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

Citation
G. Abdel-azim et Ae. Freeman, A rapid method for computing the inverse of the gametic covariance matrix between relatives for a marked Quantitative Trait Locus, GEN SEL EVO, 33(2), 2001, pp. 153-173
Citations number
14
Categorie Soggetti
Animal Sciences
Journal title
GENETICS SELECTION EVOLUTION
ISSN journal
0999193X → ACNP
Volume
33
Issue
2
Year of publication
2001
Pages
153 - 173
Database
ISI
SICI code
0999-193X(200103/04)33:2<153:ARMFCT>2.0.ZU;2-P
Abstract
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 coeff icients by having to compute only few elements of G. Numerical techniques f or determining, storing, and computing the required elements of G and the n onzero 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 algori thm 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 demon strate that the inverse can be efficiently built using the present techniqu es for very large and inbred populations.