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...
Guardado en:
Autores principales: | , , , , , , , , |
---|---|
Formato: | article |
Lenguaje: | EN |
Publicado: |
Public Library of Science (PLoS)
2013
|
Materias: | |
Acceso en línea: | https://doaj.org/article/3b9cc0f5c6a34ad3a8815cc12463671d |
Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
id |
oai:doaj.org-article:3b9cc0f5c6a34ad3a8815cc12463671d |
---|---|
record_format |
dspace |
spelling |
oai:doaj.org-article:3b9cc0f5c6a34ad3a8815cc12463671d2021-11-18T09:02:48ZThe flavonoid pathway in tomato seedlings: transcript abundance and the modeling of metabolite dynamics.1932-620310.1371/journal.pone.0068960https://doaj.org/article/3b9cc0f5c6a34ad3a8815cc12463671d2013-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23922672/?tool=EBIhttps://doaj.org/toc/1932-6203Flavonoids 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.Marian GroenenboomVictoria Gomez-RoldanHans StigterLaura AstolaRaymond van DaelenJules BeekwilderArnaud BovyRobert HallJaap MolenaarPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 8, Iss 7, p e68960 (2013) |
institution |
DOAJ |
collection |
DOAJ |
language |
EN |
topic |
Medicine R Science Q |
spellingShingle |
Medicine R Science Q Marian Groenenboom Victoria Gomez-Roldan Hans Stigter Laura Astola Raymond van Daelen Jules Beekwilder Arnaud Bovy Robert Hall Jaap Molenaar 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 |
author |
Marian Groenenboom Victoria Gomez-Roldan Hans Stigter Laura Astola Raymond van Daelen Jules Beekwilder Arnaud Bovy Robert Hall Jaap Molenaar |
author_facet |
Marian Groenenboom Victoria Gomez-Roldan Hans Stigter Laura Astola Raymond van Daelen Jules Beekwilder Arnaud Bovy Robert Hall Jaap Molenaar |
author_sort |
Marian Groenenboom |
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. |
publisher |
Public Library of Science (PLoS) |
publishDate |
2013 |
url |
https://doaj.org/article/3b9cc0f5c6a34ad3a8815cc12463671d |
work_keys_str_mv |
AT mariangroenenboom theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT victoriagomezroldan theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT hansstigter theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT lauraastola theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT raymondvandaelen theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT julesbeekwilder theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT arnaudbovy theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT roberthall theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT jaapmolenaar theflavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT mariangroenenboom flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT victoriagomezroldan flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT hansstigter flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT lauraastola flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT raymondvandaelen flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT julesbeekwilder flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT arnaudbovy flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT roberthall flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics AT jaapmolenaar flavonoidpathwayintomatoseedlingstranscriptabundanceandthemodelingofmetabolitedynamics |
_version_ |
1718420957796761600 |