Study of repeatability and phenotypical stabilization in kale using frequentist, bayesian and bootstrap resampling approaches

Detalhes bibliográficos
Autor(a) principal: Orlando Gonçalves Brito
Data de Publicação: 2019
Outros Autores: Valter Carvalho de Andrade Júnior, Alcinei Mistico Azevedo, Luan Mateus Silva Donato, Lidiane Rodrigues Silva, Marcos Aurélio Miranda Ferreira
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFMG
Texto Completo: https://doi.org/10.4025/actasciagron.v41i1.42606
http://hdl.handle.net/1843/40409
https://orcid.org/0000-0001-5196-0851
Resumo: The aim of this study was to obtain information for the genetic improvement of kale through repeatability and phenotypic stabilization studies and to compare methodologies that represent the reliability of the estimated parameters. Thirty-three half-sib progenies were evaluated in a randomized block design with three replicates and six plants per plot. Eight harvests were evaluated in terms of the yield of fresh leaves, number of shoots, number of leaves and average mass of leaves. Then, a phenotypic repeatability and stabilization study was performed, estimating the genetic parameters σ2a, σ²g, σ²e, and the coefficient of environmental variation and repeatability using the frequentist and Bayesian methodologies. To evaluate the reliability of these estimates, intervals were obtained using the frequentist, Bayesian and bootstrap methods. It was verified that the reliable selection of progenies of half-sib of kale can be achieved in four harvests that were realized between 95 and 170 days after planting. It was observed that the frequentist and Bayesian methodologies are better suited to obtain reliable estimates of the genetic parameters evaluated, as the last one provided smaller amplitudes for the obtained intervals. The bootstrap methodologies are not recommended for phenotypic repeatability and stabilization studies in kale.
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spelling 2022-03-24T12:13:41Z2022-03-24T12:13:41Z20194114260642616https://doi.org/10.4025/actasciagron.v41i1.4260618078621http://hdl.handle.net/1843/40409https://orcid.org/0000-0001-5196-0851The aim of this study was to obtain information for the genetic improvement of kale through repeatability and phenotypic stabilization studies and to compare methodologies that represent the reliability of the estimated parameters. Thirty-three half-sib progenies were evaluated in a randomized block design with three replicates and six plants per plot. Eight harvests were evaluated in terms of the yield of fresh leaves, number of shoots, number of leaves and average mass of leaves. Then, a phenotypic repeatability and stabilization study was performed, estimating the genetic parameters σ2a, σ²g, σ²e, and the coefficient of environmental variation and repeatability using the frequentist and Bayesian methodologies. To evaluate the reliability of these estimates, intervals were obtained using the frequentist, Bayesian and bootstrap methods. It was verified that the reliable selection of progenies of half-sib of kale can be achieved in four harvests that were realized between 95 and 170 days after planting. It was observed that the frequentist and Bayesian methodologies are better suited to obtain reliable estimates of the genetic parameters evaluated, as the last one provided smaller amplitudes for the obtained intervals. The bootstrap methodologies are not recommended for phenotypic repeatability and stabilization studies in kale.O objetivo deste trabalho foi obter informações para o melhoramento genético de couve por meio de estudos de repetibilidade e estabilização fenotípica e comparar metodologias que representem a confiabilidade dos parâmetros estimados. Trinta e três progênies de meios-irmãos foram avaliadas em um delineamento de blocos ao acaso com três repetições e seis plantas por parcela. Oito colheitas foram avaliadas quanto ao rendimento de folhas frescas, número de brotos, número de folhas e massa média de folhas. Então, uma repetibilidade fenotípica e foi realizado estudo de estabilização, estimando os parâmetros genéticos σ2a, σ²g, σ²e, e o coeficiente de variação ambiental e repetibilidade utilizando as metodologias freqüentista e bayesiana. Para avaliar o confiabilidade dessas estimativas, os intervalos foram obtidos pelos métodos freqüentista, bayesiano e bootstrap. Isto verificou-se que a seleção confiável de progênies de meio-irmão de couve pode ser alcançada em quatro safras que foram realizado entre 95 e 170 dias após o plantio. Observou-se que o frequentista e o bayesiano metodologias são mais adequadas para obter estimativas confiáveis ​​dos parâmetros genéticos avaliados, como o último forneceram amplitudes menores para os intervalos obtidos. As metodologias bootstrap não são recomendadas para repetibilidade fenotípica e estudos de estabilização em couve.CNPq - Conselho Nacional de Desenvolvimento Científico e TecnológicoFAPEMIG - Fundação de Amparo à Pesquisa do Estado de Minas GeraisCAPES - Coordenação de Aperfeiçoamento de Pessoal de Nível SuperiorengUniversidade Federal de Minas GeraisUFMGBrasilICA - INSTITUTO DE CIÊNCIAS AGRÁRIASActa Scientiarum - AgronomyCouveMelhoramento genéticoFenótipoStudy of repeatability and phenotypical stabilization in kale using frequentist, bayesian and bootstrap resampling approachesEstudo da repetibilidade e estabilização fenotípica em couve usando abordagens de reamostragem frenquentista, bayesiano e bootstrapinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttps://www.scielo.br/j/asagr/a/fTxWGmmQLHzk4w9gmwpxZjG/?format=pdf&msclkid=1a986615ab6611ecb9b13bfb10a98d90Orlando Gonçalves BritoValter Carvalho de Andrade JúniorAlcinei Mistico AzevedoLuan Mateus Silva DonatoLidiane Rodrigues SilvaMarcos Aurélio