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Long-term comparison between index selection and optimal independent culling in plant breeding programs with genomic prediction

In the context of genomic selection, we evaluated and compared breeding programs using either index selection or independent culling for recurrent selection of parents. We simulated a clonally propagated crop breeding program for 20 cycles using either independent culling or an economic index with t...

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Autores principales: Batista, Lorena G., Gaynor, Robert Chris, Margarido, Gabriel R. A., Byrne, Tim, Amer, Peter, Gorjanc, Gregor, Hickey, John M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8109766/
https://www.ncbi.nlm.nih.gov/pubmed/33970915
http://dx.doi.org/10.1371/journal.pone.0235554
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author Batista, Lorena G.
Gaynor, Robert Chris
Margarido, Gabriel R. A.
Byrne, Tim
Amer, Peter
Gorjanc, Gregor
Hickey, John M.
author_facet Batista, Lorena G.
Gaynor, Robert Chris
Margarido, Gabriel R. A.
Byrne, Tim
Amer, Peter
Gorjanc, Gregor
Hickey, John M.
author_sort Batista, Lorena G.
collection PubMed
description In the context of genomic selection, we evaluated and compared breeding programs using either index selection or independent culling for recurrent selection of parents. We simulated a clonally propagated crop breeding program for 20 cycles using either independent culling or an economic index with two unfavourably correlated traits under selection. Cycle time from crossing to selection of parents was kept the same for both strategies. Both methods led to increasingly unfavourable genetic correlations between traits and, compared to independent culling, index selection led to larger changes in the genetic correlation between the two traits. When linkage disequilibrium was not considered, the two methods had similar losses of genetic diversity. Two independent culling approaches were evaluated, one using optimal culling levels and one using the same selection intensity for both traits. Optimal culling levels outperformed the same selection intensity even when traits had the same economic importance. Therefore, accurately estimating optimal culling levels is essential for maximizing gains when independent culling is performed. Once optimal culling levels are achieved, independent culling and index selection lead to comparable genetic gains.
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spelling pubmed-81097662021-05-21 Long-term comparison between index selection and optimal independent culling in plant breeding programs with genomic prediction Batista, Lorena G. Gaynor, Robert Chris Margarido, Gabriel R. A. Byrne, Tim Amer, Peter Gorjanc, Gregor Hickey, John M. PLoS One Research Article In the context of genomic selection, we evaluated and compared breeding programs using either index selection or independent culling for recurrent selection of parents. We simulated a clonally propagated crop breeding program for 20 cycles using either independent culling or an economic index with two unfavourably correlated traits under selection. Cycle time from crossing to selection of parents was kept the same for both strategies. Both methods led to increasingly unfavourable genetic correlations between traits and, compared to independent culling, index selection led to larger changes in the genetic correlation between the two traits. When linkage disequilibrium was not considered, the two methods had similar losses of genetic diversity. Two independent culling approaches were evaluated, one using optimal culling levels and one using the same selection intensity for both traits. Optimal culling levels outperformed the same selection intensity even when traits had the same economic importance. Therefore, accurately estimating optimal culling levels is essential for maximizing gains when independent culling is performed. Once optimal culling levels are achieved, independent culling and index selection lead to comparable genetic gains. Public Library of Science 2021-05-10 /pmc/articles/PMC8109766/ /pubmed/33970915 http://dx.doi.org/10.1371/journal.pone.0235554 Text en © 2021 Batista et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Batista, Lorena G.
Gaynor, Robert Chris
Margarido, Gabriel R. A.
Byrne, Tim
Amer, Peter
Gorjanc, Gregor
Hickey, John M.
Long-term comparison between index selection and optimal independent culling in plant breeding programs with genomic prediction
title Long-term comparison between index selection and optimal independent culling in plant breeding programs with genomic prediction
title_full Long-term comparison between index selection and optimal independent culling in plant breeding programs with genomic prediction
title_fullStr Long-term comparison between index selection and optimal independent culling in plant breeding programs with genomic prediction
title_full_unstemmed Long-term comparison between index selection and optimal independent culling in plant breeding programs with genomic prediction
title_short Long-term comparison between index selection and optimal independent culling in plant breeding programs with genomic prediction
title_sort long-term comparison between index selection and optimal independent culling in plant breeding programs with genomic prediction
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8109766/
https://www.ncbi.nlm.nih.gov/pubmed/33970915
http://dx.doi.org/10.1371/journal.pone.0235554
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