Genome-Wide Association Study of Yield Component Traits in Intermediate Wheatgrass and Implications in Genomic Selection and Breeding. Issue 8 (1st August 2019)
- Record Type:
- Journal Article
- Title:
- Genome-Wide Association Study of Yield Component Traits in Intermediate Wheatgrass and Implications in Genomic Selection and Breeding. Issue 8 (1st August 2019)
- Main Title:
- Genome-Wide Association Study of Yield Component Traits in Intermediate Wheatgrass and Implications in Genomic Selection and Breeding
- Authors:
- Bajgain, Prabin
Zhang, Xiaofei
Anderson, James A - Abstract:
- Abstract: Intermediate wheatgrass ( Thinopyrum intermedium, IWG) is a perennial grain crop with high biomass and grain yield, long seeds, and resistance to pests and diseases. It also reduces soil erosion, nitrate and mineral leaching into underground water tables, and sequesters carbon in its roots. The domestication timeline of IWG as a grain crop spans only 3 decades, hence it lags annual grain crops in yield and seed characteristics. One approach to improve its agronomic traits is by using molecular markers to uncover marker-trait associations. In this study, we performed association mapping on IWG breeding germplasm from the third recurrent selection cycle at the University of Minnesota. The IWG population was phenotyped in St Paul, MN in 2017 and 2018, and in Crookston, MN in 2018 for grain yield, seed length, width and weight, spike length and weight, and number of spikelets per spike. Strong positive correlations were observed among most trait pairs, with correlations as high as 0.76. Genotyping using high throughput sequencing identified 8, 899 high-quality genome-wide SNPs which were combined with phenotypic data in association mapping to discover regions associated with the yield component traits. We detected 154 genetic loci associated with these traits of which 19 were shared between at least two traits. Prediction of breeding values using significant loci as fixed effects in genomic selection model improved predictive abilities by up to 14%. Genetic mapping ofAbstract: Intermediate wheatgrass ( Thinopyrum intermedium, IWG) is a perennial grain crop with high biomass and grain yield, long seeds, and resistance to pests and diseases. It also reduces soil erosion, nitrate and mineral leaching into underground water tables, and sequesters carbon in its roots. The domestication timeline of IWG as a grain crop spans only 3 decades, hence it lags annual grain crops in yield and seed characteristics. One approach to improve its agronomic traits is by using molecular markers to uncover marker-trait associations. In this study, we performed association mapping on IWG breeding germplasm from the third recurrent selection cycle at the University of Minnesota. The IWG population was phenotyped in St Paul, MN in 2017 and 2018, and in Crookston, MN in 2018 for grain yield, seed length, width and weight, spike length and weight, and number of spikelets per spike. Strong positive correlations were observed among most trait pairs, with correlations as high as 0.76. Genotyping using high throughput sequencing identified 8, 899 high-quality genome-wide SNPs which were combined with phenotypic data in association mapping to discover regions associated with the yield component traits. We detected 154 genetic loci associated with these traits of which 19 were shared between at least two traits. Prediction of breeding values using significant loci as fixed effects in genomic selection model improved predictive abilities by up to 14%. Genetic mapping of agronomic traits followed by using genomic selection to predict breeding values can assist breeders in selecting superior genotypes to accelerate IWG domestication. … (more)
- Is Part Of:
- G3. Volume 9:Issue 8(2019)
- Journal:
- G3
- Issue:
- Volume 9:Issue 8(2019)
- Issue Display:
- Volume 9, Issue 8 (2019)
- Year:
- 2019
- Volume:
- 9
- Issue:
- 8
- Issue Sort Value:
- 2019-0009-0008-0000
- Page Start:
- 2429
- Page End:
- 2439
- Publication Date:
- 2019-08-01
- Subjects:
- QTL -- GWAS -- genomic selection -- domestication -- intermediate wheatgrass -- Genomic Prediction -- GenPred -- Shared Data Resources
Genetics -- Research -- Periodicals
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572.8 - Journal URLs:
- https://academic.oup.com/g3journal ↗
http://bibpurl.oclc.org/web/43467 ↗
http://www.g3journal.org ↗
http://www.oxfordjournals.org/ ↗ - DOI:
- 10.1534/g3.119.400073 ↗
- Languages:
- English
- ISSNs:
- 2160-1836
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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