TelematiV1, Main, Merge, bibRecord, 000239

Threshold Models for Genome-Enabled Prediction of Ordinal Categorical Traits in Plant Breeding

Identifieur interne : 000239 ( Main/Merge ); précédent : 000238; suivant : 000240

Threshold Models for Genome-Enabled Prediction of Ordinal Categorical Traits in Plant Breeding

Auteurs : Osval A. Montesinos-L Pez [Mexique] ; Abelardo Montesinos-L Pez [Mexique] ; Paulino Pérez-Rodríguez [Mexique] ; Gustavo De Los Campos [États-Unis] ; Kent Eskridge [États-Unis] ; José Crossa [Mexique]

Source :

G3: Genes|Genomes|Genetics [ 2160-1836 ] ; 2014.

RBID : PMC:4321037

Descripteurs français

KwdFr :
- Ascomycota, Génome végétal, Génotype, Maladies des plantes (génétique), Modèles génétiques, Phénotype, Polymorphisme de nucléotide simple, Résistance à la maladie (génétique), Sélection, Zea mays (génétique).
MESH :
- génétique : Maladies des plantes, Résistance à la maladie, Zea mays.
- Ascomycota, Génome végétal, Génotype, Modèles génétiques, Phénotype, Polymorphisme de nucléotide simple, Sélection.

English descriptors

KwdEn :
- Ascomycota, Breeding, Disease Resistance (genetics), Genome, Plant, Genotype, Models, Genetic, Phenotype, Plant Diseases (genetics), Polymorphism, Single Nucleotide, Zea mays (genetics).
MESH :
- genetics : Disease Resistance, Plant Diseases, Zea mays.
- Ascomycota, Breeding, Genome, Plant, Genotype, Models, Genetic, Phenotype, Polymorphism, Single Nucleotide.

Abstract

Categorical scores for disease susceptibility or resistance often are recorded in plant breeding. The aim of this study was to introduce genomic models for analyzing ordinal characters and to assess the predictive ability of genomic predictions for ordered categorical phenotypes using a threshold model counterpart of the Genomic Best Linear Unbiased Predictor (i.e., TGBLUP). The threshold model was used to relate a hypothetical underlying scale to the outward categorical response. We present an empirical application where a total of nine models, five without interaction and four with genomic × environment interaction (G×E) and genomic additive × additive × environment interaction (G×G×E), were used. We assessed the proposed models using data consisting of 278 maize lines genotyped with 46,347 single-nucleotide polymorphisms and evaluated for disease resistance [with ordinal scores from 1 (no disease) to 5 (complete infection)] in three environments (Colombia, Zimbabwe, and Mexico). Models with G×E captured a sizeable proportion of the total variability, which indicates the importance of introducing interaction to improve prediction accuracy. Relative to models based on main effects only, the models that included G×E achieved 9–14% gains in prediction accuracy; adding additive × additive interactions did not increase prediction accuracy consistently across locations.

Url:

