Increased genomic prediction accuracy in wheat breeding using a large Australian panel
Identifieur interne : 000997 ( Main/Exploration ); précédent : 000996; suivant : 000998Increased genomic prediction accuracy in wheat breeding using a large Australian panel
Auteurs : Adam Norman ; Julian Taylor ; Emi Tanaka [Australie] ; Paul Telfer ; James Edwards ; Jean-Pierre Martinant [France] ; Haydn KuchelSource :
- TAG. Theoretical and Applied Genetics. Theoretische Und Angewandte Genetik [ 0040-5752 ] ; 2017.
Descripteurs français
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English descriptors
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- MESH :
Abstract
In recent years, genomic selection for wheat breeding has been widely studied, but this has typically been restricted to population sizes under 1000 individuals. To assess its efficacy in germplasm representative of commercial breeding programmes, we used a panel of 10,375 Australian wheat breeding lines to investigate the accuracy of genomic prediction for grain yield, physical grain quality and other physiological traits. To achieve this, the complete panel was phenotyped in a dedicated field trial and genotyped using a custom AxiomTM Affymetrix SNP array. A high-quality consensus map was also constructed, allowing the linkage disequilibrium present in the germplasm to be investigated. Using the complete SNP array, genomic prediction accuracies were found to be substantially higher than those previously observed in smaller populations and also more accurate compared to prediction approaches using a finite number of selected quantitative trait loci. Multi-trait genetic correlations were also assessed at an additive and residual genetic level, identifying a negative genetic correlation between grain yield and protein as well as a positive genetic correlation between grain size and test weight.
The online version of this article (doi:10.1007/s00122-017-2975-4) contains supplementary material, which is available to authorized users.
Url:
DOI: 10.1007/s00122-017-2975-4
PubMed: 28887586
PubMed Central: 5668360
Affiliations:
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Theoretical and Applied Genetics. Theoretische Und Angewandte Genetik</title><idno type="ISSN">0040-5752</idno><idno type="eISSN">1432-2242</idno><imprint><date when="2017">2017</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Australia</term><term>Chromosome Mapping</term><term>Genomics</term><term>Genotype</term><term>Linear Models</term><term>Linkage Disequilibrium</term><term>Models, Genetic</term><term>Phenotype</term><term>Plant Breeding</term><term>Polymorphism, Single Nucleotide</term><term>Quantitative Trait Loci</term><term>Triticum (genetics)</term></keywords><keywords scheme="KwdFr" xml:lang="fr"><term>Amélioration des plantes</term><term>Australie</term><term>Cartographie chromosomique</term><term>Déséquilibre de liaison</term><term>Génomique</term><term>Génotype</term><term>Locus de caractère quantitatif</term><term>Modèles génétiques</term><term>Modèles linéaires</term><term>Phénotype</term><term>Polymorphisme de nucléotide simple</term><term>Triticum (génétique)</term></keywords><keywords scheme="MESH" qualifier="genetics" xml:lang="en"><term>Triticum</term></keywords><keywords scheme="MESH" qualifier="génétique" xml:lang="fr"><term>Triticum</term></keywords><keywords scheme="MESH" xml:lang="en"><term>Australia</term><term>Chromosome Mapping</term><term>Genomics</term><term>Genotype</term><term>Linear Models</term><term>Linkage Disequilibrium</term><term>Models, Genetic</term><term>Phenotype</term><term>Plant Breeding</term><term>Polymorphism, Single Nucleotide</term><term>Quantitative Trait Loci</term></keywords><keywords scheme="MESH" xml:lang="fr"><term>Amélioration des plantes</term><term>Australie</term><term>Cartographie chromosomique</term><term>Déséquilibre de liaison</term><term>Génomique</term><term>Génotype</term><term>Locus de caractère quantitatif</term><term>Modèles génétiques</term><term>Modèles linéaires</term><term>Phénotype</term><term>Polymorphisme de nucléotide simple</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en"><sec><title><bold>Key message</bold></title><p id="Par1"><bold>Genomic prediction accuracy within a large panel was found to be substantially higher than that previously observed in smaller populations, and also higher than QTL-based prediction.