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Metabotyping of 30 maize hybrids under early-sowing conditions reveals potential marker-metabolites for breeding
INTRODUCTION: In Northern Europe, maize early-sowing used to maximize yield may lead to moderate damages of seedlings due to chilling without visual phenotypes. Genetic studies and breeding for chilling tolerance remain necessary, and metabolic markers would be particularly useful in this context. O...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6208756/ https://www.ncbi.nlm.nih.gov/pubmed/30830438 http://dx.doi.org/10.1007/s11306-018-1427-8 |
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author | Lamari, Nadia Zhendre, Vanessa Urrutia, Maria Bernillon, Stéphane Maucourt, Mickaël Deborde, Catherine Prodhomme, Duyen Jacob, Daniel Ballias, Patricia Rolin, Dominique Sellier, Hélène Rabier, Dominique Gibon, Yves Giauffret, Catherine Moing, Annick |
author_facet | Lamari, Nadia Zhendre, Vanessa Urrutia, Maria Bernillon, Stéphane Maucourt, Mickaël Deborde, Catherine Prodhomme, Duyen Jacob, Daniel Ballias, Patricia Rolin, Dominique Sellier, Hélène Rabier, Dominique Gibon, Yves Giauffret, Catherine Moing, Annick |
author_sort | Lamari, Nadia |
collection | PubMed |
description | INTRODUCTION: In Northern Europe, maize early-sowing used to maximize yield may lead to moderate damages of seedlings due to chilling without visual phenotypes. Genetic studies and breeding for chilling tolerance remain necessary, and metabolic markers would be particularly useful in this context. OBJECTIVES: Using an untargeted metabolomic approach on a collection of maize hybrids, our aim was to identify metabolite signatures and/or metabolites associated with chilling responses at the vegetative stage, to search for metabolites differentiating groups of hybrids based on silage-earliness, and to search for marker-metabolites correlated with aerial biomass. METHODS: Thirty genetically-diverse maize dent inbred-lines (Zea mays) crossed to a flint inbred-line were sown in a field to assess metabolite profiles upon cold treatment induced by a modification of sowing date, and characterized with climatic measurements and phenotyping. RESULTS: NMR- and LC-MS-based metabolomic profiling revealed the biological variation of primary and specialized metabolites in young leaves of plants before flowering-stage. The effect of early-sowing on leaf composition was larger than that of genotype, and several metabolites were associated to sowing response. The metabolic distances between genotypes based on leaf compositional data were not related to the genotype admixture groups, and their variability was lower under early-sowing than normal-sowing. Several metabolites or metabolite-features were related to silage-earliness groups in the normal-sowing condition, some of which were confirmed the following year. Correlation networks involving metabolites and aerial biomass suggested marker-metabolites for breeding for chilling tolerance. CONCLUSION: After validation in other experiments and larger genotype panels, these marker-metabolites can contribute to breeding. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s11306-018-1427-8) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6208756 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-62087562018-11-09 Metabotyping of 30 maize hybrids under early-sowing conditions reveals potential marker-metabolites for breeding Lamari, Nadia Zhendre, Vanessa Urrutia, Maria Bernillon, Stéphane Maucourt, Mickaël Deborde, Catherine Prodhomme, Duyen Jacob, Daniel Ballias, Patricia Rolin, Dominique Sellier, Hélène Rabier, Dominique Gibon, Yves Giauffret, Catherine Moing, Annick Metabolomics Original Article INTRODUCTION: In Northern Europe, maize early-sowing used to maximize yield may lead to moderate damages of seedlings due to chilling without visual phenotypes. Genetic studies and breeding for chilling tolerance remain necessary, and metabolic markers would be particularly useful in this context. OBJECTIVES: Using an untargeted metabolomic approach on a collection of maize hybrids, our aim was to identify metabolite signatures and/or metabolites associated with chilling responses at the vegetative stage, to search for metabolites differentiating groups of hybrids based on silage-earliness, and to search for marker-metabolites correlated with aerial biomass. METHODS: Thirty genetically-diverse maize dent inbred-lines (Zea mays) crossed to a flint inbred-line were sown in a field to assess metabolite profiles upon cold treatment induced by a modification of sowing date, and characterized with climatic measurements and phenotyping. RESULTS: NMR- and LC-MS-based metabolomic profiling revealed the biological variation of primary and specialized metabolites in young leaves of plants before flowering-stage. The effect of early-sowing on leaf composition was larger than that of genotype, and several metabolites were associated to sowing response. The metabolic distances between genotypes based on leaf compositional data were not related to the genotype admixture groups, and their variability was lower under early-sowing than normal-sowing. Several metabolites or metabolite-features were related to silage-earliness groups in the normal-sowing condition, some of which were confirmed the following year. Correlation networks involving metabolites and aerial biomass suggested marker-metabolites for breeding for chilling tolerance. CONCLUSION: After validation in other experiments and larger genotype panels, these marker-metabolites can contribute to breeding. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s11306-018-1427-8) contains supplementary material, which is available to authorized users. Springer US 2018-09-26 2018 /pmc/articles/PMC6208756/ /pubmed/30830438 http://dx.doi.org/10.1007/s11306-018-1427-8 Text en © The Author(s) 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Original Article Lamari, Nadia Zhendre, Vanessa Urrutia, Maria Bernillon, Stéphane Maucourt, Mickaël Deborde, Catherine Prodhomme, Duyen Jacob, Daniel Ballias, Patricia Rolin, Dominique Sellier, Hélène Rabier, Dominique Gibon, Yves Giauffret, Catherine Moing, Annick Metabotyping of 30 maize hybrids under early-sowing conditions reveals potential marker-metabolites for breeding |
title | Metabotyping of 30 maize hybrids under early-sowing conditions reveals potential marker-metabolites for breeding |
title_full | Metabotyping of 30 maize hybrids under early-sowing conditions reveals potential marker-metabolites for breeding |
title_fullStr | Metabotyping of 30 maize hybrids under early-sowing conditions reveals potential marker-metabolites for breeding |
title_full_unstemmed | Metabotyping of 30 maize hybrids under early-sowing conditions reveals potential marker-metabolites for breeding |
title_short | Metabotyping of 30 maize hybrids under early-sowing conditions reveals potential marker-metabolites for breeding |
title_sort | metabotyping of 30 maize hybrids under early-sowing conditions reveals potential marker-metabolites for breeding |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6208756/ https://www.ncbi.nlm.nih.gov/pubmed/30830438 http://dx.doi.org/10.1007/s11306-018-1427-8 |
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