http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4321037

DOI: 10.1534/g3.114.016188
PubMed: 25538102
PubMed Central: 4321037

Links to Exploration step

PMC:4321037

Le document en format XML

<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Threshold Models for Genome-Enabled Prediction of Ordinal Categorical Traits in Plant Breeding</title>
<author><name sortKey="Montesinos L Pez, Osval A" sort="Montesinos L Pez, Osval A" uniqKey="Montesinos L Pez O" first="Osval A." last="Montesinos-L Pez">Osval A. Montesinos-L Pez</name>
<affiliation wicri:level="1"><nlm:aff id="aff1">Facultad de Telemática, Universidad de Colima, Avenida Universidad 333, Colima, México</nlm:aff>
<country xml:lang="fr" wicri:curation="lc">Mexique</country>
<wicri:regionArea>Facultad de Telemática, Universidad de Colima, Avenida Universidad 333, Colima</wicri:regionArea>
<wicri:noRegion>Colima</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Montesinos L Pez, Abelardo" sort="Montesinos L Pez, Abelardo" uniqKey="Montesinos L Pez A" first="Abelardo" last="Montesinos-L Pez">Abelardo Montesinos-L Pez</name>
<affiliation wicri:level="1"><nlm:aff id="aff2">Departamento de Estadística, Centro de Investigación en Matemáticas (CIMAT), Guanajuato, Guanajuato, México</nlm:aff>
<country xml:lang="fr" wicri:curation="lc">Mexique</country>
<wicri:regionArea>Departamento de Estadística, Centro de Investigación en Matemáticas (CIMAT), Guanajuato, Guanajuato</wicri:regionArea>
<wicri:noRegion>Guanajuato</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Perez Rodriguez, Paulino" sort="Perez Rodriguez, Paulino" uniqKey="Perez Rodriguez P" first="Paulino" last="Pérez-Rodríguez">Paulino Pérez-Rodríguez</name>
<affiliation wicri:level="1"><nlm:aff id="aff3">Colegio de Postgraduados, Edo. de México, México</nlm:aff>
<country xml:lang="fr" wicri:curation="lc">Mexique</country>
<wicri:regionArea>Colegio de Postgraduados, Edo. de México</wicri:regionArea>
<wicri:noRegion>Edo. de México</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="De Los Campos, Gustavo" sort="De Los Campos, Gustavo" uniqKey="De Los Campos G" first="Gustavo" last="De Los Campos">Gustavo De Los Campos</name>
<affiliation wicri:level="2"><nlm:aff id="aff4">Department of Biostatistics, University of Alabama at Birmingham, 443, Birmingham, Alabama 35294</nlm:aff>
<country xml:lang="fr">États-Unis</country>
<placeName><region type="state">Alabama</region>
</placeName>
<wicri:cityArea>Department of Biostatistics, University of Alabama at Birmingham, 443, Birmingham</wicri:cityArea>
</affiliation>
</author>
<author><name sortKey="Eskridge, Kent" sort="Eskridge, Kent" uniqKey="Eskridge K" first="Kent" last="Eskridge">Kent Eskridge</name>
<affiliation wicri:level="2"><nlm:aff id="aff5">Department of Statistics, University of Nebraska, Lincoln, Nebraska</nlm:aff>
<country xml:lang="fr">États-Unis</country>
<placeName><region type="state">Nebraska</region>
</placeName>
<wicri:cityArea>Department of Statistics, University of Nebraska, Lincoln</wicri:cityArea>
</affiliation>
</author>
<author><name sortKey="Crossa, Jose" sort="Crossa, Jose" uniqKey="Crossa J" first="José" last="Crossa">José Crossa</name>
<affiliation wicri:level="1"><nlm:aff id="aff6">Biometrics and Statistics Unit, International Maize and Wheat Improvement Center (CIMMYT), México, D.F., México</nlm:aff>
<country xml:lang="fr" wicri:curation="lc">Mexique</country>
<wicri:regionArea>Biometrics and Statistics Unit, International Maize and Wheat Improvement Center (CIMMYT), México, D.F.</wicri:regionArea>
<wicri:noRegion>D.F.</wicri:noRegion>
</affiliation>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">PMC</idno>
<idno type="pmid">25538102</idno>
<idno type="pmc">4321037</idno>
<idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4321037</idno>
<idno type="RBID">PMC:4321037</idno>
<idno type="doi">10.1534/g3.114.016188</idno>
<date when="2014">2014</date>
<idno type="wicri:Area/Pmc/Corpus">000452</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Corpus" wicri:corpus="PMC">000452</idno>
<idno type="wicri:Area/Pmc/Curation">000452</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Curation">000452</idno>
<idno type="wicri:Area/Pmc/Checkpoint">000115</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Checkpoint">000115</idno>
