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Modeling Illustrates That Genomic Selection Provides New Opportunities for Intercrop Breeding
Intercrop breeding programs using genomic selection can produce faster genetic gain than intercrop breeding programs using phenotypic selection. Intercropping is an agricultural practice in which two or more component crops are grown together. It can lead to enhanced soil structure and fertility, im...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7902002/ https://www.ncbi.nlm.nih.gov/pubmed/33633761 http://dx.doi.org/10.3389/fpls.2021.605172 |
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author | Bančič, Jon Werner, Christian R. Gaynor, R. Chris Gorjanc, Gregor Odeny, Damaris A. Ojulong, Henry F. Dawson, Ian K. Hoad, Stephen P. Hickey, John M. |
author_facet | Bančič, Jon Werner, Christian R. Gaynor, R. Chris Gorjanc, Gregor Odeny, Damaris A. Ojulong, Henry F. Dawson, Ian K. Hoad, Stephen P. Hickey, John M. |
author_sort | Bančič, Jon |
collection | PubMed |
description | Intercrop breeding programs using genomic selection can produce faster genetic gain than intercrop breeding programs using phenotypic selection. Intercropping is an agricultural practice in which two or more component crops are grown together. It can lead to enhanced soil structure and fertility, improved weed suppression, and better control of pests and diseases. Especially in subsistence agriculture, intercropping has great potential to optimize farming and increase profitability. However, breeding for intercrop varieties is complex as it requires simultaneous improvement of two or more component crops that combine well in the field. We hypothesize that genomic selection can significantly simplify and accelerate the process of breeding crops for intercropping. Therefore, we used stochastic simulation to compare four different intercrop breeding programs implementing genomic selection and an intercrop breeding program entirely based on phenotypic selection. We assumed three different levels of genetic correlation between monocrop grain yield and intercrop grain yield to investigate how the different breeding strategies are impacted by this factor. We found that all four simulated breeding programs using genomic selection produced significantly more intercrop genetic gain than the phenotypic selection program regardless of the genetic correlation with monocrop yield. We suggest a genomic selection strategy which combines monocrop and intercrop trait information to predict general intercropping ability to increase selection accuracy in the early stages of a breeding program and to minimize the generation interval. |
format | Online Article Text |
id | pubmed-7902002 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-79020022021-02-24 Modeling Illustrates That Genomic Selection Provides New Opportunities for Intercrop Breeding Bančič, Jon Werner, Christian R. Gaynor, R. Chris Gorjanc, Gregor Odeny, Damaris A. Ojulong, Henry F. Dawson, Ian K. Hoad, Stephen P. Hickey, John M. Front Plant Sci Plant Science Intercrop breeding programs using genomic selection can produce faster genetic gain than intercrop breeding programs using phenotypic selection. Intercropping is an agricultural practice in which two or more component crops are grown together. It can lead to enhanced soil structure and fertility, improved weed suppression, and better control of pests and diseases. Especially in subsistence agriculture, intercropping has great potential to optimize farming and increase profitability. However, breeding for intercrop varieties is complex as it requires simultaneous improvement of two or more component crops that combine well in the field. We hypothesize that genomic selection can significantly simplify and accelerate the process of breeding crops for intercropping. Therefore, we used stochastic simulation to compare four different intercrop breeding programs implementing genomic selection and an intercrop breeding program entirely based on phenotypic selection. We assumed three different levels of genetic correlation between monocrop grain yield and intercrop grain yield to investigate how the different breeding strategies are impacted by this factor. We found that all four simulated breeding programs using genomic selection produced significantly more intercrop genetic gain than the phenotypic selection program regardless of the genetic correlation with monocrop yield. We suggest a genomic selection strategy which combines monocrop and intercrop trait information to predict general intercropping ability to increase selection accuracy in the early stages of a breeding program and to minimize the generation interval. Frontiers Media S.A. 2021-02-09 /pmc/articles/PMC7902002/ /pubmed/33633761 http://dx.doi.org/10.3389/fpls.2021.605172 Text en Copyright © 2021 Bančič, Werner, Gaynor, Gorjanc, Odeny, Ojulong, Dawson, Hoad and Hickey. http://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 Bančič, Jon Werner, Christian R. Gaynor, R. Chris Gorjanc, Gregor Odeny, Damaris A. Ojulong, Henry F. Dawson, Ian K. Hoad, Stephen P. Hickey, John M. Modeling Illustrates That Genomic Selection Provides New Opportunities for Intercrop Breeding |
title | Modeling Illustrates That Genomic Selection Provides New Opportunities for Intercrop Breeding |
title_full | Modeling Illustrates That Genomic Selection Provides New Opportunities for Intercrop Breeding |
title_fullStr | Modeling Illustrates That Genomic Selection Provides New Opportunities for Intercrop Breeding |
title_full_unstemmed | Modeling Illustrates That Genomic Selection Provides New Opportunities for Intercrop Breeding |
title_short | Modeling Illustrates That Genomic Selection Provides New Opportunities for Intercrop Breeding |
title_sort | modeling illustrates that genomic selection provides new opportunities for intercrop breeding |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7902002/ https://www.ncbi.nlm.nih.gov/pubmed/33633761 http://dx.doi.org/10.3389/fpls.2021.605172 |
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