Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed
Identifieur interne : 000049 ( Pmc/Curation ); précédent : 000048; suivant : 000050Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed
Auteurs : Anne-Sophie Bouchet [France] ; Anne Laperche [France] ; Christine Bissuel-Belaygue [France] ; Cécile Baron [France] ; Jérôme Morice [France] ; Mathieu Rousseau-Gueutin [France] ; Jean-Eric Dheu [France] ; Pierre George [France] ; Xavier Pinochet [France] ; Thomas Foubert [France] ; Olivier Maes [France] ; Damien Dugué [France] ; Florent Guinot [France] ; Nathalie Nesi [France]Source :
- BMC Genetics [ 1471-2156 ] ; 2016.
Abstract
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.
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.
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.
The online version of this article (doi:10.1186/s12863-016-0432-z) contains supplementary material, which is available to authorized users.
Url:
DOI: 10.1186/s12863-016-0432-z
PubMed: 27628849
PubMed Central: 5024496
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<series><title level="j">BMC Genetics</title>
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<front><div type="abstract" xml:lang="en"><sec><title>Background</title>
<p>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.</p>
</sec>
<sec><title>Results</title>
<p>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.</p>
</sec>
<sec><title>Conclusions</title>
<p>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.</p>
</sec>
<sec><title>Electronic supplementary material</title>
<p>The online version of this article (doi:10.1186/s12863-016-0432-z) contains supplementary material, which is available to authorized users.</p>
</sec>
</div>
</front>
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</TEI>
<pmc article-type="research-article"><pmc-dir>properties open_access</pmc-dir>
<front><journal-meta><journal-id journal-id-type="nlm-ta">BMC Genet</journal-id>
<journal-id journal-id-type="iso-abbrev">BMC Genet</journal-id>
<journal-title-group><journal-title>BMC Genetics</journal-title>
</journal-title-group>
<issn pub-type="epub">1471-2156</issn>
<publisher><publisher-name>BioMed Central</publisher-name>
<publisher-loc>London</publisher-loc>
</publisher>
</journal-meta>
<article-meta><article-id pub-id-type="pmid">27628849</article-id>
<article-id pub-id-type="pmc">5024496</article-id>
<article-id pub-id-type="publisher-id">432</article-id>
<article-id pub-id-type="doi">10.1186/s12863-016-0432-z</article-id>
<article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject>
</subj-group>
</article-categories>
<title-group><article-title>Genetic basis of nitrogen use efficiency and yield stability across environments in winter rapeseed</article-title>
</title-group>
<contrib-group><contrib contrib-type="author"><name><surname>Bouchet</surname>
<given-names>Anne-Sophie</given-names>
</name>
<address><email>asophie.bouchet@gmail.com</email>
</address>
<xref ref-type="aff" rid="Aff1">1</xref>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Laperche</surname>
<given-names>Anne</given-names>
</name>
<address><email>anne.laperche@agrocampus-ouest.fr</email>
</address>
<xref ref-type="aff" rid="Aff2">2</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Bissuel-Belaygue</surname>
<given-names>Christine</given-names>
</name>
<address><email>christine.bissuel@agrocampus-ouest.fr</email>
</address>
<xref ref-type="aff" rid="Aff2">2</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Baron</surname>
<given-names>Cécile</given-names>
</name>
<address><email>cecile.baron@inra.fr</email>
</address>
<xref ref-type="aff" rid="Aff1">1</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Morice</surname>
<given-names>Jérôme</given-names>
</name>
<address><email>jerome.morice@inra.fr</email>
</address>
<xref ref-type="aff" rid="Aff1">1</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Rousseau-Gueutin</surname>
<given-names>Mathieu</given-names>
</name>
<address><email>mathieu.rousseau-gueutin@inra.fr</email>
</address>
<xref ref-type="aff" rid="Aff1">1</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Dheu</surname>
<given-names>Jean-Eric</given-names>
</name>
<address><email>jeaneric.dheu@limagrain.com</email>
</address>
<xref ref-type="aff" rid="Aff3">3</xref>
</contrib>
<contrib contrib-type="author"><name><surname>George</surname>
