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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...
Autores principales: | , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2001
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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. |
format | Text |
id | pubmed-2705389 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2001 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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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