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Ford JJ, Santos-Aberturas J, Hems ES, Sallmen JW, Bögeholz LAK, Polturak G, Osbourn A, Wright JA, Rodnina MV, Vereecke D, Francis IM, Truman AW. Identification of the lydiamycin biosynthetic gene cluster in a plant pathogen guides structural revision and identification of molecular target. Proc Natl Acad Sci U S A 2025; 122:e2424388122. [PMID: 40388608 DOI: 10.1073/pnas.2424388122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2024] [Accepted: 04/07/2025] [Indexed: 05/21/2025] Open
Abstract
The natural products actinonin and matlystatin feature an N-hydroxy-2-pentyl-succinamyl (HPS) chemophore that facilitates metal chelation and confers their metalloproteinase inhibitory activity. Actinonin is the most potent natural inhibitor of peptide deformylase (PDF) and exerts antimicrobial and herbicidal bioactivity by disrupting protein synthesis. Here, we used a genomics-led approach to identify candidate biosynthetic gene clusters (BGCs) hypothesized to produce HPS-containing natural products. We show that one of these BGCs is on the pathogenicity megaplasmid of the plant pathogen Rhodococcus fascians and produces lydiamycin A, a macrocyclic pentapeptide. The presence of genes predicted to make an HPS-like chemophore informed the structural recharacterization of lydiamycin via NMR and crystallography to show that it features a rare 2-pentyl-succinyl chemophore. We demonstrate that lydiamycin A inhibits bacterial PDF in vitro and show that a cluster-situated PDF gene confers resistance to lydiamycin A, representing an uncommon self-immunity mechanism associated with the production of a PDF inhibitor. In planta competition assays showed that lydiamycin enhances the fitness of R. fascians during plant colonization. This study highlights how a BGC can inform the structure, biochemical target, and ecological function of a natural product.
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Affiliation(s)
- Jonathan J Ford
- Department of Molecular Microbiology, John Innes Centre, Norwich NR4 7UH, United Kingdom
| | - Javier Santos-Aberturas
- Department of Molecular Microbiology, John Innes Centre, Norwich NR4 7UH, United Kingdom
- Centre for Microbial Interactions, Norwich NR4 7UG, United Kingdom
| | - Edward S Hems
- Department of Molecular Microbiology, John Innes Centre, Norwich NR4 7UH, United Kingdom
- Centre for Microbial Interactions, Norwich NR4 7UG, United Kingdom
| | - Joseph W Sallmen
- Department of Molecular Microbiology, John Innes Centre, Norwich NR4 7UH, United Kingdom
| | - Lena A K Bögeholz
- Department of Physical Biochemistry, Max Planck Institute for Multidisciplinary Sciences, Göttingen 37077, Germany
| | - Guy Polturak
- Department of Biochemistry and Metabolism, John Innes Centre, Norwich NR4 7UH, United Kingdom
| | - Anne Osbourn
- Department of Biochemistry and Metabolism, John Innes Centre, Norwich NR4 7UH, United Kingdom
| | - Joseph A Wright
- School of Chemistry, University of East Anglia, Norwich NR4 7TJ, United Kingdom
| | - Marina V Rodnina
- Department of Physical Biochemistry, Max Planck Institute for Multidisciplinary Sciences, Göttingen 37077, Germany
| | - Danny Vereecke
- School of Nursing, Howest University of Applied Sciences, Bruges 8200, Belgium
| | - Isolde M Francis
- Department of Biology, California State University, Bakersfield, CA 93311
| | - Andrew W Truman
- Department of Molecular Microbiology, John Innes Centre, Norwich NR4 7UH, United Kingdom
- Centre for Microbial Interactions, Norwich NR4 7UG, United Kingdom
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2
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Yan G, Qiao C, Liu Z, Bohu T, Wang J, Zhang G, Bai Z, Zhuang X. Fugitive gases reduction and carbon sequestration potential of ecological floating beds. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2025; 383:125341. [PMID: 40262495 DOI: 10.1016/j.jenvman.2025.125341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2024] [Revised: 03/15/2025] [Accepted: 04/10/2025] [Indexed: 04/24/2025]
Abstract
Ecological floating beds (EFBs) are widely utilized as a green, cost-effective, and efficient technology for biologicalwater treatment in ponds, rivers, and secondary treatment of wastewater plant effluents. However, their potential for greenhouse gas (GHG) absorption and transformation is often overlooked. This paper begins by summarizing the accounting and emission status of GHGs from wastewater treatment plants (WWTPs), reviewing plant-microbial interactions in the phyllosphere and rhizosphere, and exploring plant-microbial-mediated transformations of carbon and nitrogen cycles. Special attention is given to variations in carbon and nitrogen cycling intensities within the plant phyllosphere and rhizosphere under warm and humid conditions with elevated GHG concentrations. We propose an exploratory approach using Ecological Floating Beds-Greenhouse (EFBs-GH) to absorb and transform fugitive gases from biochemical tanks, while enhancing sewage treatment efficiency. The study investigates the advantages and potential of EFBs for carbon sequestration and efficiency improvement in WWTPs, aiming to provide technical solutions and theoretical foundations for reducing fugitive gas emissions, including GHGs and odorous gases, etc., from concentrated sources such as WWTPs.
