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To concentrate on introducing their global breeding software, I had to give up the learning centre work.
When, in 1994, the company decided to set up a learning centre and at the same time to introduce new breeding software across all crops, I approached the personnel manager and was able to create a new role for myself, facilitating both projects.
Without a formulation using partial relationship matrices, it would be difficult to estimate parameters in this model using standard animal breeding software.
All these models for three-way crossbreeding can be formulated using Kronecker matrix products and therefore fitted using Henderson's mixed model equations and standard animal breeding software.
As indicated above, an essential part of the model is the specification of relationships such that the model can be fitted by using standard animal breeding software.
Thus, using partial relationship matrices provides a formulation of the model in Eq. (2) using Kronecker products, such that parameters can be estimated and breeding values predicted using standard animal breeding software.
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The association of marker effects with the response variable by GBLUP is relatively simple, since GBLUP is implemented in common breeding value estimation software.
Whether that legacy will ultimately be seen as the good breeding of industrial strength software or vestigial code from an earlier era remains to be seen.
Genomic BLUP has some advantages over genome-wide predictions of breeding values using specialty software such as GS3, developed by Legarra and Misztal (2008).
Genetic diversity was evaluated by calculating the polymorphism information content (P I C = 1 − ∑ i n p i 2, where p i is the frequency of the i-th allele [ 40]) for the number of alleles across and within breeding programs using PowerMarker software [ 41].
Two statistical models, pedigree-based (PED) and IBD-GS, were applied to all datasets and scenarios to estimate BLUP (Best Linear Unbiased Prediction) breeding values with the DMU software package [ 9].
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