Impact of root-associated strains of three Paraburkholderia species on primary and secondary metabolism of Brassica oleracea View Full Text


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Article Info

DATE

2021-02-02

AUTHORS

Je-Seung Jeon, Natalia Carreno-Quintero, Henriëtte D. L. M. van Eekelen, Ric C. H. De Vos, Jos M. Raaijmakers, Desalegn W. Etalo

ABSTRACT

Several root-colonizing bacterial species can simultaneously promote plant growth and induce systemic resistance. How these rhizobacteria modulate plant metabolism to accommodate the carbon and energy demand from these two competing processes is largely unknown. Here, we show that strains of three Paraburkholderia species, P. graminis PHS1 (Pbg), P. hospita mHSR1 (Pbh), and P. terricola mHS1 (Pbt), upon colonization of the roots of two Broccoli cultivars led to cultivar-dependent increases in biomass, changes in primary and secondary metabolism and induced resistance against the bacterial leaf pathogen Xanthomonas campestris. Strains that promoted growth led to greater accumulation of soluble sugars in the shoot and particularly fructose levels showed an increase of up to 280-fold relative to the non-treated control plants. Similarly, a number of secondary metabolites constituting chemical and structural defense, including flavonoids, hydroxycinnamates, stilbenoids, coumarins and lignins, showed greater accumulation while other resource-competing metabolite pathways were depleted. High soluble sugar generation, efficient sugar utilization, and suppression or remobilization of resource-competing metabolites potentially contributed to curb the tradeoff between the carbon and energy demanding processes induced by Paraburkholderia-Broccoli interaction. Collectively, our results provide a comprehensive and integrated view of the temporal changes in plant metabolome associated with rhizobacteria-mediated plant growth promotion and induced resistance. More... »

PAGES

2781

References to SciGraph publications

  • 2018-02-16. Allocation of photosynthesized carbon in an intensively farmed winter wheat–soil system as revealed by 14CO2 pulse labelling in SCIENTIFIC REPORTS
  • 2011-10-15. MSClust: a tool for unsupervised mass spectra extraction of chromatography-mass spectrometry ion-wise aligned data in METABOLOMICS
  • 2018-06-13. Involvement of Burkholderiaceae and sulfurous volatiles in disease-suppressive soils in THE ISME JOURNAL: MULTIDISCIPLINARY JOURNAL OF MICROBIAL ECOLOGY
  • 2006-06-27. Gas chromatography mass spectrometry–based metabolite profiling in plants in NATURE PROTOCOLS
  • 2016-03-18. Improved batch correction in untargeted MS-based metabolomics in METABOLOMICS
  • 2012-03-11. Insecticidal and antifungal chemicals produced by plants: a review in ENVIRONMENTAL CHEMISTRY LETTERS
  • 2014-10-07. Metabolic profiling reveals altered sugar and secondary metabolism in response to UGPase overexpression in Populus in BMC PLANT BIOLOGY
  • 2015-10-13. Impacts of root symbiotic associations on interspecific variation in sugar exudation rates and rhizosphere microbial communities: a comparison among four plant families in PLANT AND SOIL
  • 2007-04-05. Untargeted large-scale plant metabolomics using liquid chromatography coupled to mass spectrometry in NATURE PROTOCOLS
  • 2003-10. Differences in rhizosphere carbon-partitioning among plant species of different families in PLANT AND SOIL
  • 2018-02-06. Plant probiotic bacteria Bacillus and Paraburkholderia improve growth, yield and content of antioxidants in strawberry fruit in SCIENTIFIC REPORTS
  • Identifiers

    URI

    http://scigraph.springernature.com/pub.10.1038/s41598-021-82238-9

    DOI

    http://dx.doi.org/10.1038/s41598-021-82238-9

    DIMENSIONS

    https://app.dimensions.ai/details/publication/pub.1135040411

    PUBMED

    https://www.ncbi.nlm.nih.gov/pubmed/33531553


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