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Enviromics in breeding: applications and perspectives on envirotypic-assisted selection
Rafael T Resende1, Hans-Peter Piepho2, Guilherme J M Rosa3
1School of Agronomy, University of Goiás (UFG), Goiânia, GO, 74690-900, Brazil. rafael.tassinari@ufg.br.
We introduce enviromics, a method using environmental data to predict plant performance across diverse locations. This approach enhances breeding accuracy and optimizes site selection for genetic studies, even with climate change.
Area of Science:
- Plant breeding
- Genetics
- Environmental science
Background:
- Genotype by environment interaction (GEI) studies traditionally use limited experimental trials.
- Geographic Information System (GIS) techniques offer new ways to understand and manage GEI.
- Accurate prediction of genotype performance across all sites, including un-tested ones, is crucial.
Purpose of the Study:
- Introduce "enviromics" and "envirotypic-assisted breeding" framework.
- Develop and illustrate an index-based enviromics method (GIS-GEI) for improved breeding decisions.
- Enhance selection accuracy and optimize experimental site selection.
Main Methods:
- Applied enviromics on an "omics" scale of environmental attributes.
- Utilized Geographic Information System (GIS) techniques.
- Developed an index-based enviromics method (GIS-GEI) using simulated data.
Main Results:
- The GIS-GEI method provides higher granular resolution than standard methods.
- Accurate matching of sites to appropriate genotypes.
- Better definition of breeding areas with high genetic correlation for selection gains.
- Efficient determination of optimal experimental sites.
Conclusions:
- Enviromics enables prediction of unobserved genotype performances by assessing site similarity on an "omics" scale.
- Envirotyping provides inexpensive, transferable markers for genetic studies.
- Enviromics integration with advanced genotyping/phenotyping and statistical modeling promises a future for plant breeding, especially for climate change adaptation.
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