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Accelerating forest tree breeding by integrating genomic selection and greenhouse phenotyping
Filipe C Alves1, Kelly M Balmant2, Marcio F R Resende3,4
1Department of Epidemiology and Biostatistics, Michigan State University, East Lansing, MI, 48824, USA.
The Plant Genome
|November 20, 2020
Summary
Accelerating tree breeding is possible by combining genomic selection (GS) with early greenhouse phenotyping. This synergy enables faster, moderately accurate selection decisions for forest species like eastern cottonwood.
Area of Science:
- Forestry
- Plant Breeding
- Genetics
Background:
- Forest tree breeding is slow and expensive due to long field trial durations and delayed phenotype measurement.
- Genomic selection (GS) and indirect selection using early phenotypes offer potential to accelerate breeding.
- These methods can reduce costs and speed up selection decisions in tree improvement programs.
Purpose of the Study:
- To evaluate the impact of integrating large-scale greenhouse phenotyping with conventional genomic selection (GS).
- To assess the potential for accelerating selection gains in Populus deltoides (eastern cottonwood).
Main Methods:
- Utilized a dataset of DNA genotypes and longitudinal growth measurements from Populus deltoides.
- Collected phenotype data in both greenhouse and field conditions.
- Integrated greenhouse phenotyping data with GS models.
Main Results:
- The integration of greenhouse phenotyping and GS allows for very early selection decisions.
- These early selection decisions demonstrated moderate accuracy.
- Synergistic effects were observed between the two approaches.
Conclusions:
- Combining greenhouse phenotyping with GS can significantly accelerate selection gains in eastern cottonwood.
- This integrated approach has the potential to revolutionize breeding for other commercially important tree species.
- Adoption of these methods, alongside techniques to shorten generation intervals, offers unprecedented gains.
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