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Enhancing Crop Domestication Through Genomic Selection, a Case Study of Intermediate Wheatgrass
Jared Crain1, Prabin Bajgain2, James Anderson2
1Department of Plant Pathology, Kansas State University, Manhattan, KS, United States.
Frontiers in Plant Science
|April 9, 2020
Summary
Genomic selection models show promise for improving perennial grain crops like intermediate wheatgrass. Domestication traits such as non-shattering and free-threshing seeds can be advanced across breeding programs and locations.
Area of Science:
- Agricultural Science
- Plant Breeding
- Genomics
Background:
- Perennial grains offer ecosystem services, but annual grains dominate food production.
- Intermediate wheatgrass (IWG) is being developed as a perennial grain crop.
- Genomic and phenotypic data integration is crucial for multi-site breeding programs.
Purpose of the Study:
- To develop and evaluate genomic selection (GS) models for predicting traits in intermediate wheatgrass.
- To assess the predictive ability of GS models within and across breeding programs and locations.
- To identify key domestication and agronomic traits for IWG improvement.
Main Methods:
- Utilized five cycles of breeding data from two institutions (University of Minnesota and The Land Institute).
- Developed GS models using genotyping-by-sequencing data from 6,199 genets and 23,495 SNP markers.
- Evaluated seven traits: three domestication (free-threshing seed, seed mass, non-shattering) and four agronomic (yield, plant height, etc.).
Main Results:
- GS models showed high predictive ability within breeding cycles (0.11–0.97).
- Across-cycle predictive ability was lower (-0.22–0.76), with domestication traits (0.27–0.75) outperforming agronomic traits (e.g., spike yield -0.22–0.26).
- Non-shattering and free-threshing traits showed predictable improvement across locations and programs.
Conclusions:
- Genomic selection can effectively improve key domestication traits in intermediate wheatgrass across different breeding programs and locations.
- Agronomic traits may require site-specific breeding efforts.
- Synergies in improving domestication traits can accelerate the development of IWG and other perennial crops.
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