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Modelling central metabolic fluxes by constraint-based optimization reveals metabolic reprogramming of developing Solanum lycopersicum (tomato) fruit
Modelling of metabolic networks is a powerful tool to analyse the behaviour of developing plant organs, including fruits. Guided by our current understanding of heterotrophic metabolism of plant cells, a medium-scale stoichiometric model, including the balance of co–factors and energy, was construct...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Blackwell Publishing Ltd
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4309433/ https://www.ncbi.nlm.nih.gov/pubmed/25279440 http://dx.doi.org/10.1111/tpj.12685 |
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author | Colombié, Sophie Nazaret, Christine Bénard, Camille Biais, Benoît Mengin, Virginie Solé, Marion Fouillen, Laëtitia Dieuaide-Noubhani, Martine Mazat, Jean-Pierre Beauvoit, Bertrand Gibon, Yves |
author_facet | Colombié, Sophie Nazaret, Christine Bénard, Camille Biais, Benoît Mengin, Virginie Solé, Marion Fouillen, Laëtitia Dieuaide-Noubhani, Martine Mazat, Jean-Pierre Beauvoit, Bertrand Gibon, Yves |
author_sort | Colombié, Sophie |
collection | PubMed |
description | Modelling of metabolic networks is a powerful tool to analyse the behaviour of developing plant organs, including fruits. Guided by our current understanding of heterotrophic metabolism of plant cells, a medium-scale stoichiometric model, including the balance of co–factors and energy, was constructed in order to describe metabolic shifts that occur through the nine sequential stages of Solanum lycopersicum (tomato) fruit development. The measured concentrations of the main biomass components and the accumulated metabolites in the pericarp, determined at each stage, were fitted in order to calculate, by derivation, the corresponding external fluxes. They were used as constraints to solve the model by minimizing the internal fluxes. The distribution of the calculated fluxes of central metabolism were then analysed and compared with known metabolic behaviours. For instance, the partition of the main metabolic pathways (glycolysis, pentose phosphate pathway, etc.) was relevant throughout fruit development. We also predicted a valid import of carbon and nitrogen by the fruit, as well as a consistent CO(2) release. Interestingly, the energetic balance indicates that excess ATP is dissipated just before the onset of ripening, supporting the concept of the climacteric crisis. Finally, the apparent contradiction between calculated fluxes with low values compared with measured enzyme capacities suggest a complex reprogramming of the metabolic machinery during fruit development. With a powerful set of experimental data and an accurate definition of the metabolic system, this work provides important insight into the metabolic and physiological requirements of the developing tomato fruits. |
format | Online Article Text |
id | pubmed-4309433 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Blackwell Publishing Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-43094332015-02-09 Modelling central metabolic fluxes by constraint-based optimization reveals metabolic reprogramming of developing Solanum lycopersicum (tomato) fruit Colombié, Sophie Nazaret, Christine Bénard, Camille Biais, Benoît Mengin, Virginie Solé, Marion Fouillen, Laëtitia Dieuaide-Noubhani, Martine Mazat, Jean-Pierre Beauvoit, Bertrand Gibon, Yves Plant J Original Articles Modelling of metabolic networks is a powerful tool to analyse the behaviour of developing plant organs, including fruits. Guided by our current understanding of heterotrophic metabolism of plant cells, a medium-scale stoichiometric model, including the balance of co–factors and energy, was constructed in order to describe metabolic shifts that occur through the nine sequential stages of Solanum lycopersicum (tomato) fruit development. The measured concentrations of the main biomass components and the accumulated metabolites in the pericarp, determined at each stage, were fitted in order to calculate, by derivation, the corresponding external fluxes. They were used as constraints to solve the model by minimizing the internal fluxes. The distribution of the calculated fluxes of central metabolism were then analysed and compared with known metabolic behaviours. For instance, the partition of the main metabolic pathways (glycolysis, pentose phosphate pathway, etc.) was relevant throughout fruit development. We also predicted a valid import of carbon and nitrogen by the fruit, as well as a consistent CO(2) release. Interestingly, the energetic balance indicates that excess ATP is dissipated just before the onset of ripening, supporting the concept of the climacteric crisis. Finally, the apparent contradiction between calculated fluxes with low values compared with measured enzyme capacities suggest a complex reprogramming of the metabolic machinery during fruit development. With a powerful set of experimental data and an accurate definition of the metabolic system, this work provides important insight into the metabolic and physiological requirements of the developing tomato fruits. Blackwell Publishing Ltd 2015-01 2014-10-03 /pmc/articles/PMC4309433/ /pubmed/25279440 http://dx.doi.org/10.1111/tpj.12685 Text en © 2014 The Authors The Plant Journal published by Society for Experimental Biology and John Wiley & Sons Ltd. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made. |
spellingShingle | Original Articles Colombié, Sophie Nazaret, Christine Bénard, Camille Biais, Benoît Mengin, Virginie Solé, Marion Fouillen, Laëtitia Dieuaide-Noubhani, Martine Mazat, Jean-Pierre Beauvoit, Bertrand Gibon, Yves Modelling central metabolic fluxes by constraint-based optimization reveals metabolic reprogramming of developing Solanum lycopersicum (tomato) fruit |
title | Modelling central metabolic fluxes by constraint-based optimization reveals metabolic reprogramming of developing Solanum lycopersicum (tomato) fruit |
title_full | Modelling central metabolic fluxes by constraint-based optimization reveals metabolic reprogramming of developing Solanum lycopersicum (tomato) fruit |
title_fullStr | Modelling central metabolic fluxes by constraint-based optimization reveals metabolic reprogramming of developing Solanum lycopersicum (tomato) fruit |
title_full_unstemmed | Modelling central metabolic fluxes by constraint-based optimization reveals metabolic reprogramming of developing Solanum lycopersicum (tomato) fruit |
title_short | Modelling central metabolic fluxes by constraint-based optimization reveals metabolic reprogramming of developing Solanum lycopersicum (tomato) fruit |
title_sort | modelling central metabolic fluxes by constraint-based optimization reveals metabolic reprogramming of developing solanum lycopersicum (tomato) fruit |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4309433/ https://www.ncbi.nlm.nih.gov/pubmed/25279440 http://dx.doi.org/10.1111/tpj.12685 |
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