<idno type="wicri:source">PubMed</idno>
<idno type="wicri:Area/PubMed/Corpus">000140</idno>
<idno type="wicri:explorRef" wicri:stream="PubMed" wicri:step="Corpus" wicri:corpus="PubMed">000140</idno>
<idno type="wicri:Area/PubMed/Curation">000140</idno>
<idno type="wicri:explorRef" wicri:stream="PubMed" wicri:step="Curation">000140</idno>
<idno type="wicri:Area/PubMed/Checkpoint">000140</idno>
<idno type="wicri:explorRef" wicri:stream="Checkpoint" wicri:step="PubMed">000140</idno>
<idno type="wicri:Area/Ncbi/Merge">000B05</idno>
<idno type="wicri:Area/Ncbi/Curation">000B05</idno>
<idno type="wicri:Area/Ncbi/Checkpoint">000B05</idno>
<idno type="wicri:Area/Main/Merge">000239</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">Threshold Models for Genome-Enabled Prediction of Ordinal Categorical Traits in Plant Breeding</title>
<author><name sortKey="Montesinos L Pez, Osval A" sort="Montesinos L Pez, Osval A" uniqKey="Montesinos L Pez O" first="Osval A." last="Montesinos-L Pez">Osval A. Montesinos-L Pez</name>
<affiliation wicri:level="1"><nlm:aff id="aff1">Facultad de Telemática, Universidad de Colima, Avenida Universidad 333, Colima, México</nlm:aff>
<country xml:lang="fr" wicri:curation="lc">Mexique</country>
<wicri:regionArea>Facultad de Telemática, Universidad de Colima, Avenida Universidad 333, Colima</wicri:regionArea>
<wicri:noRegion>Colima</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Montesinos L Pez, Abelardo" sort="Montesinos L Pez, Abelardo" uniqKey="Montesinos L Pez A" first="Abelardo" last="Montesinos-L Pez">Abelardo Montesinos-L Pez</name>
<affiliation wicri:level="1"><nlm:aff id="aff2">Departamento de Estadística, Centro de Investigación en Matemáticas (CIMAT), Guanajuato, Guanajuato, México</nlm:aff>
<country xml:lang="fr" wicri:curation="lc">Mexique</country>
<wicri:regionArea>Departamento de Estadística, Centro de Investigación en Matemáticas (CIMAT), Guanajuato, Guanajuato</wicri:regionArea>
<wicri:noRegion>Guanajuato</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="Perez Rodriguez, Paulino" sort="Perez Rodriguez, Paulino" uniqKey="Perez Rodriguez P" first="Paulino" last="Pérez-Rodríguez">Paulino Pérez-Rodríguez</name>
<affiliation wicri:level="1"><nlm:aff id="aff3">Colegio de Postgraduados, Edo. de México, México</nlm:aff>
<country xml:lang="fr" wicri:curation="lc">Mexique</country>
<wicri:regionArea>Colegio de Postgraduados, Edo. de México</wicri:regionArea>
<wicri:noRegion>Edo. de México</wicri:noRegion>
</affiliation>
</author>
<author><name sortKey="De Los Campos, Gustavo" sort="De Los Campos, Gustavo" uniqKey="De Los Campos G" first="Gustavo" last="De Los Campos">Gustavo De Los Campos</name>
<affiliation wicri:level="2"><nlm:aff id="aff4">Department of Biostatistics, University of Alabama at Birmingham, 443, Birmingham, Alabama 35294</nlm:aff>
<country xml:lang="fr">États-Unis</country>
<placeName><region type="state">Alabama</region>
</placeName>
<wicri:cityArea>Department of Biostatistics, University of Alabama at Birmingham, 443, Birmingham</wicri:cityArea>
</affiliation>
</author>
<author><name sortKey="Eskridge, Kent" sort="Eskridge, Kent" uniqKey="Eskridge K" first="Kent" last="Eskridge">Kent Eskridge</name>
<affiliation wicri:level="2"><nlm:aff id="aff5">Department of Statistics, University of Nebraska, Lincoln, Nebraska</nlm:aff>
<country xml:lang="fr">États-Unis</country>
<placeName><region type="state">Nebraska</region>
</placeName>
<wicri:cityArea>Department of Statistics, University of Nebraska, Lincoln</wicri:cityArea>
</affiliation>
</author>
<author><name sortKey="Crossa, Jose" sort="Crossa, Jose" uniqKey="Crossa J" first="José" last="Crossa">José Crossa</name>
<affiliation wicri:level="1"><nlm:aff id="aff6">Biometrics and Statistics Unit, International Maize and Wheat Improvement Center (CIMMYT), México, D.F., México</nlm:aff>
<country xml:lang="fr" wicri:curation="lc">Mexique</country>
<wicri:regionArea>Biometrics and Statistics Unit, International Maize and Wheat Improvement Center (CIMMYT), México, D.F.</wicri:regionArea>
<wicri:noRegion>D.F.</wicri:noRegion>
</affiliation>
</author>
</analytic>
<series><title level="j">G3: Genes|Genomes|Genetics</title>
<idno type="eISSN">2160-1836</idno>
<imprint><date when="2014">2014</date>
</imprint>
</series>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Ascomycota</term>
