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Trait-based model development to support breeding programs. A case study for salt tolerance and rice
Eco-physiological models are increasingly used to analyze G × E × M interactions to support breeding programs via the design of ideotypes for specific contexts. However, available crop models are only partly suitable for this purpose, since they often lack clear relationships between parameters and...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5489522/ https://www.ncbi.nlm.nih.gov/pubmed/28659583 http://dx.doi.org/10.1038/s41598-017-04022-y |
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author | Paleari, Livia Movedi, Ermes Confalonieri, Roberto |
author_facet | Paleari, Livia Movedi, Ermes Confalonieri, Roberto |
author_sort | Paleari, Livia |
collection | PubMed |
description | Eco-physiological models are increasingly used to analyze G × E × M interactions to support breeding programs via the design of ideotypes for specific contexts. However, available crop models are only partly suitable for this purpose, since they often lack clear relationships between parameters and traits breeders are working on. Taking salt stress tolerance and rice as a case study, we propose a paradigm shift towards the building of ideotyping-specific models explicitly around traits involved in breeding programs. Salt tolerance is a complex trait relying on different physiological processes that can be alternatively selected to improve the overall crop tolerance. We developed a new model explicitly accounting for these traits and we evaluated its performance using data from growth chamber experiments (e.g., R(2) ranged from 0.74 to 0.94 for the biomass of different plant organs). Using the model, we were able to show how an increase in the overall tolerance can derive from completely different physiological mechanisms according to soil/water salinity dynamics. The study demonstrated that a trait-based approach can increase the usefulness of mathematical models for supporting breeding programs. |
format | Online Article Text |
id | pubmed-5489522 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-54895222017-07-05 Trait-based model development to support breeding programs. A case study for salt tolerance and rice Paleari, Livia Movedi, Ermes Confalonieri, Roberto Sci Rep Article Eco-physiological models are increasingly used to analyze G × E × M interactions to support breeding programs via the design of ideotypes for specific contexts. However, available crop models are only partly suitable for this purpose, since they often lack clear relationships between parameters and traits breeders are working on. Taking salt stress tolerance and rice as a case study, we propose a paradigm shift towards the building of ideotyping-specific models explicitly around traits involved in breeding programs. Salt tolerance is a complex trait relying on different physiological processes that can be alternatively selected to improve the overall crop tolerance. We developed a new model explicitly accounting for these traits and we evaluated its performance using data from growth chamber experiments (e.g., R(2) ranged from 0.74 to 0.94 for the biomass of different plant organs). Using the model, we were able to show how an increase in the overall tolerance can derive from completely different physiological mechanisms according to soil/water salinity dynamics. The study demonstrated that a trait-based approach can increase the usefulness of mathematical models for supporting breeding programs. Nature Publishing Group UK 2017-06-28 /pmc/articles/PMC5489522/ /pubmed/28659583 http://dx.doi.org/10.1038/s41598-017-04022-y Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Paleari, Livia Movedi, Ermes Confalonieri, Roberto Trait-based model development to support breeding programs. A case study for salt tolerance and rice |
title | Trait-based model development to support breeding programs. A case study for salt tolerance and rice |
title_full | Trait-based model development to support breeding programs. A case study for salt tolerance and rice |
title_fullStr | Trait-based model development to support breeding programs. A case study for salt tolerance and rice |
title_full_unstemmed | Trait-based model development to support breeding programs. A case study for salt tolerance and rice |
title_short | Trait-based model development to support breeding programs. A case study for salt tolerance and rice |
title_sort | trait-based model development to support breeding programs. a case study for salt tolerance and rice |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5489522/ https://www.ncbi.nlm.nih.gov/pubmed/28659583 http://dx.doi.org/10.1038/s41598-017-04022-y |
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