Evidence map›Paper›PMID 36352404›Full record

ArticleBMC biology2022

Temporal change in chromatin accessibility predicts regulators of nodulation in Medicago truncatula.

Sara A Knaack, Daniel Conde, Sanhita Chakraborty, Kelly M Balmant, Thomas B Irving, Lucas Gontijo Silva Maia, Paolo M Triozzi, Christopher Dervinis, Wendell J Pereira, Junko Maeda and 4 more

Open access · goldAbstract read
In one paragraph

Article in BMC biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
2.3field-weighted citation impact, top 12% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed, 11 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors at 2 institutions in 1 country.

Sara A Knaack *Wisconsin Institute for Discovery, University of Wisconsin, Madison, WI, 53715, USA.
Daniel Conde *School of Forest Resources and Conservation, University of Florida, Gainesville, FL, 32611, USA.
Sanhita ChakrabortyDepartment of Bacteriology, University of Wisconsin, Madison, WI, 53706, USA.
Kelly M BalmantSchool of Forest Resources and Conservation, University of Florida, Gainesville, FL, 32611, USA.
Thomas B IrvingDepartment of Bacteriology, University of Wisconsin, Madison, WI, 53706, USA.
Lucas Gontijo Silva MaiaDepartment of Bacteriology, University of Wisconsin, Madison, WI, 53706, USA.
Paolo M TriozziSchool of Forest Resources and Conservation, University of Florida, Gainesville, FL, 32611, USA.
Christopher DervinisSchool of Forest Resources and Conservation, University of Florida, Gainesville, FL, 32611, USA.
Wendell J PereiraSchool of Forest Resources and Conservation, University of Florida, Gainesville, FL, 32611, USA.
Junko MaedaDepartment of Bacteriology, University of Wisconsin, Madison, WI, 53706, USA.
Henry W SchmidtSchool of Forest Resources and Conservation, University of Florida, Gainesville, FL, 32611, USA.
Jean-Michel AnéDepartment of Bacteriology, University of Wisconsin, Madison, WI, 53706, USA.
Matias KirstSchool of Forest Resources and Conservation, University of Florida, Gainesville, FL, 32611, USA. mkirst@ufl.edu.
Sushmita RoyWisconsin Institute for Discovery, University of Wisconsin, Madison, WI, 53715, USA. sroy@biostat.wisc.edu.ORCID 0000-0002-3694-1705
University of Florida · USUniversity of Wisconsin–Madison · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSymbiotic 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.

resultsWe 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.

conclusionsOur 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.

Indexed as

Medicago truncatulaChromatinGene Expression Regulation, PlantPlant ProteinsSymbiosisChromatinPlant ProteinsChromatin accessibilityCis-regulatory elementsGene regulatory networkMachine learningMedicagoNitrogen fixationNodulationSymbiosisTranscriptome and chromatin dynamics

Identifiers

PMID36352404
PMCPMC9647978
OpenAlexW4308657916

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.