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A rapid method for computing the inverse of the gametic covariance matrix between relatives for a marked Quantitative Trait Locus

The inverse of the gametic covariance matrix between relatives, G(-1), for a marked quantitative trait locus (QTL) is required in best linear unbiased prediction (BLUP) of breeding values if marker data are available on a QTL. A rapid method for computing the inverse of a gametic relationship matrix...

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Detalles Bibliográficos
Autores principales: Abdel-Azim, Gamal, Freeman, Albert E
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2001
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2705389/
https://www.ncbi.nlm.nih.gov/pubmed/11333832
http://dx.doi.org/10.1186/1297-9686-33-2-153
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author Abdel-Azim, Gamal
Freeman, Albert E
author_facet Abdel-Azim, Gamal
Freeman, Albert E
author_sort Abdel-Azim, Gamal
collection PubMed
description The inverse of the gametic covariance matrix between relatives, G(-1), for a marked quantitative trait locus (QTL) is required in best linear unbiased prediction (BLUP) of breeding values if marker data are available on a QTL. A rapid method for computing the inverse of a gametic relationship matrix for a marked QTL without building G itself is presented. The algorithm is particularly useful due to the approach taken in computing inbreeding coefficients by having to compute only few elements of G. Numerical techniques for determining, storing, and computing the required elements of G and the nonzero elements of the inverse are discussed. We show that the subset of G required for computing the inbreeding coefficients and hence the inverse is a tiny proportion of the whole matrix and can be easily stored in computer memory using sparse matrix storage techniques. We also introduce an algorithm to determine the maximum set of nonzero elements that can be found in G(-1 )and a strategy to efficiently store and access them. Finally, we demonstrate that the inverse can be efficiently built using the present techniques for very large and inbred populations.
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spelling pubmed-27053892009-07-03 A rapid method for computing the inverse of the gametic covariance matrix between relatives for a marked Quantitative Trait Locus Abdel-Azim, Gamal Freeman, Albert E Genet Sel Evol Research The inverse of the gametic covariance matrix between relatives, G(-1), for a marked quantitative trait locus (QTL) is required in best linear unbiased prediction (BLUP) of breeding values if marker data are available on a QTL. A rapid method for computing the inverse of a gametic relationship matrix for a marked QTL without building G itself is presented. The algorithm is particularly useful due to the approach taken in computing inbreeding coefficients by having to compute only few elements of G. Numerical techniques for determining, storing, and computing the required elements of G and the nonzero elements of the inverse are discussed. We show that the subset of G required for computing the inbreeding coefficients and hence the inverse is a tiny proportion of the whole matrix and can be easily stored in computer memory using sparse matrix storage techniques. We also introduce an algorithm to determine the maximum set of nonzero elements that can be found in G(-1 )and a strategy to efficiently store and access them. Finally, we demonstrate that the inverse can be efficiently built using the present techniques for very large and inbred populations. BioMed Central 2001-03-15 /pmc/articles/PMC2705389/ /pubmed/11333832 http://dx.doi.org/10.1186/1297-9686-33-2-153 Text en Copyright © 2001 INRA, EDP Sciences
spellingShingle Research
Abdel-Azim, Gamal
Freeman, Albert E
A rapid method for computing the inverse of the gametic covariance matrix between relatives for a marked Quantitative Trait Locus
title A rapid method for computing the inverse of the gametic covariance matrix between relatives for a marked Quantitative Trait Locus
title_full A rapid method for computing the inverse of the gametic covariance matrix between relatives for a marked Quantitative Trait Locus
title_fullStr A rapid method for computing the inverse of the gametic covariance matrix between relatives for a marked Quantitative Trait Locus
title_full_unstemmed A rapid method for computing the inverse of the gametic covariance matrix between relatives for a marked Quantitative Trait Locus
title_short A rapid method for computing the inverse of the gametic covariance matrix between relatives for a marked Quantitative Trait Locus
title_sort rapid method for computing the inverse of the gametic covariance matrix between relatives for a marked quantitative trait locus
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2705389/
https://www.ncbi.nlm.nih.gov/pubmed/11333832
http://dx.doi.org/10.1186/1297-9686-33-2-153
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