Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia

ABSTRACT: A multitrait model (MC) and 5 reduced- rank models with principal component structure (components PC1, PC1:2, PC1:3, PC1:4, and PC1:5) were compared. The objectives were to determine the most appropriate model for estimating genetic parameters and to evaluate the genetic progress of dual-p...

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Autores:
Agudelo Gómez, Divier Antonio
Pelicioni Savegnago, Rodrigo
Buzanskas, Marcos Eli
Ferraudo, Antonio Sergio
Prado Murani, Danísio
Cerón Muñoz, Mario Fernando
Tipo de recurso:
Article of investigation
Fecha de publicación:
2015
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/10818
Acceso en línea:
http://hdl.handle.net/10495/10818
Palabra clave:
Bubalus bubalis
Genetic evaluation
Genetic progress
Reduced-rank models
Rights
openAccess
License
http://creativecommons.org/licenses/by-nc-nd/2.5/co/
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network_name_str Repositorio UdeA
repository_id_str
dc.title.spa.fl_str_mv Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia
title Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia
spellingShingle Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia
Bubalus bubalis
Genetic evaluation
Genetic progress
Reduced-rank models
title_short Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia
title_full Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia
title_fullStr Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia
title_full_unstemmed Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia
title_sort Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia
dc.creator.fl_str_mv Agudelo Gómez, Divier Antonio
Pelicioni Savegnago, Rodrigo
Buzanskas, Marcos Eli
Ferraudo, Antonio Sergio
Prado Murani, Danísio
Cerón Muñoz, Mario Fernando
dc.contributor.author.none.fl_str_mv Agudelo Gómez, Divier Antonio
Pelicioni Savegnago, Rodrigo
Buzanskas, Marcos Eli
Ferraudo, Antonio Sergio
Prado Murani, Danísio
Cerón Muñoz, Mario Fernando
dc.contributor.researchgroup.spa.fl_str_mv Grupo de Investigación en Agrociencias, Biodiversidad y Territorio GAMMA
dc.subject.none.fl_str_mv Bubalus bubalis
Genetic evaluation
Genetic progress
Reduced-rank models
topic Bubalus bubalis
Genetic evaluation
Genetic progress
Reduced-rank models
description ABSTRACT: A multitrait model (MC) and 5 reduced- rank models with principal component structure (components PC1, PC1:2, PC1:3, PC1:4, and PC1:5) were compared. The objectives were to determine the most appropriate model for estimating genetic parameters and to evaluate the genetic progress of dual-purpose buffaloes in Colombia using that mod- el. The traits evaluated were weaning weight (WW), yearling weight (W12), weight at 18 mo of age (W18), weight at 2 yr of age (W24), age at first calving (AFC), and milk yield at 270 d of first lactation (MY270). Genealogy and productive information from 34,326 buffaloes born in Colombia between 1997 and 2014 were used. Colombian Association of Buffalo Breeders (ACB) provided the data. Direct additive genetic and residual random effects were included for all the traits. In addition, the maternal additive genetic effect and permanent environmental random effect were included for WW, while a maternal additive genetic effect was included for W12. The fixed effects were contempo- rary group (farm, year, and calving season: January to April, May to August, or September to December; for all traits) and sex (for WW, W12, W18, and W24). Additionally, parity was included as a fixed effect for WW and W12. Age at weighing was used as a covariate for WW, W12, W18, and W24. Genetic progress of all traits was analyzed using a generalized smooth model (GAM). According to the Akaike information criteria (AIC), the best model was the one with reduced rank and first 3 principal components (PC1:3). This model maintained 100% of the original variance. Genetic parameters estimated with this model were similar to those estimated by MC, but with smaller standard errors. Heritability for weight-related traits ranged between 0.23 and 0.44. Heritabilities for AFC and MY270 were 0.14 and 0.24, respectively. The genetic correlations obtained between all weights (WW, W12, W18, and W24) were positive and high. Correlations between all weights with AFC were negative and mod- erate. Correlations between all weights with MY270 were positive and moderate, and between MY270 with AFC were negative and low.
