Evidence map›Paper›PMID 41826871›Full record

ArticleBMC plant biology2026

Disentangling Arachis response to biotic and abiotic stress using multi-transcriptomics integration.

Giulia Calia, Ana Paula Zotta-Mota, Manon Vidal, Sophia Marguerit, Ana Cristina Miranda Brasileiro, Patricia Messenberg-Guimaraes, Silvia Bottini

Abstract read
In one paragraph

Article in BMC plant biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

7 authors.

Giulia CaliaInstitut Sophia Agrobiotech, UMR 1355 INRAE/UniCA, INRAE, Université Côte d'Azur, 400 route des Chappes - BP 167, Sophia Antipolis Cedex, 06903, France.
Ana Paula Zotta-MotaInstitut Sophia Agrobiotech, UMR 1355 INRAE/UniCA, INRAE, Université Côte d'Azur, 400 route des Chappes - BP 167, Sophia Antipolis Cedex, 06903, France.
Manon VidalInstitut Sophia Agrobiotech, UMR 1355 INRAE/UniCA, INRAE, Université Côte d'Azur, 400 route des Chappes - BP 167, Sophia Antipolis Cedex, 06903, France.
Sophia MargueritInstitut Sophia Agrobiotech, UMR 1355 INRAE/UniCA, INRAE, Université Côte d'Azur, 400 route des Chappes - BP 167, Sophia Antipolis Cedex, 06903, France.
Ana Cristina Miranda BrasileiroEmbrapa Genetic Resources and Biotechnology, Brasilia, DF, 70770-91, Brazil.
Patricia Messenberg-GuimaraesEmbrapa Genetic Resources and Biotechnology, Brasilia, DF, 70770-91, Brazil.
Silvia BottiniInstitut Sophia Agrobiotech, UMR 1355 INRAE/UniCA, INRAE, Université Côte d'Azur, 400 route des Chappes - BP 167, Sophia Antipolis Cedex, 06903, France. silvia.bottini@inrae.fr.

Funding

Agence Nationale de la Recherche ANR-15-IDEX-01
6 · The paper itself

Abstract

backgroundPeanuts are a fundamental legume in human diet, yet they are exposed to simultaneous and interacting biotic and abiotic stresses. Root-knot nematodes (RKN) and reduced water availability constitute a significant threat to this crop. Resistance signatures to each of those stresses have been identified in wild relatives such as Arachis stenosperma and Arachis duranensis. However, plant response to multiple stresses is very complex, requiring the activation of the appropriate signalling pathways to respond to all or by prioritising the response to one stress factor. Despite the experimental data availability of wild Arachis spp. subjected to RKN and/or drought stresses, the global regulome and crosstalk among biotic and abiotic molecular mechanisms have not yet been fully elucidated.

resultsIn this study, we applied HIVE, an integrative analytical framework, to study transcriptional responses in two wild Arachis species subjected to the root-knot nematode Meloidogyne arenaria and/or drought stress across six independent, unpaired experiments. We inferred a global regulome of biotic and abiotic response of two wild Arachis species from HIVE findings. The study of this gene regulatory network allowed the identification of novel regulatory mechanisms, specifically focusing on transcription factors and signaling pathways, potentially involved in M. arenaria and/or drought stresses response.

conclusionsOur results demonstrate that HIVE outperformed conventional meta-analysis approaches enabling the identification of novel and promising candidate genes potentially responsible for triggering effective defence responses to multiple stresses.

Indexed as

ArachisStress, PhysiologicalTranscriptomeAnimalsDroughtsGene Expression ProfilingGene Expression Regulation, PlantPlant DiseasesTylenchoideaDrought stressMulti-condition omics integrationPlant responses to stressRoot-knot nematodeWild Arachis

Identifiers

PMID41826871
PMCPMC13101102

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Registered trials

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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.