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A method to approximate the inverse of a part of the additive relationship matrix
Author(s) -
Faux P.,
Gengler N.
Publication year - 2015
Publication title -
journal of animal breeding and genetics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.689
H-Index - 51
eISSN - 1439-0388
pISSN - 0931-2668
DOI - 10.1111/jbg.12128
Subject(s) - matrix (chemical analysis) , inverse , mathematics , chemistry , geometry , chromatography
Summary Single‐step genomic predictions need the inverse of the part of the additive relationship matrix between genotyped animals ( A 22 ). Gains in computing time are feasible with an algorithm that sets up the sparsity pattern of A 22 − 1( SP algorithm) using pedigree searches, when A 22 − 1is close to sparse. The objective of this study is to present a modification of the SP algorithm ( RSP algorithm) and to assess its use in approximating A 22 − 1when the actual A 22 − 1is dense. The RSP algorithm sets up a restricted sparsity pattern of A 22 − 1by limiting the pedigree search to a maximum number of searched branches. We have tested its use on four different simulated genotyped populations, from 10 000 to 75 000 genotyped animals. Accuracy of approximation is tested by replacing the actual A 22 − 1by its approximation in an equivalent mixed model including only genotyped animals. Results show that limiting the pedigree search to four branches is enough to provide accurate approximations of A 22 − 1 , which contain approximately 80% of zeros. Computing approximations is not expensive in time but may require a great amount of memory (at maximum, approximately 81 min and approximately 55 Gb of RAM for 75 000 genotyped animals using parallel processing on four threads).