Evidence map›Paper›PMID 39411896›Full record

ArticlePlant biotechnology journal2024

Natural variation in the chickpea metabolome under drought stress.

Palak Chaturvedi, Iro Pierides, Cristina López-Hidalgo, Vanika Garg, Shuang Zhang, Rutwik Barmukh, Anke Bellaire, Jiahang Li, Gert Bachmann, Luis Valledor and 3 more

Abstract read
In one paragraph

Article in Plant biotechnology journal, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing 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

13 citing papers in PubMed.

  1. Trial
  2. EndangeredPlants (Basel, Switzerland) · 2026
    Article
  3. Article
  4. Article
  5. Review
  6. Article
  7. Review
  8. Article
  9. Article
  10. Article
  11. Functional Genomics: From Soybean to Legume.International journal of molecular sciences · 2025
    Review
  12. Millets for a sustainable future.Journal of experimental botany · 2025
    Review
  13. 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

13 authors.

Palak Chaturvedi *Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Vienna, Austria.ORCID 0000-0002-5856-0348
Iro Pierides *Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Vienna, Austria.ORCID 0009-0004-6139-6229
Cristina López-HidalgoPlant Physiology, Department of Organisms and Systems Biology, Faculty of Biology, and Biotechnology Institute of Asturias, University of Oviedo, Oviedo, Spain.ORCID 0000-0002-0407-1135
Vanika GargWA State Agricultural Biotechnology Centre, Centre for Crop & Food Innovation, Food Futures Institute, Murdoch University, Murdoch, WA, Australia.ORCID 0000-0001-6446-4603
Shuang ZhangMolecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Vienna, Austria.
Rutwik BarmukhWA State Agricultural Biotechnology Centre, Centre for Crop & Food Innovation, Food Futures Institute, Murdoch University, Murdoch, WA, Australia.ORCID 0000-0002-2740-8992
Anke BellaireStructural and Functional Botany, Department of Botany and Biodiversity Research, University of Vienna, Vienna, Austria.
Jiahang LiMolecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Vienna, Austria.
Gert BachmannMolecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Vienna, Austria.ORCID 0000-0003-2329-4606
Luis ValledorPlant Physiology, Department of Organisms and Systems Biology, Faculty of Biology, and Biotechnology Institute of Asturias, University of Oviedo, Oviedo, Spain.ORCID 0000-0002-0636-365X
Rajeev K VarshneyWA State Agricultural Biotechnology Centre, Centre for Crop & Food Innovation, Food Futures Institute, Murdoch University, Murdoch, WA, Australia.ORCID 0000-0002-4562-9131
Arindam GhatakMolecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Vienna, Austria.ORCID 0000-0003-4706-9841
Wolfram WeckwerthMolecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Vienna, Austria.ORCID 0000-0002-9719-6358

Funding

Austrian Science Fund (FWF, DerWissenschaftsfonds) I 5234
6 · The paper itself

Abstract

Chickpea is the world's fourth largest grown legume crop, which significantly contributes to food security by providing calories and dietary protein globally. However, the increased frequency of drought stress has significantly reduced chickpea production in recent years. Here, we have performed a field experiment with 36 diverse chickpea genotypes to evaluate grain yield, photosynthetic activities and molecular traits related to drought stress. For metabolomics analysis, leaf tissue was collected at three time points representing different pod-filling stages. We identified L-threonic acid, fructose and sugar alcohols involved in chickpea adaptive drought response within the mid-pod-filling stage. A stress susceptibility index for each genotype was calculated to identify tolerance capacity under drought, distributing the 36 genotypes into four categories from best to worst performance. To understand how biochemical mechanisms control different traits for genetic improvement, we performed a differential Jacobian analysis, which unveiled the interplay between various metabolic pathways across three time points, including higher flux towards inositol interconversions, glycolysis for high-performing genotypes, fumarate to malate conversion, and carbon and nitrogen metabolism perturbations. Metabolic GWAS (mGWAS) analysis uncovered gene candidates involved in glycolysis and MEP pathway corroborating with the differential biochemical Jacobian results. Accordingly, this proposed data analysis strategy bridges the gap from pure statistical association to causal biochemical relations by exploiting natural variation. Our study offers new perspectives on the genetic and metabolic understanding of drought tolerance-associated diversity in the chickpea metabolome and led to the identification of metabolic control points that can be also tested in other legume crops.

Indexed as

CicerDroughtsMetabolomeGenome-Wide Association StudyGenotypePlant LeavesStress, PhysiologicalCicer arietinumdata‐driven control analysisLyapunov equationmetabolic GWASmetabolomicsstress susceptibility index (SSI)

Identifiers

PMID39411896
PMCPMC11606430

What Socratic 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 Socratic graph.