<term>Breeding</term>
<term>Disease Resistance (genetics)</term>
<term>Genome, Plant</term>
<term>Genotype</term>
<term>Models, Genetic</term>
<term>Phenotype</term>
<term>Plant Diseases (genetics)</term>
<term>Polymorphism, Single Nucleotide</term>
<term>Zea mays (genetics)</term>
</keywords>
<keywords scheme="KwdFr" xml:lang="fr"><term>Ascomycota</term>
<term>Génome végétal</term>
<term>Génotype</term>
<term>Maladies des plantes (génétique)</term>
<term>Modèles génétiques</term>
<term>Phénotype</term>
<term>Polymorphisme de nucléotide simple</term>
<term>Résistance à la maladie (génétique)</term>
<term>Sélection</term>
<term>Zea mays (génétique)</term>
</keywords>
<keywords scheme="MESH" qualifier="genetics" xml:lang="en"><term>Disease Resistance</term>
<term>Plant Diseases</term>
<term>Zea mays</term>
</keywords>
<keywords scheme="MESH" qualifier="génétique" xml:lang="fr"><term>Maladies des plantes</term>
<term>Résistance à la maladie</term>
<term>Zea mays</term>
</keywords>
<keywords scheme="MESH" xml:lang="en"><term>Ascomycota</term>
<term>Breeding</term>
<term>Genome, Plant</term>
<term>Genotype</term>
<term>Models, Genetic</term>
<term>Phenotype</term>
<term>Polymorphism, Single Nucleotide</term>
</keywords>
<keywords scheme="MESH" xml:lang="fr"><term>Ascomycota</term>
<term>Génome végétal</term>
<term>Génotype</term>
<term>Modèles génétiques</term>
<term>Phénotype</term>
<term>Polymorphisme de nucléotide simple</term>
<term>Sélection</term>
</keywords>
</textClass>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en"><p>Categorical scores for disease susceptibility or resistance often are recorded in plant breeding. The aim of this study was to introduce genomic models for analyzing ordinal characters and to assess the predictive ability of genomic predictions for ordered categorical phenotypes using a threshold model counterpart of the Genomic Best Linear Unbiased Predictor (<italic>i.e.</italic>
, TGBLUP). The threshold model was used to relate a hypothetical underlying scale to the outward categorical response. We present an empirical application where a total of nine models, five without interaction and four with genomic × environment interaction (G×E) and genomic additive × additive × environment interaction (G×G×E), were used. We assessed the proposed models using data consisting of 278 maize lines genotyped with 46,347 single-nucleotide polymorphisms and evaluated for disease resistance [with ordinal scores from 1 (no disease) to 5 (complete infection)] in three environments (Colombia, Zimbabwe, and Mexico). Models with G×E captured a sizeable proportion of the total variability, which indicates the importance of introducing interaction to improve prediction accuracy. Relative to models based on main effects only, the models that included G×E achieved 9–14% gains in prediction accuracy; adding additive × additive interactions did not increase prediction accuracy consistently across locations.</p>
</div>
</front>
<back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Atkinson, L" uniqKey="Atkinson L">L. Atkinson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Brier, G W" uniqKey="Brier G">G. W. Brier</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Burgue O, J" uniqKey="Burgue O J">J. Burgueño</name>
</author>
<author><name sortKey="De Los Campos, G" uniqKey="De Los Campos G">G. de los Campos</name>
</author>
<author><name sortKey="Weigel, K" uniqKey="Weigel K">K. Weigel</name>
</author>
<author><name sortKey="Crossa, J" uniqKey="Crossa J">J. Crossa</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Crossa, J" uniqKey="Crossa J">J. Crossa</name>
</author>
<author><name sortKey="De Los Campos, G" uniqKey="De Los Campos G">G. de los Campos</name>
</author>
<author><name sortKey="Perez Rodriguez, P" uniqKey="Perez Rodriguez P">P. Pérez-Rodríguez</name>
</author>
<author><name sortKey="Gianola, D" uniqKey="Gianola D">D. Gianola</name>
</author>
<author><name sortKey="Burgue O, J" uniqKey="Burgue O J">J. Burgueño</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Crossa, J" uniqKey="Crossa J">J. Crossa</name>
</author>
<author><name sortKey="Perez Rodriguez, P" uniqKey="Perez Rodriguez P">P. Pérez-Rodríguez</name>
</author>
<author><name sortKey="De Los Campos, G" uniqKey="De Los Campos G">G. de los Campos</name>
