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Grieco-Plant Sci-2022.pdf 4,43MB
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1000 Titel
  • Dynamics and genetic regulation of leaf nutrient concentration in barley based on hyperspectral imaging and machine learning
1000 Autor/in
  1. Grieco, Michele |
  2. Schmidt, Maria |
  3. Warnemünde, Sebastian |
  4. Backhaus, Andreas |
  5. Klück, Hans-Christian |
  6. Garibay-Hernández, Adriana |
  7. Tandrón Moya, Yudelsy Antonia |
  8. Jozefowicz, Anna Maria |
  9. Mock, Hans-Peter |
  10. Seiffert, Udo |
  11. Maurer, Andreas |
  12. Pillen, Klaus |
1000 Erscheinungsjahr 2022
1000 LeibnizOpen
1000 Publikationstyp
  1. Artikel |
1000 Online veröffentlicht
  • 2022-02-01
1000 Erschienen in
1000 Quellenangabe
  • 315:111123
1000 FRL-Sammlung
1000 Copyrightjahr
  • 2021
1000 Lizenz
1000 Verlagsversion
  • https://dx.doi.org/10.1016/j.plantsci.2021.111123 |
1000 Ergänzendes Material
  • https://www.sciencedirect.com/science/article/pii/S0168945221003198?via%3Dihub#sec0095 |
1000 Publikationsstatus
1000 Begutachtungsstatus
1000 Sprache der Publikation
1000 Abstract/Summary
  • Biofortification, the enrichment of nutrients in crop plants, is of increasing importance to improve human health. The wild barley nested association mapping (NAM) population HEB-25 was developed to improve agronomic traits including nutrient concentration. Here, we evaluated the potential of high-throughput hyperspectral imaging in HEB-25 to predict leaf concentration of 15 mineral nutrients, sampled from two field experiments and four developmental stages. Particularly accurate predictions were obtained by partial least squares regression (PLS) modeling of leaf concentrations for N, P and K reaching coefficients of determination of 0.90, 0.75 and 0.89, respectively. We recognized nutrient-specific patterns of variation of leaf nutrient concentration between developmental stages. A number of quantitative trait loci (QTL) associated with the simultaneous expression of leaf nutrients were detected, indicating their potential co-regulation in barley. For example, the wild barley allele of QTL-4H-1 simultaneously increased leaf concentration of N, P, K and Cu. Similar effects of the same QTL were previously reported for nutrient concentrations in grains, supporting a potential parallel regulation of N, P, K and Cu in leaves and grains of HEB-25. Our study provides a new approach for nutrient assessment in large-scale field experiments to ultimately select genes and genotypes supporting plant biofortification.
1000 Sacherschließung
lokal Genome-wide association study (GWAS)
lokal Hyperspectral imaging (HSI)
lokal Artificial intelligence (AI)
lokal Barley (Hordeum vulgare)
lokal Partial least squares regression (PLS)
lokal Nested association mapping (NAM)
1000 Fächerklassifikation (DDC)
1000 Liste der Beteiligten
  1. https://orcid.org/0000-0002-2418-5738|https://frl.publisso.de/adhoc/uri/U2NobWlkdCwgTWFyaWE=|https://orcid.org/0000-0002-1686-6912|https://frl.publisso.de/adhoc/uri/QmFja2hhdXMsIEFuZHJlYXM=|https://frl.publisso.de/adhoc/uri/S2zDvGNrLCBIYW5zLUNocmlzdGlhbg==|https://orcid.org/0000-0002-5695-356X|https://frl.publisso.de/adhoc/uri/VGFuZHLDs24gTW95YSwgWXVkZWxzeSBBbnRvbmlh|https://orcid.org/0000-0002-8423-0676|https://orcid.org/0000-0002-3983-3099|https://frl.publisso.de/adhoc/uri/U2VpZmZlcnQsIFVkbw==|https://orcid.org/0000-0002-2916-7475|https://orcid.org/0000-0003-4646-6351
1000 Label
1000 Förderer
  1. Bundesministerium für Bildung und Forschung |
1000 Fördernummer
  1. 031A352A
1000 Förderprogramm
  1. -
1000 Dateien
1000 Förderung
  1. 1000 joinedFunding-child
    1000 Förderer Bundesministerium für Bildung und Forschung |
    1000 Förderprogramm -
    1000 Fördernummer 031A352A
1000 Objektart article
1000 Beschrieben durch
1000 @id frl:6433185.rdf
1000 Erstellt am 2022-04-22T15:34:09.826+0200
1000 Erstellt von 325
1000 beschreibt frl:6433185
1000 Bearbeitet von 218
1000 Zuletzt bearbeitet Sat Dec 24 13:39:39 CET 2022
1000 Objekt bearb. Sat Dec 24 13:39:38 CET 2022
1000 Vgl. frl:6433185
1000 Oai Id
  1. oai:frl.publisso.de:frl:6433185 |
1000 Sichtbarkeit Metadaten public
1000 Sichtbarkeit Daten public
1000 Gegenstand von

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