Evidence map›Paper›PMID 40739173›Full record

ArticleBMC plant biology2025

Integrating metabolomics and high-throughput phenotyping to elucidate metabolic and phenotypic responses to early-season drought stress in Nordic spring wheat.

Ronja Wonneberger, John Charles D'Auria, Kerstin Neumann, Pernille Bjarup Hansen, Jon Arne Dieseth, Linda Kærgaard Nielsen, Tarja Niemelä, Firuz Odilbekov, Fluturë Novakazi, Therése Bengtsson and 1 more

Abstract read
In one paragraph

Article in BMC plant biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Metabolomics reveal drought-stress responses in guayule, a semi-arid rubber crop.Metabolomics : Official journal of the Metabolomic Society · 2026
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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

11 authors.

Ronja WonnebergerSwedish University of Agricultural Sciences, PO Box 190, Lomma, 23422, Sweden.ORCID http://orcid.org/0000-0001-8540-1783
John Charles D'AuriaLeibniz Institute of Plant Genetics and Crop Plant Research, Corrensstraße 3, Gatersleben, 06466, Germany.ORCID http://orcid.org/0000-0002-4865-3938
Kerstin NeumannLeibniz Institute of Plant Genetics and Crop Plant Research, Corrensstraße 3, Gatersleben, 06466, Germany.ORCID http://orcid.org/0000-0001-7451-7086
Pernille Bjarup HansenNordic Seed A/S, Kornmarken 1, Galten, 8464, Denmark.ORCID http://orcid.org/0000-0001-9454-2940
Jon Arne DiesethGraminor AS, Hommelstadvegen 60, 2322, Ridabu, Norway.
Linda Kærgaard NielsenSejet Plant Breeding, Nørremarksvej 67, Horsens, 8700, Denmark.ORCID http://orcid.org/0000-0003-3215-9481
Tarja NiemeläBoreal Plant Breeding Ltd, Myllytie 10, Jokioinen, 31600, Finland.
Firuz OdilbekovLantmännen ek. För., Udda Lundqvists väg 11, Svalöv, 268 31, Sweden.ORCID http://orcid.org/0000-0003-0533-8230
Fluturë NovakaziSwedish University of Agricultural Sciences, PO Box 190, Lomma, 23422, Sweden.ORCID http://orcid.org/0000-0001-7151-6811
Therése BengtssonSwedish University of Agricultural Sciences, PO Box 190, Lomma, 23422, Sweden. therese.bengtsson@slu.se.ORCID http://orcid.org/0000-0003-4784-1723
CResWheat Consortium

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundUnderstanding the metabolic responses of wheat to drought stress is essential for developing strategies to enhance its resilience under water-deficit conditions. In this study, we investigated the metabolic and phenotypic responses of twelve Nordic spring wheat genotypes subjected to drought stress over 28 days in a high-throughput phenotyping facility. By integrating metabolic profiling with phenotypic assessments, we aimed to identify key metabolites and traits associated with drought tolerance.

resultsWe identified nearly 200 metabolites that were differentially accumulated across four time points, including early drought and recovery phases. Of these, 25% were organic acids, 16.2% sugars and derivatives, 16.2% amino acids and derivatives, and 10.4% alkaloids, while the rest were mainly lipids, nucleotides and derivatives, and phenolic acids. Furthermore, 32 metabolites showed significant correlations with 17 phenotypic traits, highlighting potential biomarkers for drought tolerance. These metabolic markers could be utilized in screening programs to accelerate the breeding of drought-resilient spring wheat. Our findings suggest that metabolomic changes during drought stress and recovery involve critical pathways linked to osmoprotection, antioxidant activity, and energy metabolism, which differentiate tolerant from non-tolerant genotypes.

conclusionThis study demonstrates the effectiveness of combining metabolomics with high-throughput phenotyping to dissect plant stress responses. By identifying key metabolic pathways and potential biomarkers for drought tolerance, our findings provide a valuable foundation for breeding climate-resilient wheat varieties. Moreover, this integrative approach enhances our understanding of plant adaptation to abiotic stress, contributing to future efforts in sustainable agriculture and food security.

Indexed as

DroughtsTriticumGenotypeMetabolomeMetabolomicsPhenotypeSeasonsStress, PhysiologicalClimate changeCrop resilienceDrought stressHigh-throughput phenotypingMetabolomicsSpring wheat

Identifiers

PMID40739173
PMCPMC12309201

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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.