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Metabolic Modeling of the C(3)-CAM Continuum Revealed the Establishment of a Starch/Sugar-Malate Cycle in CAM Evolution
The evolution of Crassulacean acid metabolism (CAM) is thought to be along a C(3)-CAM continuum including multiple variations of CAM such as CAM cycling and CAM idling. Here, we applied large-scale constraint-based modeling to investigate the metabolism and energetics of plants operating in C(3), CA...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7874232/ https://www.ncbi.nlm.nih.gov/pubmed/33584741 http://dx.doi.org/10.3389/fpls.2020.573197 |
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author | Tay, Ignacius Y. Y. Odang, Kristoforus Bryant Cheung, C. Y. Maurice |
author_facet | Tay, Ignacius Y. Y. Odang, Kristoforus Bryant Cheung, C. Y. Maurice |
author_sort | Tay, Ignacius Y. Y. |
collection | PubMed |
description | The evolution of Crassulacean acid metabolism (CAM) is thought to be along a C(3)-CAM continuum including multiple variations of CAM such as CAM cycling and CAM idling. Here, we applied large-scale constraint-based modeling to investigate the metabolism and energetics of plants operating in C(3), CAM, CAM cycling, and CAM idling. Our modeling results suggested that CAM cycling and CAM idling could be potential evolutionary intermediates in CAM evolution by establishing a starch/sugar-malate cycle. Our model analysis showed that by varying CO(2) exchange during the light period, as a proxy of stomatal conductance, there exists a C(3)-CAM continuum with gradual metabolic changes, supporting the notion that evolution of CAM from C(3) could occur solely through incremental changes in metabolic fluxes. Along the C(3)-CAM continuum, our model predicted changes in metabolic fluxes not only through the starch/sugar-malate cycle that is involved in CAM photosynthetic CO(2) fixation but also other metabolic processes including the mitochondrial electron transport chain and the tricarboxylate acid cycle at night. These predictions could guide engineering efforts in introducing CAM into C(3) crops for improved water use efficiency. |
format | Online Article Text |
id | pubmed-7874232 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78742322021-02-11 Metabolic Modeling of the C(3)-CAM Continuum Revealed the Establishment of a Starch/Sugar-Malate Cycle in CAM Evolution Tay, Ignacius Y. Y. Odang, Kristoforus Bryant Cheung, C. Y. Maurice Front Plant Sci Plant Science The evolution of Crassulacean acid metabolism (CAM) is thought to be along a C(3)-CAM continuum including multiple variations of CAM such as CAM cycling and CAM idling. Here, we applied large-scale constraint-based modeling to investigate the metabolism and energetics of plants operating in C(3), CAM, CAM cycling, and CAM idling. Our modeling results suggested that CAM cycling and CAM idling could be potential evolutionary intermediates in CAM evolution by establishing a starch/sugar-malate cycle. Our model analysis showed that by varying CO(2) exchange during the light period, as a proxy of stomatal conductance, there exists a C(3)-CAM continuum with gradual metabolic changes, supporting the notion that evolution of CAM from C(3) could occur solely through incremental changes in metabolic fluxes. Along the C(3)-CAM continuum, our model predicted changes in metabolic fluxes not only through the starch/sugar-malate cycle that is involved in CAM photosynthetic CO(2) fixation but also other metabolic processes including the mitochondrial electron transport chain and the tricarboxylate acid cycle at night. These predictions could guide engineering efforts in introducing CAM into C(3) crops for improved water use efficiency. Frontiers Media S.A. 2021-01-14 /pmc/articles/PMC7874232/ /pubmed/33584741 http://dx.doi.org/10.3389/fpls.2020.573197 Text en Copyright © 2021 Tay, Odang and Cheung. http://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 Tay, Ignacius Y. Y. Odang, Kristoforus Bryant Cheung, C. Y. Maurice Metabolic Modeling of the C(3)-CAM Continuum Revealed the Establishment of a Starch/Sugar-Malate Cycle in CAM Evolution |
title | Metabolic Modeling of the C(3)-CAM Continuum Revealed the Establishment of a Starch/Sugar-Malate Cycle in CAM Evolution |
title_full | Metabolic Modeling of the C(3)-CAM Continuum Revealed the Establishment of a Starch/Sugar-Malate Cycle in CAM Evolution |
title_fullStr | Metabolic Modeling of the C(3)-CAM Continuum Revealed the Establishment of a Starch/Sugar-Malate Cycle in CAM Evolution |
title_full_unstemmed | Metabolic Modeling of the C(3)-CAM Continuum Revealed the Establishment of a Starch/Sugar-Malate Cycle in CAM Evolution |
title_short | Metabolic Modeling of the C(3)-CAM Continuum Revealed the Establishment of a Starch/Sugar-Malate Cycle in CAM Evolution |
title_sort | metabolic modeling of the c(3)-cam continuum revealed the establishment of a starch/sugar-malate cycle in cam evolution |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7874232/ https://www.ncbi.nlm.nih.gov/pubmed/33584741 http://dx.doi.org/10.3389/fpls.2020.573197 |
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