Genetics · 2006 · 212 citations · 22 references
Life SciencesBiologyGeneticsImmunogeneticsQuantitative GeneticsStatistical GeneticsComplex Trait GeneticsGene-environment InteractionGenotype-by-environment InteractionHeritabilityQuantitative Trait AnalysisRodent GeneticsGene-environment Interaction ModelingGenotype By Environment Interaction ModelingGenotype By Environment Interaction VarianceHeritability Of Complex TraitsHuman Disease ModelsInteraction EffectsMain EffectsPhysiological Covariates
Genotype–environment interaction is a major source of variation in mouse complex traits, yet its magnitude is poorly quantified. The authors estimated heritability for 88 complex traits—including disease models and various phenotypes—in 2,448 genetically heterogeneous mice. Environmental and physiological covariates interact with genetic background in many traits, with half of the interactions explaining over 20% of variance and nine exceeding 50%, indicating that gene–environment interactions are more frequent and larger than main effects and must be considered in mouse assays.
The interaction between genotype and environment is recognized as an important source of experimental variation when complex traits are measured in the mouse, but the magnitude of that interaction has not often been measured. From a study of 2448 genetically heterogeneous mice, we report the heritability of 88 complex traits that include models of human disease (asthma, type 2 diabetes mellitus, obesity, and anxiety) as well as immunological, biochemical, and hematological phenotypes. We show that environmental and physiological covariates are involved in an unexpectedly large number of significant interactions with genetic background. The 15 covariates we examined have a significant effect on behavioral and physiological tests, although they rarely explain >10% of the variation. We found that interaction effects are more frequent and larger than the main effects: half of the interactions explained >20% of the variance and in nine cases exceeded 50%. Our results indicate that assays of gene function using mouse models should take into account interactions between gene and environment.
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Mixed-Effects Models in S and S-PLUS
Technometrics · 2001 · 9.4K citations · Full text
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Life Sciences, Biology, Genetics +12
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