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Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed
BACKGROUND: Nitrogen use efficiency is an important breeding trait that can be modified to improve the sustainability of many crop species used in agriculture. Rapeseed is a major oil crop with low nitrogen use efficiency, making its production highly dependent on nitrogen input. This complex trait...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5024496/ https://www.ncbi.nlm.nih.gov/pubmed/27628849 http://dx.doi.org/10.1186/s12863-016-0432-z |
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author | Bouchet, Anne-Sophie Laperche, Anne Bissuel-Belaygue, Christine Baron, Cécile Morice, Jérôme Rousseau-Gueutin, Mathieu Dheu, Jean-Eric George, Pierre Pinochet, Xavier Foubert, Thomas Maes, Olivier Dugué, Damien Guinot, Florent Nesi, Nathalie |
author_facet | Bouchet, Anne-Sophie Laperche, Anne Bissuel-Belaygue, Christine Baron, Cécile Morice, Jérôme Rousseau-Gueutin, Mathieu Dheu, Jean-Eric George, Pierre Pinochet, Xavier Foubert, Thomas Maes, Olivier Dugué, Damien Guinot, Florent Nesi, Nathalie |
author_sort | Bouchet, Anne-Sophie |
collection | PubMed |
description | BACKGROUND: Nitrogen use efficiency is an important breeding trait that can be modified to improve the sustainability of many crop species used in agriculture. Rapeseed is a major oil crop with low nitrogen use efficiency, making its production highly dependent on nitrogen input. This complex trait is suspected to be sensitive to genotype × environment interactions, especially genotype × nitrogen interactions. Therefore, phenotyping diverse rapeseed populations under a dense network of trials is a powerful approach to study nitrogen use efficiency in this crop. The present study aimed to determine the quantitative trait loci (QTL) associated with yield in winter oilseed rape and to assess the stability of these regions under contrasting nitrogen conditions for the purpose of increasing nitrogen use efficiency. RESULTS: Genome-wide association studies and linkage analyses were performed on two diversity sets and two doubled-haploid populations. These populations were densely genotyped, and yield-related traits were scored in a multi-environment design including seven French locations, six growing seasons (2009 to 2014) and two nitrogen nutrition levels (optimal versus limited). Very few genotype × nitrogen interactions were detected, and a large proportion of the QTL were stable across nitrogen nutrition conditions. In contrast, strong genotype × trial interactions in which most of the QTL were specific to a single trial were found. To obtain further insight into the QTL × environment interactions, genetic analyses of ecovalence were performed to identify the genomic regions contributing to the genotype × nitrogen and genotype × trial interactions. Fifty-one critical genomic regions contributing to the additive genetic control of yield-associated traits were identified, and the structural organization of these regions in the genome was investigated. CONCLUSIONS: Our results demonstrated that the effect of the trial was greater than the effect of nitrogen nutrition levels on seed yield-related traits under our experimental conditions. Nevertheless, critical genomic regions associated with yield that were stable across environments were identified in rapeseed. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12863-016-0432-z) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5024496 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-50244962016-09-20 Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed Bouchet, Anne-Sophie Laperche, Anne Bissuel-Belaygue, Christine Baron, Cécile Morice, Jérôme Rousseau-Gueutin, Mathieu Dheu, Jean-Eric George, Pierre Pinochet, Xavier Foubert, Thomas Maes, Olivier Dugué, Damien Guinot, Florent Nesi, Nathalie BMC Genet Research Article BACKGROUND: Nitrogen use efficiency is an important breeding trait that can be modified to improve the sustainability of many crop species used in agriculture. Rapeseed is a major oil crop with low nitrogen use efficiency, making its production highly dependent on nitrogen input. This complex trait is suspected to be sensitive to genotype × environment interactions, especially genotype × nitrogen interactions. Therefore, phenotyping diverse rapeseed populations under a dense network of trials is a powerful approach to study nitrogen use efficiency in this crop. The present study aimed to determine the quantitative trait loci (QTL) associated with yield in winter oilseed rape and to assess the stability of these regions under contrasting nitrogen conditions for the purpose of increasing nitrogen use efficiency. RESULTS: Genome-wide association studies and linkage analyses were performed on two diversity sets and two doubled-haploid populations. These populations were densely genotyped, and yield-related traits were scored in a multi-environment design including seven French locations, six growing seasons (2009 to 2014) and two nitrogen nutrition levels (optimal versus limited). Very few genotype × nitrogen interactions were detected, and a large proportion of the QTL were stable across nitrogen nutrition conditions. In contrast, strong genotype × trial interactions in which most of the QTL were specific to a single trial were found. To obtain further insight into the QTL × environment interactions, genetic analyses of ecovalence were performed to identify the genomic regions contributing to the genotype × nitrogen and genotype × trial interactions. Fifty-one critical genomic regions contributing to the additive genetic control of yield-associated traits were identified, and the structural organization of these regions in the genome was investigated. CONCLUSIONS: Our results demonstrated that the effect of the trial was greater than the effect of nitrogen nutrition levels on seed yield-related traits under our experimental conditions. Nevertheless, critical genomic regions associated with yield that were stable across environments were identified in rapeseed. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12863-016-0432-z) contains supplementary material, which is available to authorized users. BioMed Central 2016-09-15 /pmc/articles/PMC5024496/ /pubmed/27628849 http://dx.doi.org/10.1186/s12863-016-0432-z Text en © The Author(s). 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Bouchet, Anne-Sophie Laperche, Anne Bissuel-Belaygue, Christine Baron, Cécile Morice, Jérôme Rousseau-Gueutin, Mathieu Dheu, Jean-Eric George, Pierre Pinochet, Xavier Foubert, Thomas Maes, Olivier Dugué, Damien Guinot, Florent Nesi, Nathalie Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed |
title | Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed |
title_full | Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed |
title_fullStr | Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed |
title_full_unstemmed | Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed |
title_short | Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed |
title_sort | genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5024496/ https://www.ncbi.nlm.nih.gov/pubmed/27628849 http://dx.doi.org/10.1186/s12863-016-0432-z |
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