems biology |
author |
Groenenboom, M. Gomez-Roldan, V. Stigter, J.D. Astola, L. van Daelen, R. Beekwilder, M.J. Bovy, A.G. Hall, R.D. Molenaar, J. |
author_facet |
Groenenboom, M. Gomez-Roldan, V. Stigter, J.D. Astola, L. van Daelen, R. Beekwilder, M.J. Bovy, A.G. Hall, R.D. Molenaar, J. |
author_sort |
Groenenboom, M. |
title |
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_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_sort |
flavonoid pathway in tomato seedlings: transcript abundance and the modeling of metabolite dynamics |
url |
https://research.wur.nl/en/publications/the-flavonoid-pathway-in-tomato-seedlings-transcript-abundance-an |
work_keys_str_mv |
AT groenenboomm theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT gomezroldanv theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT stigterjd theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT astolal theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT vandaelenr theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT beekwildermj theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT bovyag theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT hallrd theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT molenaarj theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT groenenboomm flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT gomezroldanv flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT stigterjd flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT astolal flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT vandaelenr flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT beekwildermj flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT bovyag flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT hallrd flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT molenaarj flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics |
_version_ |
1822271893894332416 |