</author>
<author><name sortKey="Mahuku, G" uniqKey="Mahuku G">G. Mahuku</name>
</author>
<author><name sortKey="Dreisigacker, S" uniqKey="Dreisigacker S">S. Dreisigacker</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Crossa, J" uniqKey="Crossa J">J. Crossa</name>
</author>
<author><name sortKey="Beyene, Y" uniqKey="Beyene Y">Y. Beyene</name>
</author>
<author><name sortKey="Kassa, S" uniqKey="Kassa S">S. Kassa</name>
</author>
<author><name sortKey="Perez Rodriguez, P" uniqKey="Perez Rodriguez P">P. Pérez-Rodríguez</name>
</author>
<author><name sortKey="Hickey, J M" uniqKey="Hickey J">J. M. Hickey</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Crossa, J" uniqKey="Crossa J">J. Crossa</name>
</author>
<author><name sortKey="Perez Rodriguez, P" uniqKey="Perez Rodriguez P">P. Pérez-Rodríguez</name>
</author>
<author><name sortKey="Hickey, J" uniqKey="Hickey J">J. Hickey</name>
</author>
<author><name sortKey="Burgue O, J" uniqKey="Burgue O J">J. Burgueño</name>
</author>
<author><name sortKey="Ornella, L" uniqKey="Ornella L">L. Ornella</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="De Los Campos, G" uniqKey="De Los Campos G">G. de los Campos</name>
</author>
<author><name sortKey="Naya, H" uniqKey="Naya H">H. Naya</name>
</author>
<author><name sortKey="Gianola, D" uniqKey="Gianola D">D. Gianola</name>
</author>
<author><name sortKey="Crossa, J" uniqKey="Crossa J">J. Crossa</name>
</author>
<author><name sortKey="Legarra, A" uniqKey="Legarra A">A. Legarra</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="De Los Campos, G" uniqKey="De Los Campos G">G. de los Campos</name>
</author>
<author><name sortKey="Gianola, D" uniqKey="Gianola D">D. Gianola</name>
</author>
<author><name sortKey="Rosa, G J M" uniqKey="Rosa G">G. J. M. Rosa</name>
</author>
<author><name sortKey="Weigel, K" uniqKey="Weigel K">K. Weigel</name>
</author>
<author><name sortKey="Crossa, J" uniqKey="Crossa J">J. Crossa</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Garthwaite, P H" uniqKey="Garthwaite P">P. H. Garthwaite</name>
</author>
<author><name sortKey="Kadane, J B" uniqKey="Kadane J">J. B. Kadane</name>
</author>
<author><name sortKey="O Agan, A" uniqKey="O Agan A">A. O’Hagan</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gianola, D" uniqKey="Gianola D">D. Gianola</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gianola, D" uniqKey="Gianola D">D. Gianola</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gianola, D" uniqKey="Gianola D">D. Gianola</name>
</author>
<author><name sortKey="Foulley, J L" uniqKey="Foulley J">J. L. Foulley</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gonzalez Camacho, J M" uniqKey="Gonzalez Camacho J">J. M. González-Camacho</name>
</author>
<author><name sortKey="De Los Campos, G" uniqKey="De Los Campos G">G. de los Campos</name>
</author>
<author><name sortKey="Perez Rodriguez, P" uniqKey="Perez Rodriguez P">P. Pérez-Rodríguez</name>
</author>
<author><name sortKey="Gianola, D" uniqKey="Gianola D">D. Gianola</name>
</author>
<author><name sortKey="Cairns, J E" uniqKey="Cairns J">J. E. Cairns</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gonzalez Recio, O" uniqKey="Gonzalez Recio O">O. González-Recio</name>
</author>
<author><name sortKey="Forni, S" uniqKey="Forni S">S. Forni</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Heffner, E L" uniqKey="Heffner E">E. L. Heffner</name>
</author>
<author><name sortKey="Sorrells, M E" uniqKey="Sorrells M">M. E. Sorrells</name>
</author>
<author><name sortKey="Jannink, J L" uniqKey="Jannink J">J.-L. Jannink</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Heffner, E L" uniqKey="Heffner E">E. L. Heffner</name>
</author>
<author><name sortKey="Lorenz, A J" uniqKey="Lorenz A">A. J. Lorenz</name>
</author>
<author><name sortKey="Jannink, J L" uniqKey="Jannink J">J.-L. Jannink</name>
</author>
<author><name sortKey="Sorrells, M E" uniqKey="Sorrells M">M. E. Sorrells</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Heslot, N" uniqKey="Heslot N">N. Heslot</name>
</author>
<author><name sortKey="Yang, H P" uniqKey="Yang H">H.-P. Yang</name>
</author>
<author><name sortKey="Sorrells, M E" uniqKey="Sorrells M">M. E. Sorrells</name>
</author>
