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A System Dynamics Approach to Model Photosynthesis at Leaf Level Under Fluctuating Light
Photosynthesis has been mainly studied under steady-state conditions even though this assumption results inadequate for assessing the biochemical responses to rapid variations occurring in natural environments. The combination of mathematical models with available data may enhance the understanding...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8833254/ https://www.ncbi.nlm.nih.gov/pubmed/35154180 http://dx.doi.org/10.3389/fpls.2021.787877 |
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author | Salvatori, Nicole Carteni, Fabrizio Giannino, Francesco Alberti, Giorgio Mazzoleni, Stefano Peressotti, Alessandro |
author_facet | Salvatori, Nicole Carteni, Fabrizio Giannino, Francesco Alberti, Giorgio Mazzoleni, Stefano Peressotti, Alessandro |
author_sort | Salvatori, Nicole |
collection | PubMed |
description | Photosynthesis has been mainly studied under steady-state conditions even though this assumption results inadequate for assessing the biochemical responses to rapid variations occurring in natural environments. The combination of mathematical models with available data may enhance the understanding of the dynamic responses of plants to fluctuating environments and can be used to make predictions on how photosynthesis would respond to non-steady-state conditions. In this study, we present a leaf level System Dynamics photosynthesis model based and validated on an experiment performed on two soybean varieties, namely, the wild type Eiko and the chlorophyll-deficient mutant MinnGold, grown in constant and fluctuating light conditions. This mutant is known to have similar steady-state photosynthesis compared to the green wild type, but it is found to have less biomass at harvest. It has been hypothesized that this might be due to an unoptimized response to non-steady-state conditions; therefore, this mutant seems appropriate to investigate dynamic photosynthesis. The model explained well the photosynthetic responses of these two varieties to fluctuating and constant light conditions and allowed to make relevant conclusions on the different dynamic responses of the two varieties. Deviations between data and model simulations are mostly evident in the non-photochemical quenching (NPQ) dynamics due to the oversimplified combination of PsbS- and zeaxanthin-dependent kinetics, failing in finely capturing the NPQ responses at different timescales. Nevertheless, due to its simplicity, the model can provide the basis of an upscaled dynamic model at a plant level. |
format | Online Article Text |
id | pubmed-8833254 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88332542022-02-12 A System Dynamics Approach to Model Photosynthesis at Leaf Level Under Fluctuating Light Salvatori, Nicole Carteni, Fabrizio Giannino, Francesco Alberti, Giorgio Mazzoleni, Stefano Peressotti, Alessandro Front Plant Sci Plant Science Photosynthesis has been mainly studied under steady-state conditions even though this assumption results inadequate for assessing the biochemical responses to rapid variations occurring in natural environments. The combination of mathematical models with available data may enhance the understanding of the dynamic responses of plants to fluctuating environments and can be used to make predictions on how photosynthesis would respond to non-steady-state conditions. In this study, we present a leaf level System Dynamics photosynthesis model based and validated on an experiment performed on two soybean varieties, namely, the wild type Eiko and the chlorophyll-deficient mutant MinnGold, grown in constant and fluctuating light conditions. This mutant is known to have similar steady-state photosynthesis compared to the green wild type, but it is found to have less biomass at harvest. It has been hypothesized that this might be due to an unoptimized response to non-steady-state conditions; therefore, this mutant seems appropriate to investigate dynamic photosynthesis. The model explained well the photosynthetic responses of these two varieties to fluctuating and constant light conditions and allowed to make relevant conclusions on the different dynamic responses of the two varieties. Deviations between data and model simulations are mostly evident in the non-photochemical quenching (NPQ) dynamics due to the oversimplified combination of PsbS- and zeaxanthin-dependent kinetics, failing in finely capturing the NPQ responses at different timescales. Nevertheless, due to its simplicity, the model can provide the basis of an upscaled dynamic model at a plant level. Frontiers Media S.A. 2022-01-28 /pmc/articles/PMC8833254/ /pubmed/35154180 http://dx.doi.org/10.3389/fpls.2021.787877 Text en Copyright © 2022 Salvatori, Carteni, Giannino, Alberti, Mazzoleni and Peressotti. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Salvatori, Nicole Carteni, Fabrizio Giannino, Francesco Alberti, Giorgio Mazzoleni, Stefano Peressotti, Alessandro A System Dynamics Approach to Model Photosynthesis at Leaf Level Under Fluctuating Light |
title | A System Dynamics Approach to Model Photosynthesis at Leaf Level Under Fluctuating Light |
title_full | A System Dynamics Approach to Model Photosynthesis at Leaf Level Under Fluctuating Light |
title_fullStr | A System Dynamics Approach to Model Photosynthesis at Leaf Level Under Fluctuating Light |
title_full_unstemmed | A System Dynamics Approach to Model Photosynthesis at Leaf Level Under Fluctuating Light |
title_short | A System Dynamics Approach to Model Photosynthesis at Leaf Level Under Fluctuating Light |
title_sort | system dynamics approach to model photosynthesis at leaf level under fluctuating light |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8833254/ https://www.ncbi.nlm.nih.gov/pubmed/35154180 http://dx.doi.org/10.3389/fpls.2021.787877 |
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