Genome-Wide Association and Prediction of Male and Female Floral Hybrid Potential Traits in Elite Spring Bread Wheat Genotypes
Abstract
:1. Introduction
2. Results
2.1. Population Structure and Linkage Disequilibrium
2.2. Marker Trait Associations
2.3. Genome-Wide Prediction of the Potential Floral Traits
3. Discussion
3.1. Marker Traits Associations
3.2. Genome-Wide Prediction of Hybrid Floral Traits
4. Materials and Methods
4.1. Plant Materials and Phenotyping
4.2. Genotyping by SNP Markers
4.3. Population Structure and Linkage Disequilibrium
4.4. Association Mapping
4.5. Genomic Prediction
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Marker | Chr | Position (Mbp) a | AE | VAE | PM | OPF | DFO | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
−Log10 (p) | Effect | %R2 b | −Log10 (p) | Effect | %R2 | −Log10 (p) | Effect | %R2 | −Log10 (p) | Effect | %R2 | −Log10 (p) | Effect | %R2 | |||
Rht-D1b | 4D | - | 5.02 | 0.18 | 20.58 | 5.07 | 0.05 | 17.34 | |||||||||
wsnp_Ex_rep_c103167_88182254 | 2A | 33.04 | 5.73 | −11.40 | 26.08 | 5.86 | −3.03 | 23.76 | 5.13 | −3.03 | 24.07 | 5.20 | −10.1 | 18.7 | |||
Tdurum_contig30517_578 | 1B | 566.84 | 5.37 | 12.88 | 25.34 | 5.18 | 1.22 | 20.95 | 5.01 | 3.54 | 21.98 | ||||||
Tdurum_contig30517_310 | 1B | 566.84 | 5.65 | 13.51 | 25.87 | 5.34 | 1.26 | 21.16 | 5.30 | 3.75 | 24.24 | ||||||
BS00062724_51 | 1B | 567.71 | 6.13 | 14.17 | 26.21 | 6.10 | 1.38 | 22.39 | 5.64 | 3.69 | 22.79 | ||||||
Kukri_rep_c103359_233 | 1B | 568.52 | 6.90 | 13.57 | 26.28 | 5.88 | 1.32 | 22.33 | 5.65 | 3.64 | 22.99 | 6.34 | 3.64 | 24.38 | 6.04 | 11.37 | 18.68 |
wsnp_Ex_c13109_20725640 | 1B | 568.53 | 4.86 | −14.10 | 26.53 | 5.96 | −1.37 | 22.52 | 5.67 | −3.60 | 23.24 | 6.16 | −3.60 | 24.00 | |||
wsnp_Ex_c23235_32471767 | 1B | 568.57 | 6.21 | 14.35 | 26.93 | 6.16 | 1.39 | 22.93 | 5.70 | 3.74 | 23.28 | 5.44 | 3.74 | 24.53 | |||
Excalibur_c10496_651 | 1B | 568.97 | 5.38 | −12.80 | 24.75 | 5.74 | −1.33 | 21.64 | 5.17 | −3.01 | 21.88 | ||||||
wsnp_Ex_c23230_32466568 | 1B | 568.97 | 4.96 | 12.68 | 25.56 | 5.48 | 1.23 | 21.62 | 5.30 | 3.37 | 22.39 | ||||||
wsnp_Ex_rep_c107911_91350866 | 1B | 570.28 | 5.97 | 13.73 | 26.52 | 6.92 | 1.33 | 22.44 | 5.66 | 3.63 | 23.03 | 5.31 | 3.63 | 24.24 | |||
wsnp_Ex_rep_c107911_91350930 | 1B | 570.28 | 5.90 | 13.57 | 26.28 | 5.88 | 1.32 | 22.33 | 5.65 | 3.64 | 22.99 | 5.34 | 3.64 | 24.38 | 5.52 | 11.36 | 18.67 |