<author><name sortKey="Jannink, J L" uniqKey="Jannink J">J.-L. Jannink</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jarquin, D" uniqKey="Jarquin D">D. Jarquín</name>
</author>
<author><name sortKey="Crossa, J" uniqKey="Crossa J">J. Crossa</name>
</author>
<author><name sortKey="Lacaze, X" uniqKey="Lacaze X">X. Lacaze</name>
</author>
<author><name sortKey="Cheyron, P" uniqKey="Cheyron P">P. Cheyron</name>
</author>
<author><name sortKey="Daucourt, J" uniqKey="Daucourt J">J. Daucourt</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kizilkaya, K" uniqKey="Kizilkaya K">K. Kizilkaya</name>
</author>
<author><name sortKey="Tait, R G" uniqKey="Tait R">R. G. Tait</name>
</author>
<author><name sortKey="Garrick, D J" uniqKey="Garrick D">D. J. Garrick</name>
</author>
<author><name sortKey="Fernando, R L" uniqKey="Fernando R">R. L. Fernando</name>
</author>
<author><name sortKey="Reecy, J M" uniqKey="Reecy J">J. M. Reecy</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kneib, T" uniqKey="Kneib T">T. Kneib</name>
</author>
<author><name sortKey="Baumgartner, B" uniqKey="Baumgartner B">B. Baumgartner</name>
</author>
<author><name sortKey="Steiner, W J" uniqKey="Steiner W">W. J. Steiner</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Littell, R C" uniqKey="Littell R">R. C. Littell</name>
</author>
<author><name sortKey="Stroup, W" uniqKey="Stroup W">W. Stroup</name>
</author>
<author><name sortKey="Freund, R J" uniqKey="Freund R">R. J. Freund</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Meuwissen, T H E" uniqKey="Meuwissen T">T. H. E. Meuwissen</name>
</author>
<author><name sortKey="Hayes, B J" uniqKey="Hayes B">B. J. Hayes</name>
</author>
<author><name sortKey="Goddard, M E" uniqKey="Goddard M">M. E. Goddard</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Perez Rodriguez, P" uniqKey="Perez Rodriguez P">P. Pérez-Rodríguez</name>
</author>
<author><name sortKey="De Los Campos, G" uniqKey="De Los Campos G">G. de los Campos</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Perez Rodriguez, P" uniqKey="Perez Rodriguez P">P. Pérez-Rodríguez</name>
</author>
<author><name sortKey="De Los Campos, G" uniqKey="De Los Campos G">G. de los Campos</name>
</author>
<author><name sortKey="Crossa, J" uniqKey="Crossa J">J. Crossa</name>
</author>
<author><name sortKey="Gianola, D" uniqKey="Gianola D">D. Gianola</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Perez Rodriguez, P" uniqKey="Perez Rodriguez P">P. Pérez-Rodríguez</name>
</author>
<author><name sortKey="Gianola, D" uniqKey="Gianola D">D. Gianola</name>
</author>
<author><name sortKey="Gonzalez Camacho, J M" uniqKey="Gonzalez Camacho J">J. M. González-Camacho</name>
</author>
<author><name sortKey="Crossa, J" uniqKey="Crossa J">J. Crossa</name>
</author>
<author><name sortKey="Manes, Y" uniqKey="Manes Y">Y. Manes</name>
</author>
<author><name sortKey="Dreisigacker, S" uniqKey="Dreisigacker S">S. Dreisigacker,</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Sorensen, D A" uniqKey="Sorensen D">D. A. Sorensen</name>
</author>
<author><name sortKey="Andersen, S" uniqKey="Andersen S">S. Andersen</name>
</author>
<author><name sortKey="Gianola, D" uniqKey="Gianola D">D. Gianola</name>
</author>
<author><name sortKey="Korsgaard, I" uniqKey="Korsgaard I">I. Korsgaard</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Stroup, W" uniqKey="Stroup W">W. Stroup</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Villanueva, B" uniqKey="Villanueva B">B. Villanueva</name>
</author>
<author><name sortKey="Fernandez, J" uniqKey="Fernandez J">J. Fernandez</name>
</author>
<author><name sortKey="Garcia Cortes, L A" uniqKey="Garcia Cortes L">L. A. Garcia-Cortes</name>
</author>
<author><name sortKey="Varona, L" uniqKey="Varona L">L. Varona</name>
</author>
<author><name sortKey="Daetwyler, H D" uniqKey="Daetwyler H">H. D. Daetwyler</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Wang, C L" uniqKey="Wang C">C. L. Wang</name>
</author>
<author><name sortKey="Ding, X D" uniqKey="Ding X">X. D. Ding</name>
</author>
<author><name sortKey="Wang, J Y" uniqKey="Wang J">J. Y. Wang</name>
</author>
<author><name sortKey="Liu, J F" uniqKey="Liu J">J. F. Liu</name>
</author>
<author><name sortKey="Fu, W X" uniqKey="Fu W">W. X. Fu</name>
</author>
</analytic>
</biblStruct>
</listBibl>
</div1>
</back>
</TEI>
</record>

