Cargando…
MuSCA: a multi-scale source–sink carbon allocation model to explore carbon allocation in plants. An application to static apple tree structures
BACKGROUND AND AIMS: Carbon allocation in plants is usually represented at a topological scale, specific to each model. This makes the results obtained with different models, and the impact of their scales of representation, difficult to compare. In this study, we developed a multi-scale carbon allo...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7489079/ https://www.ncbi.nlm.nih.gov/pubmed/31642506 http://dx.doi.org/10.1093/aob/mcz122 |
_version_ | 1783581814072279040 |
---|---|
author | Reyes, F Pallas, B Pradal, C Vaggi, F Zanotelli, D Tagliavini, M Gianelle, D Costes, E |
author_facet | Reyes, F Pallas, B Pradal, C Vaggi, F Zanotelli, D Tagliavini, M Gianelle, D Costes, E |
author_sort | Reyes, F |
collection | PubMed |
description | BACKGROUND AND AIMS: Carbon allocation in plants is usually represented at a topological scale, specific to each model. This makes the results obtained with different models, and the impact of their scales of representation, difficult to compare. In this study, we developed a multi-scale carbon allocation model (MuSCA) that allows the use of different, user-defined, topological scales of a plant, and assessment of the impact of each spatial scale on simulated results and computation time. METHODS: Model multi-scale consistency and behaviour were tested on three realistic apple tree structures. Carbon allocation was computed at five scales, spanning from the metamer (the finest scale, used as a reference) up to first-order branches, and for different values of a sap friction coefficient. Fruit dry mass increments were compared across spatial scales and with field data. KEY RESULTS: The model was able to represent effects of competition for carbon assimilates on fruit growth. Intermediate friction parameter values provided results that best fitted field data. Fruit growth simulated at the metamer scale differed of ~1 % in respect to results obtained at growth unit scale and up to 60 % in respect to first order branch and fruiting unit scales. Generally, the coarser the spatial scale the more predicted fruit growth diverged from the reference. Coherence in fruit growth across scales was also differentially impacted, depending on the tree structure considered. Decreasing the topological resolution reduced computation time by up to four orders of magnitude. CONCLUSIONS: MuSCA revealed that the topological scale has a major influence on the simulation of carbon allocation. This suggests that the scale should be a factor that is carefully evaluated when using a carbon allocation model, or when comparing results produced by different models. Finally, with MuSCA, trade-off between computation time and prediction accuracy can be evaluated by changing topological scales. |
format | Online Article Text |
id | pubmed-7489079 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-74890792020-09-21 MuSCA: a multi-scale source–sink carbon allocation model to explore carbon allocation in plants. An application to static apple tree structures Reyes, F Pallas, B Pradal, C Vaggi, F Zanotelli, D Tagliavini, M Gianelle, D Costes, E Ann Bot Original Articles BACKGROUND AND AIMS: Carbon allocation in plants is usually represented at a topological scale, specific to each model. This makes the results obtained with different models, and the impact of their scales of representation, difficult to compare. In this study, we developed a multi-scale carbon allocation model (MuSCA) that allows the use of different, user-defined, topological scales of a plant, and assessment of the impact of each spatial scale on simulated results and computation time. METHODS: Model multi-scale consistency and behaviour were tested on three realistic apple tree structures. Carbon allocation was computed at five scales, spanning from the metamer (the finest scale, used as a reference) up to first-order branches, and for different values of a sap friction coefficient. Fruit dry mass increments were compared across spatial scales and with field data. KEY RESULTS: The model was able to represent effects of competition for carbon assimilates on fruit growth. Intermediate friction parameter values provided results that best fitted field data. Fruit growth simulated at the metamer scale differed of ~1 % in respect to results obtained at growth unit scale and up to 60 % in respect to first order branch and fruiting unit scales. Generally, the coarser the spatial scale the more predicted fruit growth diverged from the reference. Coherence in fruit growth across scales was also differentially impacted, depending on the tree structure considered. Decreasing the topological resolution reduced computation time by up to four orders of magnitude. CONCLUSIONS: MuSCA revealed that the topological scale has a major influence on the simulation of carbon allocation. This suggests that the scale should be a factor that is carefully evaluated when using a carbon allocation model, or when comparing results produced by different models. Finally, with MuSCA, trade-off between computation time and prediction accuracy can be evaluated by changing topological scales. Oxford University Press 2019-10-23 /pmc/articles/PMC7489079/ /pubmed/31642506 http://dx.doi.org/10.1093/aob/mcz122 Text en © The Author(s) 2019. Published by Oxford University Press on behalf of the Annals of Botany Company. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Articles Reyes, F Pallas, B Pradal, C Vaggi, F Zanotelli, D Tagliavini, M Gianelle, D Costes, E MuSCA: a multi-scale source–sink carbon allocation model to explore carbon allocation in plants. An application to static apple tree structures |
title | MuSCA: a multi-scale source–sink carbon allocation model to explore carbon allocation in plants. An application to static apple tree structures |
title_full | MuSCA: a multi-scale source–sink carbon allocation model to explore carbon allocation in plants. An application to static apple tree structures |
title_fullStr | MuSCA: a multi-scale source–sink carbon allocation model to explore carbon allocation in plants. An application to static apple tree structures |
title_full_unstemmed | MuSCA: a multi-scale source–sink carbon allocation model to explore carbon allocation in plants. An application to static apple tree structures |
title_short | MuSCA: a multi-scale source–sink carbon allocation model to explore carbon allocation in plants. An application to static apple tree structures |
title_sort | musca: a multi-scale source–sink carbon allocation model to explore carbon allocation in plants. an application to static apple tree structures |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7489079/ https://www.ncbi.nlm.nih.gov/pubmed/31642506 http://dx.doi.org/10.1093/aob/mcz122 |
work_keys_str_mv | AT reyesf muscaamultiscalesourcesinkcarbonallocationmodeltoexplorecarbonallocationinplantsanapplicationtostaticappletreestructures AT pallasb muscaamultiscalesourcesinkcarbonallocationmodeltoexplorecarbonallocationinplantsanapplicationtostaticappletreestructures AT pradalc muscaamultiscalesourcesinkcarbonallocationmodeltoexplorecarbonallocationinplantsanapplicationtostaticappletreestructures AT vaggif muscaamultiscalesourcesinkcarbonallocationmodeltoexplorecarbonallocationinplantsanapplicationtostaticappletreestructures AT zanotellid muscaamultiscalesourcesinkcarbonallocationmodeltoexplorecarbonallocationinplantsanapplicationtostaticappletreestructures AT tagliavinim muscaamultiscalesourcesinkcarbonallocationmodeltoexplorecarbonallocationinplantsanapplicationtostaticappletreestructures AT gianelled muscaamultiscalesourcesinkcarbonallocationmodeltoexplorecarbonallocationinplantsanapplicationtostaticappletreestructures AT costese muscaamultiscalesourcesinkcarbonallocationmodeltoexplorecarbonallocationinplantsanapplicationtostaticappletreestructures |