Genome-Wide Association Study and Identification of Candidate Genes for Nitrogen Use Efficiency in Barley (Hordeum vulgare L.)
Open accessAbstract
Nitrogen (N) fertiliser is largely responsible for barley grain yield potential and quality, yet excessive application leads to environmental pollution and high production costs. Therefore, efficient use of N is fundamental for sustainable agriculture. In the present study, we investigated the performance of 282 barley accessions through hydroponic screening using optimal and low NH4NO3 treatments. Low-N treatment led to an average shoot dry weight reduction of 50% but there were significant genotypic differences among the accessions. Approximately 20% of the genotypes showed high (>75%) relative shoot dry weight under low-N treatment and were classified as low-N tolerant whereas 20% were low-N sensitive (≤55%). Low-N tolerant accessions exhibited well-developed root systems with an average increase of 60% in relative root dry weight to facilitate more N absorption. A genome-wide association study (GWAS) identified 66 significant marker trait associations (MTAs) conferring high nitrogen use efficiency, four of which were stable across experiments. These four MTAs were located on chromosomes 1H(1), 3H(1) and 7H(2) and were associated with relative shoot length, relative shoot and root dry weight. Genes corresponding to the significant MTAs were retrieved as candidate genes, including members of the asparagine synthetase gene family, several transcription factor families, protein kinases and nitrate transporters. Most importantly, the high-affinity nitrate transporter 2.7 (HvNRT2.7) was identified as a promising candidate on 7H for root and shoot dry weight. The identified candidate genes provide new insights into our understanding of the molecular mechanisms driving nitrogen use efficiency in barley and represent potential targets for genetic improvement.
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Elite stress-tolerant barley genotypes such as 'Golshan' and 'Oxin' for salinity, and 'GrangeR' and 'Bridge' for low-N tolerance have been identified through phenotype screening.
“Also, elite stresstolerant barley genotypes such as 'Golshan' and 'Oxin' for salinity, and 'GrangeR' and 'Bridge' for low-N tolerance have been identified through phenotype screening (Karunarathne et al., 2020;Bahrani et al., 2023).”
From Genetic resources and precise gene editing for targeted improvement of barley abiotic stress tolerance (2023) · cites this paper as Karunarathne et al., 2020
In barley, functional genes under various stresses have been identified over the years.
“In barley, functional genes under various stresses have been identified over the years”
From Genetic resources and precise gene editing for targeted improvement of barley abiotic stress tolerance (2023) · cites this paper as Karunarathne et al., 2020
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“Several barley genes have been exploited to ad‐ dress different stress conditions (Zhou et al., 2016; Hazzouri et al., 2018; Karunarathne et al., 2020; Mwando et al., 2020), including Hordeum vulgare aleurone 1 ( HVA1 ) for drought, high-affinity K + trans‐ porter 1;1 ( HKT1;1 ) for salinity, and…”
Self-citation
- Authors
- Karunarathne, S. D., Han, Y., Zhang, X.-Q., Zhou, G., Hill, C. B., Chen, K., Angessa, T., & Li, C.
- Affiliations
- Murdoch University (AU)
- Curtin University (AU)
- Corresponding author
- Li, Chengdao
- ORCID
- Venue
- Frontiers in Plant Science
- Publisher
- Frontiers Media SA
- Published
- 2020-09-04
- Volume
- 11
- Pages
- 571912-571912
- ISSN
- 1664-462X (ISSN-L)
- PMC
- PMC7500209
- OpenAlex
- W3083093394
- Cited by
- 34
- References
- 94
- Citations by year
- 2026: 4 · 2025: 3 · 2024: 1 · 2023: 11 · 2022: 9 · 2021: 6
- FWCI
- 4.19
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Plant Science (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Murdoch University Research Portal (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- eSpace (Curtin University) (submittedVersion, cc-by)
- Minerva Access (University of Melbourne) (submittedVersion, cc-by)
- Funders
- Murdoch University
- Department of Primary Industries and Regional Development, Government of Western Australia
- Topics
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Wheat and Barley Genetics and Pathology
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Plant nutrient uptake and metabolism
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Mapping and Diversity in Plants and Animals
- Keywords
- nitrogen use efficiency, barley, low nitrogen tolerance, candidate genes, marker-trait association, nitrate transporters, asparagine synthetase, transcription factors, protein kinases, root dry weight, shoot dry weight, hydroponic screening, nitrogen fertiliser
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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