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Methods for the detection of multiple linked QTL applied to a mixture of full and half sib families

A new multiple trait strategy based on discriminant analysis was studied for efficient detection of linked QTL in outbred sib families, in comparison with a multivariate likelihood technique. The discriminant analysis technique describes the segregation of a linear combination of the traits in a uni...

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Detalles Bibliográficos
Autores principales: Gilbert, Hélène, Le Roy, Pascale
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2682834/
https://www.ncbi.nlm.nih.gov/pubmed/17306198
http://dx.doi.org/10.1186/1297-9686-39-2-139
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author Gilbert, Hélène
Le Roy, Pascale
author_facet Gilbert, Hélène
Le Roy, Pascale
author_sort Gilbert, Hélène
collection PubMed
description A new multiple trait strategy based on discriminant analysis was studied for efficient detection of linked QTL in outbred sib families, in comparison with a multivariate likelihood technique. The discriminant analysis technique describes the segregation of a linear combination of the traits in a univariate likelihood. This combination is calculated for each pair of positions depending on the inheritance of the pairs of QTL haplotypes in the progeny. The gains in power and accuracy for position estimations of multiple trait methods in grid searches were evaluated in reference to single trait detections of linked QTL. The methods were applied to simulated designs with two correlated traits submitted to various effects from the linked QTL. Multiple trait strategies were generally more powerful and accurate than the single trait technique. Linked QTL were distinguished when they were separated enough to identify informative recombinations: at least two genetic markers and 25 cM between the QTL under the simulated conditions. Except in a particular case, discriminant analysis was at least as powerful as the multivariate technique and its implementation was five times faster. Combining the advantages from both methodologies, we finally propose a complete strategy for rapid and efficient systematic multivariate detections in outbred populations.
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spelling pubmed-26828342009-05-16 Methods for the detection of multiple linked QTL applied to a mixture of full and half sib families Gilbert, Hélène Le Roy, Pascale Genet Sel Evol Research A new multiple trait strategy based on discriminant analysis was studied for efficient detection of linked QTL in outbred sib families, in comparison with a multivariate likelihood technique. The discriminant analysis technique describes the segregation of a linear combination of the traits in a univariate likelihood. This combination is calculated for each pair of positions depending on the inheritance of the pairs of QTL haplotypes in the progeny. The gains in power and accuracy for position estimations of multiple trait methods in grid searches were evaluated in reference to single trait detections of linked QTL. The methods were applied to simulated designs with two correlated traits submitted to various effects from the linked QTL. Multiple trait strategies were generally more powerful and accurate than the single trait technique. Linked QTL were distinguished when they were separated enough to identify informative recombinations: at least two genetic markers and 25 cM between the QTL under the simulated conditions. Except in a particular case, discriminant analysis was at least as powerful as the multivariate technique and its implementation was five times faster. Combining the advantages from both methodologies, we finally propose a complete strategy for rapid and efficient systematic multivariate detections in outbred populations. BioMed Central 2007-02-17 /pmc/articles/PMC2682834/ /pubmed/17306198 http://dx.doi.org/10.1186/1297-9686-39-2-139 Text en Copyright © 2007 INRA, EDP Sciences
spellingShingle Research
Gilbert, Hélène
Le Roy, Pascale
Methods for the detection of multiple linked QTL applied to a mixture of full and half sib families
title Methods for the detection of multiple linked QTL applied to a mixture of full and half sib families
title_full Methods for the detection of multiple linked QTL applied to a mixture of full and half sib families
title_fullStr Methods for the detection of multiple linked QTL applied to a mixture of full and half sib families
title_full_unstemmed Methods for the detection of multiple linked QTL applied to a mixture of full and half sib families
title_short Methods for the detection of multiple linked QTL applied to a mixture of full and half sib families
title_sort methods for the detection of multiple linked qtl applied to a mixture of full and half sib families
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2682834/
https://www.ncbi.nlm.nih.gov/pubmed/17306198
http://dx.doi.org/10.1186/1297-9686-39-2-139
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