Evidence map›Paper›PMID 26175514›Full record

ArticlePlant physiology2015

Deep Sequencing of the Medicago truncatula Root Transcriptome Reveals a Massive and Early Interaction between Nodulation Factor and Ethylene Signals.

Estíbaliz Larrainzar, Brendan K Riely, Sang Cheol Kim, Noelia Carrasquilla-Garcia, Hee-Ju Yu, Hyun-Ju Hwang, Mijin Oh, Goon Bo Kim, Anandkumar K Surendrarao, Deborah Chasman and 7 more

Open access · bronzeAbstract read
In one paragraph

Article in Plant physiology, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 76 papers.

0numbers the graph read from it
0cells of the map it votes in
76citing papers in PubMed
25.3field-weighted citation impact, top 1% 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

76 citing papers in PubMed, 149 citations in OpenAlex.

  1. Transcriptomic Analysis Reveals the Role ofPlants (Basel, Switzerland) · 2026
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  5. Peptides and Reactive Oxygen Species Regulate Root Development.International journal of molecular sciences · 2025
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  7. ACurrent issues in molecular biology · 2023
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  9. TETRASPANIN 8-1 fromFrontiers in plant science · 2023
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  10. PairedProceedings of the National Academy of Sciences of the United States of America · 2022
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  11. Article
  12. Article
  13. Article
  14. Review
  15. Article
  16. Article
  17. Article
  18. Time Series Transcriptome Analysis inFrontiers in plant science · 2022
    Article
  19. Article
  20. Salt Stress Enhances Early Symbiotic Gene Expression inMolecular plant-microbe interactions : MPMI · 2021
    Article

16 more citing papers are in PubMed but not listed here.

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

17 authors at 6 institutions in 2 countries.

Estíbaliz LarrainzarDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.ORCID http://orcid.org/0000-0002-1254-7391
Brendan K RielyDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.
Sang Cheol KimDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.ORCID http://orcid.org/0000-0003-4389-9178
Noelia Carrasquilla-GarciaDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.
Hee-Ju YuDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.ORCID http://orcid.org/0000-0002-0123-8665
Hyun-Ju HwangDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.
Mijin OhDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.ORCID http://orcid.org/0000-0002-0102-6152
Goon Bo KimDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.ORCID http://orcid.org/0000-0002-6834-8228
Anandkumar K SurendraraoDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.ORCID http://orcid.org/0000-0001-9565-2703
Deborah ChasmanDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.ORCID http://orcid.org/0000-0002-7324-0131
Alireza F SiahpiraniDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.ORCID http://orcid.org/0000-0002-7804-4084
Ramachandra V PenmetsaDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.
Gang-Seob LeeDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.
Namshin KimDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.ORCID http://orcid.org/0000-0001-6361-274X
Sushmita RoyDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715.
Jeong-Hwan MunDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715 munjh@mju.ac.kr drcook@ucdavis.edu.
Douglas R CookDepartment of Plant Pathology (E.L., B.K.R., N.C.-G., R.V.P., D.R.C) and Plant Biology Graduate Group (A.K.S.), University of California, Davis, California 95616;Korean Research Institute of Bioscience and Biotechnology, Daejeon 305-806, Republic of Korea (S.C.K., N.K.);Catholic University of Korea, Bucheon 420-743, Republic of Korea (H.-J.Y.);Rural Development Administration, Jeonju 560-500, Republic of Korea (H.-J.H., M.O., G.-S.L.);Myongji University, Yongin 449-728, Republic of Korea (G.B.K., J.-H.M.);Wisconsin Institute for Discovery, Madison, Wisconsin 53715 (D.C., S.R.); andDepartment of Computer Sciences (A.F.S.) and Department of Biostatistics and Medical Informatics (S.R.), University of Wisconsin, Madison, Wisconsin 53715 munjh@mju.ac.kr drcook@ucdavis.edu.
Korea Research Institute of Bioscience and Biotechnology · KRUnited States Nuclear Regulatory Commission · USRural Development Administration · KRUniversity of California, Davis · USUniversity of Wisconsin–Madison · USWisconsin Institutes for Discovery · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The legume-rhizobium symbiosis is initiated through the activation of the Nodulation (Nod) factor-signaling cascade, leading to a rapid reprogramming of host cell developmental pathways. In this work, we combine transcriptome sequencing with molecular genetics and network analysis to quantify and categorize the transcriptional changes occurring in roots of Medicago truncatula from minutes to days after inoculation with Sinorhizobium medicae. To identify the nature of the inductive and regulatory cues, we employed mutants with absent or decreased Nod factor sensitivities (i.e. Nodulation factor perception and Lysine motif domain-containing receptor-like kinase3, respectively) and an ethylene (ET)-insensitive, Nod factor-hypersensitive mutant (sickle). This unique data set encompasses nine time points, allowing observation of the symbiotic regulation of diverse biological processes with high temporal resolution. Among the many outputs of the study is the early Nod factor-induced, ET-regulated expression of ET signaling and biosynthesis genes. Coupled with the observation of massive transcriptional derepression in the ET-insensitive background, these results suggest that Nod factor signaling activates ET production to attenuate its own signal. Promoter:β-glucuronidase fusions report ET biosynthesis both in root hairs responding to rhizobium as well as in meristematic tissue during nodule organogenesis and growth, indicating that ET signaling functions at multiple developmental stages during symbiosis. In addition, we identified thousands of novel candidate genes undergoing Nod factor-dependent, ET-regulated expression. We leveraged the power of this large data set to model Nod factor- and ET-regulated signaling networks using MERLIN, a regulatory network inference algorithm. These analyses predict key nodes regulating the biological process impacted by Nod factor perception. We have made these results available to the research community through a searchable online resource.

Indexed as

Biosynthetic PathwaysCluster AnalysisEthylenesFeedback, PhysiologicalGene Expression Regulation, PlantGene OntologyGene Regulatory NetworksGenes, PlantHigh-Throughput Nucleotide SequencingMedicago truncatulaPlant ProteinsPlant RootsRhizobiumSignal TransductionSymbiosisTime FactorsethyleneEthylenesPlant ProteinsTranscription Factors

Identifiers

PMID26175514
PMCPMC4577383
OpenAlexW2127804268

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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.