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Variation in morpho-physiological and metabolic responses to low nitrogen stress across the sorghum association panel
BACKGROUND: Access to biologically available nitrogen is a key constraint on plant growth in both natural and agricultural settings. Variation in tolerance to nitrogen deficit stress and productivity in nitrogen limited conditions exists both within and between plant species. However, our understand...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9461132/ https://www.ncbi.nlm.nih.gov/pubmed/36076172 http://dx.doi.org/10.1186/s12870-022-03823-2 |
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author | Grzybowski, Marcin W. Zwiener, Mackenzie Jin, Hongyu Wijewardane, Nuwan K. Atefi, Abbas Naldrett, Michael J. Alvarez, Sophie Ge, Yufeng Schnable, James C. |
author_facet | Grzybowski, Marcin W. Zwiener, Mackenzie Jin, Hongyu Wijewardane, Nuwan K. Atefi, Abbas Naldrett, Michael J. Alvarez, Sophie Ge, Yufeng Schnable, James C. |
author_sort | Grzybowski, Marcin W. |
collection | PubMed |
description | BACKGROUND: Access to biologically available nitrogen is a key constraint on plant growth in both natural and agricultural settings. Variation in tolerance to nitrogen deficit stress and productivity in nitrogen limited conditions exists both within and between plant species. However, our understanding of changes in different phenotypes under long term low nitrogen stress and their impact on important agronomic traits, such as yield, is still limited. RESULTS: Here we quantified variation in the metabolic, physiological, and morphological responses of a sorghum association panel assembled to represent global genetic diversity to long term, nitrogen deficit stress and the relationship of these responses to grain yield under both conditions. Grain yield exhibits substantial genotype by environment interaction while many other morphological and physiological traits exhibited consistent responses to nitrogen stress across the population. Large scale nontargeted metabolic profiling for a subset of lines in both conditions identified a range of metabolic responses to long term nitrogen deficit stress. Several metabolites were associated with yield under high and low nitrogen conditions. CONCLUSION: Our results highlight that grain yield in sorghum, unlike many morpho-physiological traits, exhibits substantial variability of genotype specific responses to long term low severity nitrogen deficit stress. Metabolic response to long term nitrogen stress shown higher proportion of variability explained by genotype specific responses than did morpho-pysiological traits and several metabolites were correlated with yield. This suggest, that it might be possible to build predictive models using metabolite abundance to estimate which sorghum genotypes will exhibit greater or lesser decreases in yield in response to nitrogen deficit, however further research needs to be done to evaluate such model. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-022-03823-2. |
format | Online Article Text |
id | pubmed-9461132 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-94611322022-09-10 Variation in morpho-physiological and metabolic responses to low nitrogen stress across the sorghum association panel Grzybowski, Marcin W. Zwiener, Mackenzie Jin, Hongyu Wijewardane, Nuwan K. Atefi, Abbas Naldrett, Michael J. Alvarez, Sophie Ge, Yufeng Schnable, James C. BMC Plant Biol Research BACKGROUND: Access to biologically available nitrogen is a key constraint on plant growth in both natural and agricultural settings. Variation in tolerance to nitrogen deficit stress and productivity in nitrogen limited conditions exists both within and between plant species. However, our understanding of changes in different phenotypes under long term low nitrogen stress and their impact on important agronomic traits, such as yield, is still limited. RESULTS: Here we quantified variation in the metabolic, physiological, and morphological responses of a sorghum association panel assembled to represent global genetic diversity to long term, nitrogen deficit stress and the relationship of these responses to grain yield under both conditions. Grain yield exhibits substantial genotype by environment interaction while many other morphological and physiological traits exhibited consistent responses to nitrogen stress across the population. Large scale nontargeted metabolic profiling for a subset of lines in both conditions identified a range of metabolic responses to long term nitrogen deficit stress. Several metabolites were associated with yield under high and low nitrogen conditions. CONCLUSION: Our results highlight that grain yield in sorghum, unlike many morpho-physiological traits, exhibits substantial variability of genotype specific responses to long term low severity nitrogen deficit stress. Metabolic response to long term nitrogen stress shown higher proportion of variability explained by genotype specific responses than did morpho-pysiological traits and several metabolites were correlated with yield. This suggest, that it might be possible to build predictive models using metabolite abundance to estimate which sorghum genotypes will exhibit greater or lesser decreases in yield in response to nitrogen deficit, however further research needs to be done to evaluate such model. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-022-03823-2. BioMed Central 2022-09-09 /pmc/articles/PMC9461132/ /pubmed/36076172 http://dx.doi.org/10.1186/s12870-022-03823-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Grzybowski, Marcin W. Zwiener, Mackenzie Jin, Hongyu Wijewardane, Nuwan K. Atefi, Abbas Naldrett, Michael J. Alvarez, Sophie Ge, Yufeng Schnable, James C. Variation in morpho-physiological and metabolic responses to low nitrogen stress across the sorghum association panel |
title | Variation in morpho-physiological and metabolic responses to low nitrogen stress across the sorghum association panel |
title_full | Variation in morpho-physiological and metabolic responses to low nitrogen stress across the sorghum association panel |
title_fullStr | Variation in morpho-physiological and metabolic responses to low nitrogen stress across the sorghum association panel |
title_full_unstemmed | Variation in morpho-physiological and metabolic responses to low nitrogen stress across the sorghum association panel |
title_short | Variation in morpho-physiological and metabolic responses to low nitrogen stress across the sorghum association panel |
title_sort | variation in morpho-physiological and metabolic responses to low nitrogen stress across the sorghum association panel |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9461132/ https://www.ncbi.nlm.nih.gov/pubmed/36076172 http://dx.doi.org/10.1186/s12870-022-03823-2 |
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