<given-names>Pierre</given-names>
</name>
<address><email>pierre.george@biogemma.com</email>
</address>
<xref ref-type="aff" rid="Aff4">4</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Pinochet</surname>
<given-names>Xavier</given-names>
</name>
<address><email>x.pinochet@terresinovia.fr</email>
</address>
<xref ref-type="aff" rid="Aff5">5</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Foubert</surname>
<given-names>Thomas</given-names>
</name>
<address><email>thomas.foubert@euralis.com</email>
</address>
<xref ref-type="aff" rid="Aff6">6</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Maes</surname>
<given-names>Olivier</given-names>
</name>
<address><email>MAES@maisadour.com</email>
</address>
<xref ref-type="aff" rid="Aff7">7</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Dugué</surname>
<given-names>Damien</given-names>
</name>
<address><email>ddugue@ragt.fr</email>
</address>
<xref ref-type="aff" rid="Aff8">8</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Guinot</surname>
<given-names>Florent</given-names>
</name>
<address><email>florent.guinot@syngenta.com</email>
</address>
<xref ref-type="aff" rid="Aff9">9</xref>
</contrib>
<contrib contrib-type="author"><name><surname>Nesi</surname>
<given-names>Nathalie</given-names>
</name>
<address><email>nathalie.nesi@inra.fr</email>
</address>
<xref ref-type="aff" rid="Aff1">1</xref>
</contrib>
<aff id="Aff1"><label>1</label>
INRA, UMR 1349 IGEPP, BP 35327, 35650 le Rheu, France</aff>
<aff id="Aff2"><label>2</label>
AGROCAMPUS OUEST, UMR 1349 IGEPP, BP 35327, 35650 le Rheu, France</aff>
<aff id="Aff3"><label>3</label>
Limagrain Europe, Ferme de l’Etang, 77390 Verneuil-l’Etang, France</aff>
<aff id="Aff4"><label>4</label>
Biogemma, Chemin de Panedautes, 31700 Mondonville, France</aff>
<aff id="Aff5"><label>5</label>
Terres Inovia, Avenue Lucien Brétignières, 78850 Thiverval Grignon, France</aff>
<aff id="Aff6"><label>6</label>
Euralis, Chemin de Panedautes, 31700 Mondonville, France</aff>
<aff id="Aff7"><label>7</label>
Maisadour Semences, Route de Saint Sever, BP27, 40001 Mont de Marsan Cedex, France</aff>
<aff id="Aff8"><label>8</label>
RAGT R2n, Rue Emile Singla, BP 3331, 12033 Rodez, France</aff>
<aff id="Aff9"><label>9</label>
Syngenta, Chemin de l’Hobit, 31790 Saint-Sauveur, France</aff>
</contrib-group>
<pub-date pub-type="epub"><day>15</day>
<month>9</month>
<year>2016</year>
</pub-date>
<pub-date pub-type="pmc-release"><day>15</day>
<month>9</month>
<year>2016</year>
</pub-date>
<pub-date pub-type="collection"><year>2016</year>
</pub-date>
<volume>17</volume>
<elocation-id>131</elocation-id>
<history><date date-type="received"><day>17</day>
<month>5</month>
<year>2016</year>
</date>
<date date-type="accepted"><day>24</day>
<month>8</month>
<year>2016</year>
</date>
</history>
<permissions><copyright-statement>© The Author(s). 2016</copyright-statement>
<license license-type="OpenAccess"><license-p><bold>Open Access</bold>
This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">http://creativecommons.org/licenses/by/4.0/</ext-link>
), 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 (<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/publicdomain/zero/1.0/">http://creativecommons.org/publicdomain/zero/1.0/</ext-link>
) applies to the data made available in this article, unless otherwise stated.</license-p>
</license>
</permissions>
<abstract id="Abs1"><sec><title>Background</title>
<p>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.</p>
</sec>
<sec><title>Results</title>
<p>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.</p>
</sec>
<sec><title>Conclusions</title>
<p>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.</p>
</sec>
<sec><title>Electronic supplementary material</title>
<p>The online version of this article (doi:10.1186/s12863-016-0432-z) contains supplementary material, which is available to authorized users.</p>
</sec>
</abstract>
<kwd-group xml:lang="en"><title>Keywords</title>
<kwd><italic>Brassica napus</italic>
L</kwd>
<kwd>Nitrogen stress</kwd>
<kwd>Genotype × nitrogen interactions</kwd>
<kwd>Ecovalence</kwd>
<kwd>Quantitative trait loci</kwd>
</kwd-group>
<custom-meta-group><custom-meta><meta-name>issue-copyright-statement</meta-name>
<meta-value>© The Author(s) 2015</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
</pmc>
</record>
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