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
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.