Evaluation of autoregressive covariance structures for test-day records of Holstein cows: estimates of parameters

The objective of this study was to compare test-day (TD) models with autoregressive covariance structures for the estimation of genetic and environmental components of variance for milk, fat and protein yields, and somatic cell score (SCS) in Holstein cows. Four models were compared: model I (CS mod...

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Published in:Journal of dairy science Vol. 88; no. 7; p. 2632
Main Authors: Sawalha, R M, Keown, J F, Kachman, S D, Van Vleck, L D
Format: Journal Article
Language:English
Published: United States 01-07-2005
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Abstract The objective of this study was to compare test-day (TD) models with autoregressive covariance structures for the estimation of genetic and environmental components of variance for milk, fat and protein yields, and somatic cell score (SCS) in Holstein cows. Four models were compared: model I (CS model) was a simple TD repeatability animal model with compound symmetry covariance structure for environmental effects, model II (ARpe model) and model III (ARe model) had first-order autoregressive covariance structures for TD permanent or residual environmental effects, respectively, and model IV (305-d model) was a simple animal model using 305-d records. Data were 106,472 first-lactation TD records of 12,071 Holstein cows calving from 1996 through 2001. Likelihood ratio tests indicated that ARpe and ARe models fit the data significantly better than the CS model. The ARe model resulted in slightly smaller estimates of genetic variance and heritability than did the CS model. Estimates of residual variance were always smaller with the CS model than with the ARe model with the autoregressive covariance structure among TD residual effects. Estimates of heritability with different TD models were in the range of 0.06 to 0.11. The 305-d model resulted in estimates of heritability in the range of 0.11 to 0.36. The autoregressive covariance structure among TD residual effects may help to prevent bias in heritability estimates for milk, fat and protein yields, and SCS.
AbstractList The objective of this study was to compare test-day (TD) models with autoregressive covariance structures for the estimation of genetic and environmental components of variance for milk, fat and protein yields, and somatic cell score (SCS) in Holstein cows. Four models were compared: model I (CS model) was a simple TD repeatability animal model with compound symmetry covariance structure for environmental effects, model II (ARpe model) and model III (ARe model) had first-order autoregressive covariance structures for TD permanent or residual environmental effects, respectively, and model IV (305-d model) was a simple animal model using 305-d records. Data were 106,472 first-lactation TD records of 12,071 Holstein cows calving from 1996 through 2001. Likelihood ratio tests indicated that ARpe and ARe models fit the data significantly better than the CS model. The ARe model resulted in slightly smaller estimates of genetic variance and heritability than did the CS model. Estimates of residual variance were always smaller with the CS model than with the ARe model with the autoregressive covariance structure among TD residual effects. Estimates of heritability with different TD models were in the range of 0.06 to 0.11. The 305-d model resulted in estimates of heritability in the range of 0.11 to 0.36. The autoregressive covariance structure among TD residual effects may help to prevent bias in heritability estimates for milk, fat and protein yields, and SCS.
Author Kachman, S D
Sawalha, R M
Keown, J F
Van Vleck, L D
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  email: Rami.Sawalha@sac.ac.uk
  organization: Department of Animal Science, University of Nebraska, Lincoln, 68583-0908, USA. Rami.Sawalha@sac.ac.uk
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  fullname: Kachman, S D
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  givenname: L D
  surname: Van Vleck
  fullname: Van Vleck, L D
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Snippet The objective of this study was to compare test-day (TD) models with autoregressive covariance structures for the estimation of genetic and environmental...
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StartPage 2632
SubjectTerms Analysis of Variance
Animals
Breeding
Cattle - genetics
Cell Count
Dairying - methods
Environment
Fats - analysis
Female
Lactation - genetics
Lactation - physiology
Linear Models
Milk - chemistry
Milk - cytology
Milk Proteins - analysis
Quantitative Trait, Heritable
Reproducibility of Results
Title Evaluation of autoregressive covariance structures for test-day records of Holstein cows: estimates of parameters
URI https://www.ncbi.nlm.nih.gov/pubmed/15956325
Volume 88
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