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Comparison between estimation of breeding values and fixed effects using Bayesian and empirical BLUP estimation under selection on parents and missing pedigree information (Articolo in rivista)
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- Comparison between estimation of breeding values and fixed effects using Bayesian and empirical BLUP estimation under selection on parents and missing pedigree information (Articolo in rivista) (literal)
- Anno
- 2002-01-01T00:00:00+01:00 (literal)
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Schenkel F.S., Schaeffer L.R., Boettcher P.J. (2002)
Comparison between estimation of breeding values and fixed effects using Bayesian and empirical BLUP estimation under selection on parents and missing pedigree information
in Genetics selection evolution (Print)
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- Schenkel F.S., Schaeffer L.R., Boettcher P.J. (literal)
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- Titolo
- Comparison between estimation of breeding values and fixed effects using Bayesian and empirical BLUP estimation under selection on parents and missing pedigree information (literal)
- Abstract
- Bayesian (via Gibbs sampling) and empirical BLUP (EBLUP) estimation of
fixed effects and breeding values were compared by simulation.
Combinations of two simulation models (with or without effect of
contemporary group (CG)), three selection schemes (random, phenotypic and
BLUP selection), two levels of heritability (0.20 and 0.50) and two levels
of pedigree information (0% and 15% randomly missing) were considered.
Populations consisted of 450 animals spread over six discrete generations.
An infinitesimal additive genetic animal model was assumed while
simulating data. EBLUP and Bayesian estimates of CG effects and breeding
values were, in all situations, essentially the same with respect to
Spearman's rank correlation between true and estimated values. Bias and
mean square error (MSE) of EBLUP and Bayesian estimates of CG effects and
breeding values showed the same pattern over the range of simulated
scenarios. Methods were not biased by phenotypic and BLUP selection when
pedigree information was complete, albeit MSE of estimated breeding values
increased for situations where CG effects were present. Estimation of
breeding values by Bayesian and EBLUP was similarly affected by joint
effect of phenotypic or BLUP selection and randomly missing pedigree
information. For both methods, bias and MSE of estimated breeding values
and CG effects substantially increased across generations.
(literal)
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