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An alternative interpretation of residual feed intake by phenotypic recursive relationships in dairy cattle
There has been increasing interest in residual feed intake (RFI) as a measure of net feed efficiency in dairy cattle. Residual feed intake phenotypes are obtained as residuals from linear regression encompassing relevant factors (i.e., energy sinks) to account for body tissue mobilization. By rearra...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9623681/ https://www.ncbi.nlm.nih.gov/pubmed/36337099 http://dx.doi.org/10.3168/jdsc.2021-0080 |
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author | Wu, Xiao-Lin Parker Gaddis, Kristen L. Burchard, Javier Norman, H. Duane Nicolazzi, Ezequiel Connor, Erin E. Cole, John B. Durr, Joao |
author_facet | Wu, Xiao-Lin Parker Gaddis, Kristen L. Burchard, Javier Norman, H. Duane Nicolazzi, Ezequiel Connor, Erin E. Cole, John B. Durr, Joao |
author_sort | Wu, Xiao-Lin |
collection | PubMed |
description | There has been increasing interest in residual feed intake (RFI) as a measure of net feed efficiency in dairy cattle. Residual feed intake phenotypes are obtained as residuals from linear regression encompassing relevant factors (i.e., energy sinks) to account for body tissue mobilization. By rearranging the single-trait linear regression, we showed a causal RFI interpretation underlying the linear regression for RFI. It postulates recursive effects in energy allocation from energy sinks on dry matter intake, but the feedback or simultaneous effects are nonexistent. A Bayesian recursive structural equation model was proposed for directly predicting RFI and energy sinks and estimating relevant genetic parameters simultaneously. A simplified Markov chain Monte Carlo algorithm was described. The recursive model is asymptotically equivalent to one-step linear regression for RFI, yet extends the analytical capacity to multiple-trait analysis. |
format | Online Article Text |
id | pubmed-9623681 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-96236812022-11-04 An alternative interpretation of residual feed intake by phenotypic recursive relationships in dairy cattle Wu, Xiao-Lin Parker Gaddis, Kristen L. Burchard, Javier Norman, H. Duane Nicolazzi, Ezequiel Connor, Erin E. Cole, John B. Durr, Joao JDS Commun Genetics There has been increasing interest in residual feed intake (RFI) as a measure of net feed efficiency in dairy cattle. Residual feed intake phenotypes are obtained as residuals from linear regression encompassing relevant factors (i.e., energy sinks) to account for body tissue mobilization. By rearranging the single-trait linear regression, we showed a causal RFI interpretation underlying the linear regression for RFI. It postulates recursive effects in energy allocation from energy sinks on dry matter intake, but the feedback or simultaneous effects are nonexistent. A Bayesian recursive structural equation model was proposed for directly predicting RFI and energy sinks and estimating relevant genetic parameters simultaneously. A simplified Markov chain Monte Carlo algorithm was described. The recursive model is asymptotically equivalent to one-step linear regression for RFI, yet extends the analytical capacity to multiple-trait analysis. Elsevier 2021-09-23 /pmc/articles/PMC9623681/ /pubmed/36337099 http://dx.doi.org/10.3168/jdsc.2021-0080 Text en © 2021. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Genetics Wu, Xiao-Lin Parker Gaddis, Kristen L. Burchard, Javier Norman, H. Duane Nicolazzi, Ezequiel Connor, Erin E. Cole, John B. Durr, Joao An alternative interpretation of residual feed intake by phenotypic recursive relationships in dairy cattle |
title | An alternative interpretation of residual feed intake by phenotypic recursive relationships in dairy cattle |
title_full | An alternative interpretation of residual feed intake by phenotypic recursive relationships in dairy cattle |
title_fullStr | An alternative interpretation of residual feed intake by phenotypic recursive relationships in dairy cattle |
title_full_unstemmed | An alternative interpretation of residual feed intake by phenotypic recursive relationships in dairy cattle |
title_short | An alternative interpretation of residual feed intake by phenotypic recursive relationships in dairy cattle |
title_sort | alternative interpretation of residual feed intake by phenotypic recursive relationships in dairy cattle |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9623681/ https://www.ncbi.nlm.nih.gov/pubmed/36337099 http://dx.doi.org/10.3168/jdsc.2021-0080 |
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