publishDate 2015
dc.date.issued.none.fl_str_mv 2015
dc.date.accessioned.none.fl_str_mv 2019-03-19T12:57:17Z
dc.date.available.none.fl_str_mv 2019-03-19T12:57:17Z
dc.type.spa.fl_str_mv Artículo de investigación
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dc.identifier.citation.spa.fl_str_mv Agudelo-Gomez D A, Peliocini-Savegnago R, Ceron-Muñoz M F. Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia. J Anim Sci. 2015; 93:3801–3809.
dc.identifier.issn.none.fl_str_mv 0021-8812
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10495/10818
dc.identifier.eissn.none.fl_str_mv 1525-3163
identifier_str_mv Agudelo-Gomez D A, Peliocini-Savegnago R, Ceron-Muñoz M F. Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia. J Anim Sci. 2015; 93:3801–3809.
0021-8812
1525-3163
url http://hdl.handle.net/10495/10818
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.ispartofjournalabbrev.spa.fl_str_mv J. Anim. Sci.
dc.relation.citationissue.spa.fl_str_mv 8
dc.relation.citationvolume.spa.fl_str_mv 93
dc.relation.ispartofjournal.spa.fl_str_mv Journal of Animal Science
dc.rights.uri.*.fl_str_mv http://creativecommons.org/licenses/by-nc-nd/2.5/co/
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dc.rights.accessrights.*.fl_str_mv Atribución-NoComercial-SinDerivadas 2.5 Colombia
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dc.publisher.spa.fl_str_mv American Society of Animal Science
dc.publisher.place.spa.fl_str_mv Estados Unidos
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spelling Agudelo Gómez, Divier AntonioPelicioni Savegnago, RodrigoBuzanskas, Marcos EliFerraudo, Antonio SergioPrado Murani, DanísioCerón Muñoz, Mario FernandoGrupo de Investigación en Agrociencias, Biodiversidad y Territorio GAMMA2019-03-19T12:57:17Z2019-03-19T12:57:17Z2015Agudelo-Gomez D A, Peliocini-Savegnago R, Ceron-Muñoz M F. Genetic principal components for reproductive and productive traits in dual-purpose buffaloes in Colombia. J Anim Sci. 2015; 93:3801–3809.0021-8812http://hdl.handle.net/10495/108181525-3163ABSTRACT: A multitrait model (MC) and 5 reduced- rank models with principal component structure (components PC1, PC1:2, PC1:3, PC1:4, and PC1:5) were compared. The objectives were to determine the most appropriate model for estimating genetic parameters and to evaluate the genetic progress of dual-purpose buffaloes in Colombia using that mod- el. The traits evaluated were weaning weight (WW), yearling weight (W12), weight at 18 mo of age (W18), weight at 2 yr of age (W24), age at first calving (AFC), and milk yield at 270 d of first lactation (MY270). Genealogy and productive information from 34,326 buffaloes born in Colombia between 1997 and 2014 were used. Colombian Association of Buffalo Breeders (ACB) provided the data. Direct additive genetic and residual random effects were included for all the traits. In addition, the maternal additive genetic effect and permanent environmental random effect were included for WW, while a maternal additive genetic effect was included for W12. The fixed effects were contempo- rary group (farm, year, and calving season: January to April, May to August, or September to December; for all traits) and sex (for WW, W12, W18, and W24). Additionally, parity was included as a fixed effect for WW and W12. Age at weighing was used as a covariate for WW, W12, W18, and W24. Genetic progress of all traits was analyzed using a generalized smooth model (GAM). According to the Akaike information criteria (AIC), the best model was the one with reduced rank and first 3 principal components (PC1:3). This model maintained 100% of the original variance. Genetic parameters estimated with this model were similar to those estimated by MC, but with smaller standard errors. Heritability for weight-related traits ranged between 0.23 and 0.44. Heritabilities for AFC and MY270 were 0.14 and 0.24, respectively. The genetic correlations obtained between all weights (WW, W12, W18, and W24) were positive and high. Correlations between all weights with AFC were negative and mod- erate. 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