Miranda Ferreirainfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFMGinstname:Universidade Federal de Minas Gerais (UFMG)instacron:UFMGLICENSELicense.txtLicense.txttext/plain; charset=utf-82042https://repositorio.ufmg.br/bitstream/1843/40409/1/License.txtfa505098d172de0bc8864fc1287ffe22MD51ORIGINALStudy of repeatability and phenotypical stabilization in kale using.pdfStudy of repeatability and phenotypical stabilization in kale using.pdfapplication/pdf719151https://repositorio.ufmg.br/bitstream/1843/40409/2/Study%20of%20repeatability%20and%20phenotypical%20stabilization%20in%20kale%20using.pdfadecdb740ee3216b35bebc9f2f16327fMD521843/404092022-03-24 09:13:41.454oai:repositorio.ufmg.br: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Repositório de PublicaçõesPUBhttps://repositorio.ufmg.br/oaiopendoar:2022-03-24T12:13:41Repositório Institucional da UFMG - Universidade Federal de Minas Gerais (UFMG)false
dc.title.pt_BR.fl_str_mv Study of repeatability and phenotypical stabilization in kale using frequentist, bayesian and bootstrap resampling approaches
dc.title.alternative.pt_BR.fl_str_mv Estudo da repetibilidade e estabilização fenotípica em couve usando abordagens de reamostragem frenquentista, bayesiano e bootstrap
title Study of repeatability and phenotypical stabilization in kale using frequentist, bayesian and bootstrap resampling approaches
spellingShingle Study of repeatability and phenotypical stabilization in kale using frequentist, bayesian and bootstrap resampling approaches
Orlando Gonçalves Brito
Couve
Melhoramento genético
Fenótipo
title_short Study of repeatability and phenotypical stabilization in kale using frequentist, bayesian and bootstrap resampling approaches
title_full Study of repeatability and phenotypical stabilization in kale using frequentist, bayesian and bootstrap resampling approaches
title_fullStr Study of repeatability and phenotypical stabilization in kale using frequentist, bayesian and bootstrap resampling approaches
title_full_unstemmed Study of repeatability and phenotypical stabilization in kale using frequentist, bayesian and bootstrap resampling approaches
title_sort Study of repeatability and phenotypical stabilization in kale using frequentist, bayesian and bootstrap resampling approaches
author Orlando Gonçalves Brito
author_facet Orlando Gonçalves Brito
Valter Carvalho de Andrade Júnior
Alcinei Mistico Azevedo
Luan Mateus Silva Donato
Lidiane Rodrigues Silva
Marcos Aurélio Miranda Ferreira
author_role author
author2 Valter Carvalho de Andrade Júnior
Alcinei Mistico Azevedo
Luan Mateus Silva Donato
Lidiane Rodrigues Silva
Marcos Aurélio Miranda Ferreira
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv Orlando Gonçalves Brito
Valter Carvalho de Andrade Júnior
Alcinei Mistico Azevedo
Luan Mateus Silva Donato
Lidiane Rodrigues Silva
Marcos Aurélio Miranda Ferreira
dc.subject.other.pt_BR.fl_str_mv Couve
Melhoramento genético
Fenótipo
topic Couve
Melhoramento genético
Fenótipo
description The aim of this study was to obtain information for the genetic improvement of kale through repeatability and phenotypic stabilization studies and to compare methodologies that represent the reliability of the estimated parameters. Thirty-three half-sib progenies were evaluated in a randomized block design with three replicates and six plants per plot. Eight harvests were evaluated in terms of the yield of fresh leaves, number of shoots, number of leaves and average mass of leaves. Then, a phenotypic repeatability and stabilization study was performed, estimating the genetic parameters σ2a, σ²g, σ²e, and the coefficient of environmental variation and repeatability using the frequentist and Bayesian methodologies. To evaluate the reliability of these estimates, intervals were obtained using the frequentist, Bayesian and bootstrap methods. It was verified that the reliable selection of progenies of half-sib of kale can be achieved in four harvests that were realized between 95 and 170 days after planting. It was observed that the frequentist and Bayesian methodologies are better suited to obtain reliable estimates of the genetic parameters evaluated, as the last one provided smaller amplitudes for the obtained intervals. The bootstrap methodologies are not recommended for phenotypic repeatability and stabilization studies in kale.
publishDate 2019
dc.date.issued.fl_str_mv 2019
dc.date.accessioned.fl_str_mv 2022-03-24T12:13:41Z
dc.date.available.fl_str_mv 2022-03-24T12:13:41Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1843/40409
dc.identifier.doi.pt_BR.fl_str_mv https://doi.org/10.4025/actasciagron.v41i1.42606
dc.identifier.issn.pt_BR.fl_str_mv 18078621
dc.identifier.orcid.pt_BR.fl_str_mv https://orcid.org/0000-0001-5196-0851
url https://doi.org/10.4025/actasciagron.v41i1.42606
http://hdl.handle.net/1843/40409
https://orcid.org/0000-0001-5196-0851
identifier_str_mv 18078621
dc.language.iso.fl_str_mv eng
language eng
dc.relation.ispartof.pt_BR.fl_str_mv Acta Scientiarum - Agronomy
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal de Minas Gerais
dc.publisher.initials.fl_str_mv UFMG
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv ICA - INSTITUTO DE CIÊNCIAS AGRÁRIAS
publisher.none.fl_str_mv Universidade Federal de Minas Gerais
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFMG
instname:Universidade Federal de Minas Gerais (UFMG)
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institution UFMG
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collection Repositório Institucional da UFMG
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https://repositorio.ufmg.br/bitstream/1843/40409/2/Study%20of%20repeatability%20and%20phenotypical%20stabilization%20in%20kale%20using.pdf
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