Pour manipuler ce document sous Unix (Dilib)

EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/TelematiV1/Data/Main/Merge

HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000239 | SxmlIndent | more

HfdSelect -h $EXPLOR_AREA/Data/Main/Merge/biblio.hfd -nk 000239 | SxmlIndent | more

Pour mettre un lien sur cette page dans le réseau Wicri

{{Explor lien
   |wiki=    Ticri/CIDE
   |area=    TelematiV1
   |flux=    Main
   |étape=   Merge
   |type=    RBID
   |clé=     PMC:4321037
   |texte=   Threshold Models for Genome-Enabled Prediction of Ordinal Categorical Traits in Plant Breeding
}}

Pour générer des pages wiki

HfdIndexSelect -h $EXPLOR_AREA/Data/Main/Merge/RBID.i   -Sk "pubmed:25538102" \
       | HfdSelect -Kh $EXPLOR_AREA/Data/Main/Merge/biblio.hfd   \
       | NlmPubMed2Wicri -a TelematiV1

This area was generated with Dilib version V0.6.31.
Data generation: Thu Nov 2 16:09:04 2017. Site generation: Sun Mar 10 16:42:28 2024

Serveur d'exploration sur la télématique

Threshold Models for Genome-Enabled Prediction of Ordinal Categorical Traits in Plant Breeding

Threshold Models for Genome-Enabled Prediction of Ordinal Categorical Traits in Plant Breeding

Source :

Descripteurs français

English descriptors

Abstract

Links toward previous steps (curation, corpus...)

Links to Exploration step

Le document en format XML

Pour manipuler ce document sous Unix (Dilib)

Pour mettre un lien sur cette page dans le réseau Wicri

Pour générer des pages wiki

	Serveur d'exploration sur la télématique
	Attention, ce site est en cours de développement ! Attention, site généré par des moyens informatiques à partir de corpus bruts. Les informations ne sont donc pas validées.