Accomplishments and new challenges in dairy genetic evaluations

This review presents the evolution of dairy genetic methods to estimate breeding values. For centuries, human action has shaped animal populations by choosing progenitors of the next generation. Since the twentieth century, applied concepts were integrated into a new discipline, quantitative genetic...

Full description

Bibliographic Details
Main Authors: Christian Maltecca, Kristen L. Parker, Martino Cassandro
Format: Article
Language:English
Published: Taylor & Francis Group
Series:Italian Journal of Animal Science
Subjects:
Online Access:http://www.aspajournal.it/index.php/ijas/article/view/ijas.2010.e68
_version_ 1811291574700605440
author Christian Maltecca
Kristen L. Parker
Martino Cassandro
author_facet Christian Maltecca
Kristen L. Parker
Martino Cassandro
author_sort Christian Maltecca
collection DOAJ
description This review presents the evolution of dairy genetic methods to estimate breeding values. For centuries, human action has shaped animal populations by choosing progenitors of the next generation. Since the twentieth century, applied concepts were integrated into a new discipline, quantitative genetics. The past quarter-century in genetic evaluation of dairy cattle has been marked by evolution in methodology and computer capacity, expansion in the array of evaluated traits, and globalization. Selection index was replaced by mixed model procedures and animal models replaced by sire and sire-maternal grandsire models. Recently, application of Bayesian theory to breeding values prediction and variance components estimation has become standard. Individual test-day observations have been used more effectively in the estimation of lactation yield as direct input to evaluation models. Computer speed and storage are less limiting in choosing procedures. National evaluations combined internationally provide evaluations for bulls from all participating countries on each of the national scales, facilitating choices from among many more bulls. Selection within countries has increased inbreeding and the use of similar genetics across countries reduces the previously available genetic diversity. Finally, considerable progress in genomics has created a new tool, genomic selection. The collection and analysis of several types of phenotypic data to evaluate genetic merit will continue to be the most important tool for genetic progress in the foreseeable future. Information will increasingly be obtained from smaller reference populations and the extrapolation from these data will require careful validation.
first_indexed 2024-04-13T04:31:26Z
format Article
id doaj.art-817a161f88eb4bdf947eb59b28c7d6c7
institution Directory Open Access Journal
issn 1594-4077
1828-051X
language English
last_indexed 2024-04-13T04:31:26Z
publisher Taylor & Francis Group
record_format Article
series Italian Journal of Animal Science
spelling doaj.art-817a161f88eb4bdf947eb59b28c7d6c72022-12-22T03:02:19ZengTaylor & Francis GroupItalian Journal of Animal Science1594-40771828-051X94e68Accomplishments and new challenges in dairy genetic evaluationsChristian MalteccaKristen L. ParkerMartino CassandroThis review presents the evolution of dairy genetic methods to estimate breeding values. For centuries, human action has shaped animal populations by choosing progenitors of the next generation. Since the twentieth century, applied concepts were integrated into a new discipline, quantitative genetics. The past quarter-century in genetic evaluation of dairy cattle has been marked by evolution in methodology and computer capacity, expansion in the array of evaluated traits, and globalization. Selection index was replaced by mixed model procedures and animal models replaced by sire and sire-maternal grandsire models. Recently, application of Bayesian theory to breeding values prediction and variance components estimation has become standard. Individual test-day observations have been used more effectively in the estimation of lactation yield as direct input to evaluation models. Computer speed and storage are less limiting in choosing procedures. National evaluations combined internationally provide evaluations for bulls from all participating countries on each of the national scales, facilitating choices from among many more bulls. Selection within countries has increased inbreeding and the use of similar genetics across countries reduces the previously available genetic diversity. Finally, considerable progress in genomics has created a new tool, genomic selection. The collection and analysis of several types of phenotypic data to evaluate genetic merit will continue to be the most important tool for genetic progress in the foreseeable future. Information will increasingly be obtained from smaller reference populations and the extrapolation from these data will require careful validation.http://www.aspajournal.it/index.php/ijas/article/view/ijas.2010.e68Genetic improvementStatistical methodsLivestock animalsDairy sectorReview
spellingShingle Christian Maltecca
Kristen L. Parker
Martino Cassandro
Accomplishments and new challenges in dairy genetic evaluations
Italian Journal of Animal Science
Genetic improvement
Statistical methods
Livestock animals
Dairy sector
Review
title Accomplishments and new challenges in dairy genetic evaluations
title_full Accomplishments and new challenges in dairy genetic evaluations
title_fullStr Accomplishments and new challenges in dairy genetic evaluations
title_full_unstemmed Accomplishments and new challenges in dairy genetic evaluations
title_short Accomplishments and new challenges in dairy genetic evaluations
title_sort accomplishments and new challenges in dairy genetic evaluations
topic Genetic improvement
Statistical methods
Livestock animals
Dairy sector
Review
url http://www.aspajournal.it/index.php/ijas/article/view/ijas.2010.e68
work_keys_str_mv AT christianmaltecca accomplishmentsandnewchallengesindairygeneticevaluations
AT kristenlparker accomplishmentsandnewchallengesindairygeneticevaluations
AT martinocassandro accomplishmentsandnewchallengesindairygeneticevaluations