Evidence map›Paper›PMID 40559440›Full record

ArticleMetabolites2025

Metabolomic Profiling Reveals PGPR-Driven Drought Tolerance in Contrasting

Asha Rani Sheoran, Nita Lakra, Baljeet Singh Saharan, Annu Luhach, Yogesh K Ahlawat, Rosa Porcel, Jose M Mulet, Prabhakar Singh

Abstract read
In one paragraph

Article in Metabolites, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
  2. Germination and Polishing Reshape Microbial Communities inJournal of agricultural and food chemistry · 2026
    Article
  3. Review
  4. 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.

Asha Rani SheoranDepartment of Molecular Biology & Biotechnology, College of Biotechnology, CCS Haryana Agricultural University, Hisar 125004, India.ORCID 0009-0004-4055-5921
Nita LakraDepartment of Molecular Biology & Biotechnology, College of Biotechnology, CCS Haryana Agricultural University, Hisar 125004, India.ORCID 0000-0002-6043-579X
Baljeet Singh SaharanDepartment of Microbiology, College of Basic Sciences & Humanities, CCS Haryana Agricultural University, Hisar 125004, India.ORCID 0000-0002-4120-2309
Annu LuhachDepartment of Molecular Biology & Biotechnology, College of Biotechnology, CCS Haryana Agricultural University, Hisar 125004, India.
Yogesh K AhlawatDepartment of Biotechnology, University Centre for Research and Development, Chandigarh University, Mohali 140413, India.ORCID 0000-0003-0189-6972
Rosa PorcelInstituto de Biología Molecular y Celular de Plantas (IBMCP), Universitat Politècnica de València-Consejo Superior de Investigaciones Científicas, Avd. de los Naranjos s/n, 46022 Valencia, Spain.ORCID 0000-0001-8068-741X
Jose M MuletInstituto de Biología Molecular y Celular de Plantas (IBMCP), Universitat Politècnica de València-Consejo Superior de Investigaciones Científicas, Avd. de los Naranjos s/n, 46022 Valencia, Spain.ORCID 0000-0002-9087-3838
Prabhakar SinghDepartment of Biotechnology, Sathyabama Institute of Science and Technology, Chennai 600119, India.ORCID 0000-0003-0203-8806

Funding

Chaudhary Charan Singh Haryana Agricultural University, Hisar (India). Department of Molecular Biology and Biotechnology,Haryana State Council for Science Innovation & Technology (HSCSIT) Research Fellowship HSCSIT/2602
6 · The paper itself

Abstract

backgroundDrought stress is a major abiotic factor limiting

methodsMetabolite profiling was conducted using gas chromatography-mass spectrometry (GC-MS) to identify compounds that accumulated differentially across treatments. We applied multivariate statistical methods, such as Partial Least Squares Discriminant Analysis (PLS-DA), hierarchical clustering, and pathway enrichment analysis, to explore metabolic reprogramming.

resultsDrought stress induced significant changes in metabolite profile, particularly increasing the levels of osmoprotectants such as trehalose, glucose, sucrose, proline, and valine. Additionally, alterations in organic acids (malic acid and citric acid) and fatty acids (oleic acid and linoleic acid) were observed. PGPR inoculation further amplified these metabolic responses to enhance the osmotic regulation, reactive oxygen species (ROS) detoxification, and carbon-nitrogen metabolism, with RH-725 displaying a stronger adaptive response. Pathway enrichment analysis revealed that PGPR treatment significantly influenced metabolic pathways related to starch and sucrose metabolism, galactose metabolism, and amino acid biosynthesis, which play critical roles in drought adaptation.

conclusionThese findings provide insights into how PGPR contributes to stress resilience in

Indexed as

drought stressfatty acidsIndian mustardkrebs cyclePGPRprimary metabolism

Identifiers

PMID40559440
PMCPMC12195340

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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.