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A systems genetics approach reveals environment-dependent associations between SNPs, protein coexpression, and drought-related traits in maize

The effect of drought on maize yield is of particular concern in the context of climate change and human population growth. However, the complexity of drought-response mechanisms makes the design of new drought-tolerant varieties a difficult task that would greatly benefit from a better understandin...

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Autores principales: Blein-Nicolas, Mélisande, Negro, Sandra Sylvia, Balliau, Thierry, Welcker, Claude, Cabrera-Bosquet, Llorenç, Nicolas, Stéphane Dimitri, Charcosset, Alain, Zivy, Michel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7605251/
https://www.ncbi.nlm.nih.gov/pubmed/33060172
http://dx.doi.org/10.1101/gr.255224.119
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author Blein-Nicolas, Mélisande
Negro, Sandra Sylvia
Balliau, Thierry
Welcker, Claude
Cabrera-Bosquet, Llorenç
Nicolas, Stéphane Dimitri
Charcosset, Alain
Zivy, Michel
author_facet Blein-Nicolas, Mélisande
Negro, Sandra Sylvia
Balliau, Thierry
Welcker, Claude
Cabrera-Bosquet, Llorenç
Nicolas, Stéphane Dimitri
Charcosset, Alain
Zivy, Michel
author_sort Blein-Nicolas, Mélisande
collection PubMed
description The effect of drought on maize yield is of particular concern in the context of climate change and human population growth. However, the complexity of drought-response mechanisms makes the design of new drought-tolerant varieties a difficult task that would greatly benefit from a better understanding of the genotype–phenotype relationship. To provide novel insight into this relationship, we applied a systems genetics approach integrating high-throughput phenotypic, proteomic, and genomic data acquired from 254 maize hybrids grown under two watering conditions. Using association genetics and protein coexpression analysis, we detected more than 22,000 pQTLs across the two conditions and confidently identified 15 loci with potential pleiotropic effects on the proteome. We showed that even mild water deficit induced a profound remodeling of the proteome, which affected the structure of the protein coexpression network, and a reprogramming of the genetic control of the abundance of many proteins, including those involved in stress response. Colocalizations between pQTLs and QTLs for ecophysiological traits, found mostly in the water deficit condition, indicated that this reprogramming may also affect the phenotypic level. Finally, we identified several candidate genes that are potentially responsible for both the coexpression of stress response proteins and the variations of ecophysiological traits under water deficit. Taken together, our findings provide novel insights into the molecular mechanisms of drought tolerance and suggest some pathways for further research and breeding.
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spelling pubmed-76052512021-05-01 A systems genetics approach reveals environment-dependent associations between SNPs, protein coexpression, and drought-related traits in maize Blein-Nicolas, Mélisande Negro, Sandra Sylvia Balliau, Thierry Welcker, Claude Cabrera-Bosquet, Llorenç Nicolas, Stéphane Dimitri Charcosset, Alain Zivy, Michel Genome Res Research The effect of drought on maize yield is of particular concern in the context of climate change and human population growth. However, the complexity of drought-response mechanisms makes the design of new drought-tolerant varieties a difficult task that would greatly benefit from a better understanding of the genotype–phenotype relationship. To provide novel insight into this relationship, we applied a systems genetics approach integrating high-throughput phenotypic, proteomic, and genomic data acquired from 254 maize hybrids grown under two watering conditions. Using association genetics and protein coexpression analysis, we detected more than 22,000 pQTLs across the two conditions and confidently identified 15 loci with potential pleiotropic effects on the proteome. We showed that even mild water deficit induced a profound remodeling of the proteome, which affected the structure of the protein coexpression network, and a reprogramming of the genetic control of the abundance of many proteins, including those involved in stress response. Colocalizations between pQTLs and QTLs for ecophysiological traits, found mostly in the water deficit condition, indicated that this reprogramming may also affect the phenotypic level. Finally, we identified several candidate genes that are potentially responsible for both the coexpression of stress response proteins and the variations of ecophysiological traits under water deficit. Taken together, our findings provide novel insights into the molecular mechanisms of drought tolerance and suggest some pathways for further research and breeding. Cold Spring Harbor Laboratory Press 2020-11 /pmc/articles/PMC7605251/ /pubmed/33060172 http://dx.doi.org/10.1101/gr.255224.119 Text en © 2020 Blein-Nicolas et al.; Published by Cold Spring Harbor Laboratory Press http://creativecommons.org/licenses/by-nc/4.0/ This article is distributed exclusively by Cold Spring Harbor Laboratory Press for the first six months after the full-issue publication date (see http://genome.cshlp.org/site/misc/terms.xhtml). After six months, it is available under a Creative Commons License (Attribution-NonCommercial 4.0 International), as described at http://creativecommons.org/licenses/by-nc/4.0/.
spellingShingle Research
Blein-Nicolas, Mélisande
Negro, Sandra Sylvia
Balliau, Thierry
Welcker, Claude
Cabrera-Bosquet, Llorenç
Nicolas, Stéphane Dimitri
Charcosset, Alain
Zivy, Michel
A systems genetics approach reveals environment-dependent associations between SNPs, protein coexpression, and drought-related traits in maize
title A systems genetics approach reveals environment-dependent associations between SNPs, protein coexpression, and drought-related traits in maize
title_full A systems genetics approach reveals environment-dependent associations between SNPs, protein coexpression, and drought-related traits in maize
title_fullStr A systems genetics approach reveals environment-dependent associations between SNPs, protein coexpression, and drought-related traits in maize
title_full_unstemmed A systems genetics approach reveals environment-dependent associations between SNPs, protein coexpression, and drought-related traits in maize
title_short A systems genetics approach reveals environment-dependent associations between SNPs, protein coexpression, and drought-related traits in maize
title_sort systems genetics approach reveals environment-dependent associations between snps, protein coexpression, and drought-related traits in maize
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7605251/
https://www.ncbi.nlm.nih.gov/pubmed/33060172
http://dx.doi.org/10.1101/gr.255224.119
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