Metabolomic Profiling Reveals PGPR-Driven Drought Tolerance in Contrasting <i>Brassica juncea</i> Genotypes

Background: Drought stress is a major abiotic factor limiting <i>Brassica juncea</i> productivity, resulting in significant yield reductions. Plant Growth-Promoting Rhizobacteria (PGPR) have shown potential in enhancing drought tolerance; however, the metabolomic changes associated with...

Full description

Saved in:
Bibliographic Details
Main Authors: Asha Rani Sheoran, Nita Lakra, Baljeet Singh Saharan, Annu Luhach, Yogesh K. Ahlawat, Rosa Porcel, Jose M. Mulet, Prabhakar Singh
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Metabolites
Subjects:
Online Access:https://www.mdpi.com/2218-1989/15/6/416
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1849431849274703872
author Asha Rani Sheoran
Nita Lakra
Baljeet Singh Saharan
Annu Luhach
Yogesh K. Ahlawat
Rosa Porcel
Jose M. Mulet
Prabhakar Singh
author_facet Asha Rani Sheoran
Nita Lakra
Baljeet Singh Saharan
Annu Luhach
Yogesh K. Ahlawat
Rosa Porcel
Jose M. Mulet
Prabhakar Singh
author_sort Asha Rani Sheoran
collection DOAJ
description Background: Drought stress is a major abiotic factor limiting <i>Brassica juncea</i> productivity, resulting in significant yield reductions. Plant Growth-Promoting Rhizobacteria (PGPR) have shown potential in enhancing drought tolerance; however, the metabolomic changes associated with their effects remain largely unexplored. This study examines the metabolic changes induced by a PGPR consortium (<i>Enterobacter hormaechei</i>, <i>Pantoea dispersa</i>, and <i>Acinetobacter</i> sp.) in two contrasting genotypes <i>B. juncea</i> (L.) Czern. ‘RH 725’ (drought tolerant) and <i>B. juncea</i> (L.) Czern. ‘RH-749’ (drought sensitive for drought tolerance, under both control and drought conditions. Methods: Metabolite 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. Results: Drought 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. Conclusion: These findings provide insights into how PGPR contributes to stress resilience in <i>B. juncea</i> by modulating key biochemical pathways. This study provides new molecular insights into the known effect of PGPR for mitigating drought stress in oilseed crops.
format Article
id doaj-art-b52d8cbc4183432dbca43b02a80d4690
institution Kabale University
issn 2218-1989
language English
publishDate 2025-06-01
publisher MDPI AG
record_format Article
series Metabolites
spelling doaj-art-b52d8cbc4183432dbca43b02a80d46902025-08-20T03:27:31ZengMDPI AGMetabolites2218-19892025-06-0115641610.3390/metabo15060416Metabolomic Profiling Reveals PGPR-Driven Drought Tolerance in Contrasting <i>Brassica juncea</i> GenotypesAsha Rani Sheoran0Nita Lakra1Baljeet Singh Saharan2Annu Luhach3Yogesh K. Ahlawat4Rosa Porcel5Jose M. Mulet6Prabhakar Singh7Department of Molecular Biology & Biotechnology, College of Biotechnology, CCS Haryana Agricultural University, Hisar 125004, IndiaDepartment of Molecular Biology & Biotechnology, College of Biotechnology, CCS Haryana Agricultural University, Hisar 125004, IndiaDepartment of Microbiology, College of Basic Sciences & Humanities, CCS Haryana Agricultural University, Hisar 125004, IndiaDepartment of Molecular Biology & Biotechnology, College of Biotechnology, CCS Haryana Agricultural University, Hisar 125004, IndiaDepartment of Biotechnology, University Centre for Research and Development, Chandigarh University, Mohali 140413, IndiaInstituto 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, SpainInstituto 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, SpainDepartment of Biotechnology, Sathyabama Institute of Science and Technology, Chennai 600119, IndiaBackground: Drought stress is a major abiotic factor limiting <i>Brassica juncea</i> productivity, resulting in significant yield reductions. Plant Growth-Promoting Rhizobacteria (PGPR) have shown potential in enhancing drought tolerance; however, the metabolomic changes associated with their effects remain largely unexplored. This study examines the metabolic changes induced by a PGPR consortium (<i>Enterobacter hormaechei</i>, <i>Pantoea dispersa</i>, and <i>Acinetobacter</i> sp.) in two contrasting genotypes <i>B. juncea</i> (L.) Czern. ‘RH 725’ (drought tolerant) and <i>B. juncea</i> (L.) Czern. ‘RH-749’ (drought sensitive for drought tolerance, under both control and drought conditions. Methods: Metabolite 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. Results: Drought 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. Conclusion: These findings provide insights into how PGPR contributes to stress resilience in <i>B. juncea</i> by modulating key biochemical pathways. This study provides new molecular insights into the known effect of PGPR for mitigating drought stress in oilseed crops.https://www.mdpi.com/2218-1989/15/6/416PGPRIndian mustarddrought stressprimary metabolismkrebs cyclefatty acids
spellingShingle Asha Rani Sheoran
Nita Lakra
Baljeet Singh Saharan
Annu Luhach
Yogesh K. Ahlawat
Rosa Porcel
Jose M. Mulet
Prabhakar Singh
Metabolomic Profiling Reveals PGPR-Driven Drought Tolerance in Contrasting <i>Brassica juncea</i> Genotypes
Metabolites
PGPR
Indian mustard
drought stress
primary metabolism
krebs cycle
fatty acids
title Metabolomic Profiling Reveals PGPR-Driven Drought Tolerance in Contrasting <i>Brassica juncea</i> Genotypes
title_full Metabolomic Profiling Reveals PGPR-Driven Drought Tolerance in Contrasting <i>Brassica juncea</i> Genotypes
title_fullStr Metabolomic Profiling Reveals PGPR-Driven Drought Tolerance in Contrasting <i>Brassica juncea</i> Genotypes
title_full_unstemmed Metabolomic Profiling Reveals PGPR-Driven Drought Tolerance in Contrasting <i>Brassica juncea</i> Genotypes
title_short Metabolomic Profiling Reveals PGPR-Driven Drought Tolerance in Contrasting <i>Brassica juncea</i> Genotypes
title_sort metabolomic profiling reveals pgpr driven drought tolerance in contrasting i brassica juncea i genotypes
topic PGPR
Indian mustard
drought stress
primary metabolism
krebs cycle
fatty acids
url https://www.mdpi.com/2218-1989/15/6/416
work_keys_str_mv AT asharanisheoran metabolomicprofilingrevealspgprdrivendroughttoleranceincontrastingibrassicajunceaigenotypes
AT nitalakra metabolomicprofilingrevealspgprdrivendroughttoleranceincontrastingibrassicajunceaigenotypes
AT baljeetsinghsaharan metabolomicprofilingrevealspgprdrivendroughttoleranceincontrastingibrassicajunceaigenotypes
AT annuluhach metabolomicprofilingrevealspgprdrivendroughttoleranceincontrastingibrassicajunceaigenotypes
AT yogeshkahlawat metabolomicprofilingrevealspgprdrivendroughttoleranceincontrastingibrassicajunceaigenotypes
AT rosaporcel metabolomicprofilingrevealspgprdrivendroughttoleranceincontrastingibrassicajunceaigenotypes
AT josemmulet metabolomicprofilingrevealspgprdrivendroughttoleranceincontrastingibrassicajunceaigenotypes
AT prabhakarsingh metabolomicprofilingrevealspgprdrivendroughttoleranceincontrastingibrassicajunceaigenotypes