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Estimating genetic parameters in natural populations using the ‘animal model’

Loeske E. B. Kruuk

Abstract

Estimating the genetic basis of quantitative traits can be tricky for wild populations in natural environments, as environmental variation frequently obscures the underlying evolutionary patterns. I review the recent application of restricted maximum-likelihood "animal models" to multigenerational data from natural populations, and show how the estimation of variance components and prediction of breeding values using these methods offer a powerful means of tackling the potentially confounding effects of environmental variation, as well as generating a wealth of new areas of investigation.

Genetic and phenotypic traits in livestockWildlife Ecology and ConservationGenetic diversity and population structureVariation (astronomy)BiologyEstimationVariance (accounting)Genetic variationConfoundingNatural (archaeology)Quantitative geneticsEcologyStatistics

MeSH terms

Analysis of VarianceAnimalsEnvironmentBiological EvolutionGenetics, PopulationModels, BiologicalPedigreePhenotypeReproductionMultivariate AnalysisLikelihood FunctionsQuantitative Trait, Heritable
Citations
1,189
FWCI
20.20
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167
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References
Mixed-Effects Models in S and S-PLUS
Technometrics · 2001 · 9,355 citations
Early development and fitness in birds and mammals
Trends in Ecology & Evolution · 1999 · 1,674 citations
Approximate Inference in Generalized Linear Mixed Models
Journal of the American Statistical Association · 1993 · 4,169 citations
The Strength of Phenotypic Selection in Natural Populations
The American Naturalist · 2001 · 1,884 citations
Red Deer. Behavior and Ecology of Two Sexes
Journal of Animal Ecology · 1983 · 2,478 citations
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