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A simulation framework for reciprocal recurrent selection-based hybrid breeding under transparent and opaque simulators
Hybrid breeding is an established and effective process to improve offspring performance, while it is resource-intensive and time-consuming for the recurrent process in reality. To enable breeders and researchers to evaluate the effectiveness of competing decision-making strategies, we present a mod...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10333587/ https://www.ncbi.nlm.nih.gov/pubmed/37441181 http://dx.doi.org/10.3389/fpls.2023.1174168 |
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author | Zhang, Zerui Wang, Lizhi |
author_facet | Zhang, Zerui Wang, Lizhi |
author_sort | Zhang, Zerui |
collection | PubMed |
description | Hybrid breeding is an established and effective process to improve offspring performance, while it is resource-intensive and time-consuming for the recurrent process in reality. To enable breeders and researchers to evaluate the effectiveness of competing decision-making strategies, we present a modular simulation framework for reciprocal recurrent selection-based hybrid breeding. Consisting of multiple modules such as heterotic separation, genomic prediction, and genomic selection, this simulation framework allows breeders to efficiently simulate the hybrid breeding process with multiple options of simulators and decision-making strategies. We also integrate the recently proposed concepts of transparent and opaque simulators into the framework in order to reflect the breeding process more realistically. Simulation results show the performance comparison among different breeding strategies under the two simulators. |
format | Online Article Text |
id | pubmed-10333587 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-103335872023-07-12 A simulation framework for reciprocal recurrent selection-based hybrid breeding under transparent and opaque simulators Zhang, Zerui Wang, Lizhi Front Plant Sci Plant Science Hybrid breeding is an established and effective process to improve offspring performance, while it is resource-intensive and time-consuming for the recurrent process in reality. To enable breeders and researchers to evaluate the effectiveness of competing decision-making strategies, we present a modular simulation framework for reciprocal recurrent selection-based hybrid breeding. Consisting of multiple modules such as heterotic separation, genomic prediction, and genomic selection, this simulation framework allows breeders to efficiently simulate the hybrid breeding process with multiple options of simulators and decision-making strategies. We also integrate the recently proposed concepts of transparent and opaque simulators into the framework in order to reflect the breeding process more realistically. Simulation results show the performance comparison among different breeding strategies under the two simulators. Frontiers Media S.A. 2023-06-27 /pmc/articles/PMC10333587/ /pubmed/37441181 http://dx.doi.org/10.3389/fpls.2023.1174168 Text en Copyright © 2023 Zhang and Wang https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Zhang, Zerui Wang, Lizhi A simulation framework for reciprocal recurrent selection-based hybrid breeding under transparent and opaque simulators |
title | A simulation framework for reciprocal recurrent selection-based hybrid breeding under transparent and opaque simulators |
title_full | A simulation framework for reciprocal recurrent selection-based hybrid breeding under transparent and opaque simulators |
title_fullStr | A simulation framework for reciprocal recurrent selection-based hybrid breeding under transparent and opaque simulators |
title_full_unstemmed | A simulation framework for reciprocal recurrent selection-based hybrid breeding under transparent and opaque simulators |
title_short | A simulation framework for reciprocal recurrent selection-based hybrid breeding under transparent and opaque simulators |
title_sort | simulation framework for reciprocal recurrent selection-based hybrid breeding under transparent and opaque simulators |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10333587/ https://www.ncbi.nlm.nih.gov/pubmed/37441181 http://dx.doi.org/10.3389/fpls.2023.1174168 |
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