Evidence map›Paper›PMID 39563004›Full record

ReviewJournal of experimental botany2025

Investigating biological nitrogen fixation via single-cell transcriptomics.

Wendell J Pereira, Daniel Conde, Noé Perron, Henry W Schmidt, Christopher Dervinis, Rafael E Venado, Jean-Michel Ané, Matias Kirst

Abstract readReview
In one paragraph

Review in Journal of experimental botany, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
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

8 authors.

Wendell J PereiraSchool of Forest, Fisheries, and Geomatics Sciences, University of Florida, Gainesville, FL 32611, USA.ORCID 0000-0003-1019-6281
Daniel CondeCentro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid-Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA-CSIC), 28223 Madrid, Spain.
Noé PerronSchool of Forest, Fisheries, and Geomatics Sciences, University of Florida, Gainesville, FL 32611, USA.
Henry W SchmidtSchool of Forest, Fisheries, and Geomatics Sciences, University of Florida, Gainesville, FL 32611, USA.ORCID 0000-0003-3917-3219
Christopher DervinisSchool of Forest, Fisheries, and Geomatics Sciences, University of Florida, Gainesville, FL 32611, USA.ORCID 0000-0002-2176-4232
Rafael E VenadoDepartment of Bacteriology, University of Wisconsin, Madison, WI 53706, USA.ORCID 0000-0002-5020-0348
Jean-Michel AnéDepartment of Bacteriology, University of Wisconsin, Madison, WI 53706, USA.ORCID 0000-0002-3128-9439
Matias KirstSchool of Forest, Fisheries, and Geomatics Sciences, University of Florida, Gainesville, FL 32611, USA.ORCID 0000-0002-8186-3945

Funding

Office of Science Biological and Environmental Research DE-SC-0018247
6 · The paper itself

Abstract

The extensive use of nitrogen fertilizers has detrimental environmental consequences, and it is essential for society to explore sustainable alternatives. One promising avenue is engineering root nodule symbiosis, a naturally occurring process in certain plant species within the nitrogen-fixing clade, into non-leguminous crops. Advancements in single-cell transcriptomics provide unprecedented opportunities to dissect the molecular mechanisms underlying root nodule symbiosis at the cellular level. This review summarizes key findings from single-cell studies in Medicago truncatula, Lotus japonicus, and Glycine max. We highlight how these studies address fundamental questions about the development of root nodule symbiosis, including the following findings: (i) single-cell transcriptomics has revealed a conserved transcriptional program in root hair and cortical cells during rhizobial infection, suggesting a common infection pathway across legume species; (ii) characterization of determinate and indeterminate nodules using single-cell technologies supports the compartmentalization of nitrogen fixation, assimilation, and transport into distinct cell populations; (iii) single-cell transcriptomics data have enabled the identification of novel root nodule symbiosis genes and provided new approaches for prioritizing candidate genes for functional characterization; and (iv) trajectory inference and RNA velocity analyses of single-cell transcriptomics data have allowed the reconstruction of cellular lineages and dynamic transcriptional states during root nodule symbiosis.

Indexed as

Medicago truncatulaNitrogen FixationSingle-Cell AnalysisTranscriptomeGene Expression ProfilingLotusRoot Nodules, PlantSymbiosisLotus japonicusMedicago truncatulanitrogen fixationRNA-sequencingroot nodule symbiosissingle-cellsoybean

Identifiers

PMID39563004
PMCPMC11850973

What Socratic holds

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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 Socratic graph.