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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory Press
2020
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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. |
format | Online Article Text |
id | pubmed-7605251 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Cold Spring Harbor Laboratory Press |
record_format | MEDLINE/PubMed |
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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