</bold></p></sec><sec><title>Abstract</title><p id="Par2">In recent years, genomic selection for wheat breeding has been widely studied, but this has typically been restricted to population sizes under 1000 individuals. To assess its efficacy in germplasm representative of commercial breeding programmes, we used a panel of 10,375 Australian wheat breeding lines to investigate the accuracy of genomic prediction for grain yield, physical grain quality and other physiological traits. To achieve this, the complete panel was phenotyped in a dedicated field trial and genotyped using a custom Axiom<sup>TM</sup> Affymetrix SNP array. A high-quality consensus map was also constructed, allowing the linkage disequilibrium present in the germplasm to be investigated. Using the complete SNP array, genomic prediction accuracies were found to be substantially higher than those previously observed in smaller populations and also more accurate compared to prediction approaches using a finite number of selected quantitative trait loci. Multi-trait genetic correlations were also assessed at an additive and residual genetic level, identifying a negative genetic correlation between grain yield and protein as well as a positive genetic correlation between grain size and test weight.</p></sec><sec><title>Electronic supplementary material</title><p>The online version of this article (doi:10.1007/s00122-017-2975-4) contains supplementary material, which is available to authorized users.</p></sec></div></front><back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Battenfield, S" uniqKey="Battenfield S">S Battenfield</name></author><author><name sortKey="Guzman, C" uniqKey="Guzman C">C Guzmán</name></author><author><name sortKey="Gaynor, R" uniqKey="Gaynor R">R Gaynor</name></author><author><name sortKey="Singh, R" uniqKey="Singh R">R Singh</name></author><author><name sortKey="Pe A, R" uniqKey="Pe A R">R Peña</name></author><author><name sortKey="Dreisigacker, S" uniqKey="Dreisigacker S">S 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sortKey="Bradbury, P" uniqKey="Bradbury P">P Bradbury</name></author><author><name sortKey="Yu, J" uniqKey="Yu J">J Yu</name></author><author><name sortKey="Arnett, D" uniqKey="Arnett D">D Arnett</name></author><author><name sortKey="Ordovas, J" uniqKey="Ordovas J">J Ordovas</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Zhao, H" uniqKey="Zhao H">H Zhao</name></author><author><name sortKey="Nettleton, D" uniqKey="Nettleton D">D Nettleton</name></author><author><name sortKey="Soller, M" uniqKey="Soller M">M Soller</name></author><author><name sortKey="Dekkers, J" uniqKey="Dekkers J">J Dekkers</name></author></analytic></biblStruct></listBibl></div1></back></TEI><affiliations><list><country><li>Australie</li><li>France</li></country><region><li>Nouvelle-Galles du Sud</li></region></list><tree><noCountry><name sortKey="Edwards, James" sort="Edwards, James" uniqKey="Edwards J" first="James" last="Edwards">James Edwards</name><name sortKey="Kuchel, Haydn" sort="Kuchel, Haydn" uniqKey="Kuchel H" first="Haydn" last="Kuchel">Haydn Kuchel</name><name sortKey="Norman, Adam" sort="Norman, Adam" uniqKey="Norman A" first="Adam" last="Norman">Adam Norman</name><name sortKey="Taylor, Julian" sort="Taylor, Julian" uniqKey="Taylor J" first="Julian" last="Taylor">Julian Taylor</name><name sortKey="Telfer, Paul" sort="Telfer, Paul" uniqKey="Telfer P" first="Paul" last="Telfer">Paul Telfer</name></noCountry><country name="Australie"><region name="Nouvelle-Galles du Sud"><name sortKey="Tanaka, Emi" sort="Tanaka, Emi" uniqKey="Tanaka E" first="Emi" last="Tanaka">Emi Tanaka</name></region></country><country name="France"><noRegion><name sortKey="Martinant, Jean Pierre" sort="Martinant, Jean Pierre" uniqKey="Martinant J" first="Jean-Pierre" last="Martinant">Jean-Pierre Martinant</name></noRegion></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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