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Multi-Environmental Trials Reveal Genetic Plasticity of Oat Agronomic Traits Associated With Climate Variable Changes

Although oat cultivation around the Mediterranean basin is steadily increasing, its yield in these regions lags far behind those of Northern Europe. This results mainly from the poor adaptation of current oat cultivars to Mediterranean environments. Local landraces may act as reservoirs of favorable...

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Autores principales: Rispail, Nicolas, Montilla-Bascón, Gracia, Sánchez-Martín, Javier, Flores, Fernando, Howarth, Catherine, Langdon, Tim, Rubiales, Diego, Prats, Elena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6156136/
https://www.ncbi.nlm.nih.gov/pubmed/30283476
http://dx.doi.org/10.3389/fpls.2018.01358
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author Rispail, Nicolas
Montilla-Bascón, Gracia
Sánchez-Martín, Javier
Flores, Fernando
Howarth, Catherine
Langdon, Tim
Rubiales, Diego
Prats, Elena
author_facet Rispail, Nicolas
Montilla-Bascón, Gracia
Sánchez-Martín, Javier
Flores, Fernando
Howarth, Catherine
Langdon, Tim
Rubiales, Diego
Prats, Elena
author_sort Rispail, Nicolas
collection PubMed
description Although oat cultivation around the Mediterranean basin is steadily increasing, its yield in these regions lags far behind those of Northern Europe. This results mainly from the poor adaptation of current oat cultivars to Mediterranean environments. Local landraces may act as reservoirs of favorable traits that could contribute to increase oat resilience in this region. To aid selection of suitable agro-climate adapted genotypes we integrated genome-wide association approaches with analysis of field assessed phenotypes of genetic variants and of the weight of associated markers across different environmental variables. Association models accounting for oat population structure were applied on either arithmetic means or best linear unbiased prediction (BLUPs) to ensure robust identification of associations with the agronomic traits evaluated. The meta-analysis of the six joint environments (mega-environment) identified several markers associated with several agronomic traits and crown rust severity. Five of these associated markers were located within expressed genes. These associations were only mildly influenced by climatic variables indicating that these markers are good candidates to improve the genetic potential of oat under Mediterranean conditions. The models also highlighted several marker-trait associations, strongly affected by particular climatic variables including high rain pre- or post-heading dates and high temperatures, revealing strong potential for oat adaptation to specific agro-climatic conditions. These results will contribute to increase oat resilience for particular climatic conditions and facilitate breeding for plant adaptation to a wider range of climatic conditions in the current scenario of climate change.
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spelling pubmed-61561362018-10-03 Multi-Environmental Trials Reveal Genetic Plasticity of Oat Agronomic Traits Associated With Climate Variable Changes Rispail, Nicolas Montilla-Bascón, Gracia Sánchez-Martín, Javier Flores, Fernando Howarth, Catherine Langdon, Tim Rubiales, Diego Prats, Elena Front Plant Sci Plant Science Although oat cultivation around the Mediterranean basin is steadily increasing, its yield in these regions lags far behind those of Northern Europe. This results mainly from the poor adaptation of current oat cultivars to Mediterranean environments. Local landraces may act as reservoirs of favorable traits that could contribute to increase oat resilience in this region. To aid selection of suitable agro-climate adapted genotypes we integrated genome-wide association approaches with analysis of field assessed phenotypes of genetic variants and of the weight of associated markers across different environmental variables. Association models accounting for oat population structure were applied on either arithmetic means or best linear unbiased prediction (BLUPs) to ensure robust identification of associations with the agronomic traits evaluated. The meta-analysis of the six joint environments (mega-environment) identified several markers associated with several agronomic traits and crown rust severity. Five of these associated markers were located within expressed genes. These associations were only mildly influenced by climatic variables indicating that these markers are good candidates to improve the genetic potential of oat under Mediterranean conditions. The models also highlighted several marker-trait associations, strongly affected by particular climatic variables including high rain pre- or post-heading dates and high temperatures, revealing strong potential for oat adaptation to specific agro-climatic conditions. These results will contribute to increase oat resilience for particular climatic conditions and facilitate breeding for plant adaptation to a wider range of climatic conditions in the current scenario of climate change. Frontiers Media S.A. 2018-09-19 /pmc/articles/PMC6156136/ /pubmed/30283476 http://dx.doi.org/10.3389/fpls.2018.01358 Text en Copyright © 2018 Rispail, Montilla-Bascón, Sánchez-Martín, Flores, Howarth, Langdon, Rubiales and Prats. 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
Rispail, Nicolas
Montilla-Bascón, Gracia
Sánchez-Martín, Javier
Flores, Fernando
Howarth, Catherine
Langdon, Tim
Rubiales, Diego
Prats, Elena
Multi-Environmental Trials Reveal Genetic Plasticity of Oat Agronomic Traits Associated With Climate Variable Changes
title Multi-Environmental Trials Reveal Genetic Plasticity of Oat Agronomic Traits Associated With Climate Variable Changes
title_full Multi-Environmental Trials Reveal Genetic Plasticity of Oat Agronomic Traits Associated With Climate Variable Changes
title_fullStr Multi-Environmental Trials Reveal Genetic Plasticity of Oat Agronomic Traits Associated With Climate Variable Changes
title_full_unstemmed Multi-Environmental Trials Reveal Genetic Plasticity of Oat Agronomic Traits Associated With Climate Variable Changes
title_short Multi-Environmental Trials Reveal Genetic Plasticity of Oat Agronomic Traits Associated With Climate Variable Changes
title_sort multi-environmental trials reveal genetic plasticity of oat agronomic traits associated with climate variable changes
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6156136/
https://www.ncbi.nlm.nih.gov/pubmed/30283476
http://dx.doi.org/10.3389/fpls.2018.01358
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