Plant breeders should be determining economic weights for a selection index instead of using independent culling for choosing parents in breeding programs with genomic selection
Lorena Guimarães BatistaiD, Robert Chris Gaynor, Gabriel Rodrigues Alves MargaridoiD, Tim J. Byrne, P.R. AmeriD, Gregor GorjanciD, John M. HickeyiD
Abstract
In the context of genomic selection, we evaluated and compared recurrent selection breeding programs using either index selection or independent culling for selection of parents. We simulated a clonally propagated crop breeding program for 20 cycles of selection using either independent culling or an economic selection index with two unfavourably correlated traits under selection. Cycle time from crossing to selection of parents was kept the same for both strategies. Our results demonstrate that accurate knowledge of the economic importance of traits is essential even when performing independent culling. This is because independent culling achieved its optimum genetic gain when the culling threshold for each trait varied accordingly to the economic importance of the traits. When gains from independent culling were maximised, the efficiency of converting genetic diversity into genetic gain of both selection methods were equivalent. When the same proportion selected of 10% for each trait was used instead of optimal culling levels, index selection was 10%, 128% and 310% more efficient than independent culling when T2 had a relative economic importance of 1.0, 2.5 and 5.0, respectively. Given the complexity of estimating optimal culling levels and the fact that the gains achieved with independent culling are, at most, equivalent to index selection, the use of an economic selection index is recommended for multi-trait genomic selection.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 36
- FWCI
- 3.53
- Field percentile
- top 6%
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Genomic-inferred cross-selection metrics for multi-trait improvement in a recurrent selection breeding program
Sikiru Adeniyi Atanda, Nonoy B. Bandillo·bioRxiv·Oct 29, 2023
- Genomic selection strategies for clonally propagated crops
Christian R. Werner, R. Chris Gaynor, … John M. Hickey·Theoretical and Applied GeneticsPeer-reviewed·Mar 23, 2023
- Reviving the Desired Gains Index: An optimal solution for parent selection in public plant breeding programs
Christian R. Werner, Keith A. Gardner, Daniel J. Tolhurst·bioRxiv·Jul 21, 2024
- Assessment of long-term trends in genetic mean and variance after the introduction of genomic selection in layers: a simulation study
Ivan Pocrnić, Jana Obšteter, … Gregor Gorjanc·Frontiers in GeneticsPeer-reviewed·May 10, 2023
- Comparison of genomic-enabled cross selection criteria for the improvement of inbred line breeding populations
Alice Danguy des Déserts, Nicolas Durand, … Sophie Bouchet·G3 Genes Genomes GeneticsPeer-reviewed·Aug 24, 2023
- Optimal cross selection for long-term genetic gain in two-part programs with rapid recurrent genomic selection
Gregor Gorjanc, R. Chris Gaynor, John M. Hickey·Theoretical and Applied GeneticsPeer-reviewed·Jun 6, 2018