Cargando…
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...
Autores principales: | , , , , , , |
---|---|
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 |
_version_ | 1783690228078215168 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8109766 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT batistalorenag longtermcomparisonbetweenindexselectionandoptimalindependentcullinginplantbreedingprogramswithgenomicprediction AT gaynorrobertchris longtermcomparisonbetweenindexselectionandoptimalindependentcullinginplantbreedingprogramswithgenomicprediction AT margaridogabrielra longtermcomparisonbetweenindexselectionandoptimalindependentcullinginplantbreedingprogramswithgenomicprediction AT byrnetim longtermcomparisonbetweenindexselectionandoptimalindependentcullinginplantbreedingprogramswithgenomicprediction AT amerpeter longtermcomparisonbetweenindexselectionandoptimalindependentcullinginplantbreedingprogramswithgenomicprediction AT gorjancgregor longtermcomparisonbetweenindexselectionandoptimalindependentcullinginplantbreedingprogramswithgenomicprediction AT hickeyjohnm longtermcomparisonbetweenindexselectionandoptimalindependentcullinginplantbreedingprogramswithgenomicprediction |