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Temporal change in chromatin accessibility predicts regulators of nodulation in Medicago truncatula
BACKGROUND: Symbiotic associations between bacteria and leguminous plants lead to the formation of root nodules that fix nitrogen needed for sustainable agricultural systems. Symbiosis triggers extensive genome and transcriptome remodeling in the plant, yet an integrated understanding of the extent...
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/PMC9647978/ https://www.ncbi.nlm.nih.gov/pubmed/36352404 http://dx.doi.org/10.1186/s12915-022-01450-9 |
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author | Knaack, Sara A. Conde, Daniel Chakraborty, Sanhita Balmant, Kelly M. Irving, Thomas B. Maia, Lucas Gontijo Silva Triozzi, Paolo M. Dervinis, Christopher Pereira, Wendell J. Maeda, Junko Schmidt, Henry W. Ané, Jean-Michel Kirst, Matias Roy, Sushmita |
author_facet | Knaack, Sara A. Conde, Daniel Chakraborty, Sanhita Balmant, Kelly M. Irving, Thomas B. Maia, Lucas Gontijo Silva Triozzi, Paolo M. Dervinis, Christopher Pereira, Wendell J. Maeda, Junko Schmidt, Henry W. Ané, Jean-Michel Kirst, Matias Roy, Sushmita |
author_sort | Knaack, Sara A. |
collection | PubMed |
description | BACKGROUND: Symbiotic associations between bacteria and leguminous plants lead to the formation of root nodules that fix nitrogen needed for sustainable agricultural systems. Symbiosis triggers extensive genome and transcriptome remodeling in the plant, yet an integrated understanding of the extent of chromatin changes and transcriptional networks that functionally regulate gene expression associated with symbiosis remains poorly understood. In particular, analyses of early temporal events driving this symbiosis have only captured correlative relationships between regulators and targets at mRNA level. Here, we characterize changes in transcriptome and chromatin accessibility in the model legume Medicago truncatula, in response to rhizobial signals that trigger the formation of root nodules. RESULTS: We profiled the temporal chromatin accessibility (ATAC-seq) and transcriptome (RNA-seq) dynamics of M. truncatula roots treated with bacterial small molecules called lipo-chitooligosaccharides that trigger host symbiotic pathways of nodule development. Using a novel approach, dynamic regulatory module networks, we integrated ATAC-seq and RNA-seq time courses to predict cis-regulatory elements and transcription factors that most significantly contribute to transcriptomic changes associated with symbiosis. Regulators involved in auxin (IAA4-5, SHY2), ethylene (EIN3, ERF1), and abscisic acid (ABI5) hormone response, as well as histone and DNA methylation (IBM1), emerged among those most predictive of transcriptome dynamics. RNAi-based knockdown of EIN3 and ERF1 reduced nodule number in M. truncatula validating the role of these predicted regulators in symbiosis between legumes and rhizobia. CONCLUSIONS: Our transcriptomic and chromatin accessibility datasets provide a valuable resource to understand the gene regulatory programs controlling the early stages of the dynamic process of symbiosis. The regulators identified provide potential targets for future experimental validation, and the engineering of nodulation in species is unable to establish that symbiosis naturally. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12915-022-01450-9. |
format | Online Article Text |
id | pubmed-9647978 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-96479782022-11-15 Temporal change in chromatin accessibility predicts regulators of nodulation in Medicago truncatula Knaack, Sara A. Conde, Daniel Chakraborty, Sanhita Balmant, Kelly M. Irving, Thomas B. Maia, Lucas Gontijo Silva Triozzi, Paolo M. Dervinis, Christopher Pereira, Wendell J. Maeda, Junko Schmidt, Henry W. Ané, Jean-Michel Kirst, Matias Roy, Sushmita BMC Biol Research Article BACKGROUND: Symbiotic associations between bacteria and leguminous plants lead to the formation of root nodules that fix nitrogen needed for sustainable agricultural systems. Symbiosis triggers extensive genome and transcriptome remodeling in the plant, yet an integrated understanding of the extent of chromatin changes and transcriptional networks that functionally regulate gene expression associated with symbiosis remains poorly understood. In particular, analyses of early temporal events driving this symbiosis have only captured correlative relationships between regulators and targets at mRNA level. Here, we characterize changes in transcriptome and chromatin accessibility in the model legume Medicago truncatula, in response to rhizobial signals that trigger the formation of root nodules. RESULTS: We profiled the temporal chromatin accessibility (ATAC-seq) and transcriptome (RNA-seq) dynamics of M. truncatula roots treated with bacterial small molecules called lipo-chitooligosaccharides that trigger host symbiotic pathways of nodule development. Using a novel approach, dynamic regulatory module networks, we integrated ATAC-seq and RNA-seq time courses to predict cis-regulatory elements and transcription factors that most significantly contribute to transcriptomic changes associated with symbiosis. Regulators involved in auxin (IAA4-5, SHY2), ethylene (EIN3, ERF1), and abscisic acid (ABI5) hormone response, as well as histone and DNA methylation (IBM1), emerged among those most predictive of transcriptome dynamics. RNAi-based knockdown of EIN3 and ERF1 reduced nodule number in M. truncatula validating the role of these predicted regulators in symbiosis between legumes and rhizobia. CONCLUSIONS: Our transcriptomic and chromatin accessibility datasets provide a valuable resource to understand the gene regulatory programs controlling the early stages of the dynamic process of symbiosis. The regulators identified provide potential targets for future experimental validation, and the engineering of nodulation in species is unable to establish that symbiosis naturally. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12915-022-01450-9. BioMed Central 2022-11-09 /pmc/articles/PMC9647978/ /pubmed/36352404 http://dx.doi.org/10.1186/s12915-022-01450-9 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 Article Knaack, Sara A. Conde, Daniel Chakraborty, Sanhita Balmant, Kelly M. Irving, Thomas B. Maia, Lucas Gontijo Silva Triozzi, Paolo M. Dervinis, Christopher Pereira, Wendell J. Maeda, Junko Schmidt, Henry W. Ané, Jean-Michel Kirst, Matias Roy, Sushmita Temporal change in chromatin accessibility predicts regulators of nodulation in Medicago truncatula |
title | Temporal change in chromatin accessibility predicts regulators of nodulation in Medicago truncatula |
title_full | Temporal change in chromatin accessibility predicts regulators of nodulation in Medicago truncatula |
title_fullStr | Temporal change in chromatin accessibility predicts regulators of nodulation in Medicago truncatula |
title_full_unstemmed | Temporal change in chromatin accessibility predicts regulators of nodulation in Medicago truncatula |
title_short | Temporal change in chromatin accessibility predicts regulators of nodulation in Medicago truncatula |
title_sort | temporal change in chromatin accessibility predicts regulators of nodulation in medicago truncatula |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9647978/ https://www.ncbi.nlm.nih.gov/pubmed/36352404 http://dx.doi.org/10.1186/s12915-022-01450-9 |
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