wsnp_Ex_c21198_30327016 | 1B | 570.29 | 5.98 | 13.79 | 26.47 | 6.00 | 1.35 | 22.66 | 5.52 | 3.61 | 22.98 | 5.27 | 3.61 | 24.24 | |||
wsnp_Ku_rep_c89089_82009060 | 1B | 570.30 | 5.82 | −13.50 | 25.37 | 5.93 | −1.34 | 21.90 | 5.23 | −3.60 | 23.48 | ||||||
IAAV3802 | 1B | 571.06 | 5.56 | −13.30 | 25.42 | 4.79 | −1.30 | 21.73 | 5.31 | −3.52 | 22.14 | 5.41 | −3.52 | 23.57 | |||
wsnp_Ku_c13043_20902807 | 1B | 571.06 | 5.29 | 12.56 | 24.50 | 5.57 | 1.29 | 21.16 | 5.03 | 3.02 | 21.49 | ||||||
Ex_c11930_509 | 1B | 571.18 | 5.93 | −3.52 | 24.10 | 5.98 | −1.36 | 22.67 | 5.62 | −3.52 | 23.22 | 5.11 | −3.52 | 24.10 | |||
Excalibur_c20309_539 | 3B | 819.86 | 5.47 | 1.55 | 21.16 | ||||||||||||
Kukri_rep_c110544_248 | 3B | 819.89 | 5.20 | 1.54 | 21.09 |
Marker | Trait | Chr | Physical Position (Mbp) a | −Log10 (p) | Effect | %R2 b |
---|---|---|---|---|---|---|
Excalibur_c10496_651 | PSH | 1B | 568.97 | 5.51 | −1.04 | 22.10 |
BS00063511_51 | SL | 1D | 485.71 | 5.78 | 0.39 | 8.01 |
Kukri_c62142_683 | SL | 2A | 692.64 | 5.90 | 0.24 | 9.55 |
BS00064387_51 | AL | 5A | 87.40 | 5.30 | 0.20 | 17.86 |
wsnp_Ra_c10053_16636851 | AL | 5A | 99.02 | 4.40 | 0.20 | 17.86 |
wsnp_Ku_c328_679106 | AL | 5A | 104.23 | 5.22 | 0.20 | 17.86 |
Excalibur_rep_c109881_701 | PV | 7A | 65.97 | 5.29 | 5.40 | 19.35 |
Trait | h2 | PA | Pacc |
---|---|---|---|
VAE | 0.21 | 0.43 | 0.92 |
PSH | 0.24 | 0.42 | 0.86 |
AX | 0.28 | 0.45 | 0.85 |
DFO | 0.2 | 0.38 | 0.85 |
AX | 0.28 | 0.45 | 0.85 |
PM | 0.24 | 0.41 | 0.83 |
OPF | 0.27 | 0.39 | 0.76 |
AL | 0.3 | 0.4 | 0.73 |
SL | 0.08 | 0.14 | 0.52 |
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El Hanafi, S.; Cherkaoui, S.; Kehel, Z.; Al-Abdallat, A.; Tadesse, W. Genome-Wide Association and Prediction of Male and Female Floral Hybrid Potential Traits in Elite Spring Bread Wheat Genotypes. Plants 2021, 10, 895. https://doi.org/10.3390/plants10050895
El Hanafi S, Cherkaoui S, Kehel Z, Al-Abdallat A, Tadesse W. Genome-Wide Association and Prediction of Male and Female Floral Hybrid Potential Traits in Elite Spring Bread Wheat Genotypes. Plants. 2021; 10(5):895. https://doi.org/10.3390/plants10050895
Chicago/Turabian StyleEl Hanafi, Samira, Souad Cherkaoui, Zakaria Kehel, Ayed Al-Abdallat, and Wuletaw Tadesse. 2021. "Genome-Wide Association and Prediction of Male and Female Floral Hybrid Potential Traits in Elite Spring Bread Wheat Genotypes" Plants 10, no. 5: 895. https://doi.org/10.3390/plants10050895