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Affiliation(s)
- Gaojun Yan
- Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing, 100085, China; University of Chinese Academy of Sciences, Beijing, 100049, China; Binzhou Institute of Technology, Binzhou, Shandong, 256600, China.
| | - Chisong Qiao
- Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing, 100085, China; Binzhou Institute of Technology, Binzhou, Shandong, 256600, China; Zhengzhou University, Zhengzhou, 450001, China.
| | - Ziyan Liu
- Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing, 100085, China; University of Chinese Academy of Sciences, Beijing, 100049, China.
| | - Tsing Bohu
- Xiongan Institute of Innovation, Xiongan New Area, 071000, China.
| | - Jiancheng Wang
- Binzhou Institute of Technology, Binzhou, Shandong, 256600, China.
| | | | - Zhihui Bai
- Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing, 100085, China; University of Chinese Academy of Sciences, Beijing, 100049, China.
| | - Xuliang Zhuang
- Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing, 100085, China; University of Chinese Academy of Sciences, Beijing, 100049, China.
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Zhang S, Huang Y, Nachawati R, Huber P, Walther G, Gregor L, Vilotijević I, Stallforth P. Pangenome Analysis of the Plant Pathogen Pseudomonas syringae Reveals Unique Natural Products for Niche Adaptation. Angew Chem Int Ed Engl 2025:e202503679. [PMID: 40192321 DOI: 10.1002/anie.202503679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2025] [Revised: 03/12/2025] [Accepted: 03/21/2025] [Indexed: 05/04/2025]
Abstract
Pseudomonas syringae is a soil-dwelling bacterium that exhibits remarkable niche adaptability, and it is known for its devastating impact as a plant pathogen. This bacterium has an outstanding capability to produce a wide array of biologically active natural products. P. syringae coexists with amoebal predators and fungal strains, which drives the production of secondary metabolites for predator evasion in addition to niche adaptation. In this study, we conducted a broad pangenomic analysis of 18 taxonomically distinct P. syringae strains, leading to the identification of 231 biosynthetic gene clusters (BGCs). Among these, nonribosomal peptide synthetases (NRPSs) were particularly abundant, indicating their potential significance within this ecological context. We discovered and elucidated the structures of two novel classes of bioactive compounds, the syrilipamides and chlorosecimides. Furthermore, a bioinformatic analysis enabled the identification of an undescribed halogenase, SecA, essential for the chlorination of secimide A. We observed that syrilipamides and secimides and in particular mixtures thereof, exhibit amoebicidal activities. Additionally, secimides showed selective antifungal activity. These findings provide valuable insights into the ecological roles of P. syringae natural products and highlight their potential for biotechnological and therapeutic applications.
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Affiliation(s)
- Shuaibing Zhang
- Department of Paleobiotechnology, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11a, D-07745, Jena, Germany
| | - Ying Huang
- Department of Paleobiotechnology, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11a, D-07745, Jena, Germany
| | - Raed Nachawati
- Department of Paleobiotechnology, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11a, D-07745, Jena, Germany
| | - Philipp Huber
- Department of Paleobiotechnology, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11a, D-07745, Jena, Germany
| | - Grit Walther
- National Reference Center for Invasive Fungal Infections, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11a, D-07745, Jena, Germany
| | - Lucas Gregor
- Institute of Organic Chemistry and Macromolecular Chemistry, Friedrich Schiller University Jena, Humboldtstraße 10, D-07743, Jena, Germany
| | - Ivan Vilotijević
- Institute of Organic Chemistry and Macromolecular Chemistry, Friedrich Schiller University Jena, Humboldtstraße 10, D-07743, Jena, Germany
- Cluster of Excellence Balance of the Microverse, Friedrich Schiller University Jena, Fürstengraben 1, D-07743, Jena, Germany
| | - Pierre Stallforth
- Department of Paleobiotechnology, Leibniz Institute for Natural Product Research and Infection Biology - Hans Knöll Institute, Beutenbergstraße 11a, D-07745, Jena, Germany
- Institute of Organic Chemistry and Macromolecular Chemistry, Friedrich Schiller University Jena, Humboldtstraße 10, D-07743, Jena, Germany
- Cluster of Excellence Balance of the Microverse, Friedrich Schiller University Jena, Fürstengraben 1, D-07743, Jena, Germany
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4
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Gourion B. Plant growth promotion through repression of defenses by leaf microbiota. Cell Host Microbe 2025; 33:325-326. [PMID: 40081331 DOI: 10.1016/j.chom.2025.02.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2025] [Accepted: 02/11/2025] [Indexed: 03/16/2025]
Abstract
Plant development can be drastically stimulated by beneficial microorganisms. However, the underlying mechanisms are not always understood. In this issue of Cell Host & Microbe, Castrillo et al. investigated this question and uncovered that leaf-associated bacteria can stimulate individual leaf development through their influence on the growth-defense trade-off.
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Affiliation(s)
- Benjamin Gourion
- Laboratoire des Interactions Plantes-Microbes-Environnement (LIPME), Université de Toulouse, INRAE, CNRS, Castanet-Tolosan 31326, France.
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Chao S, Chen Y, Wu J, Zhang Y, Song L, Li P, Sun Y, Hu Y, Wang H, Jiang Y, Lv B. Exserohilum turcicum Alters Phyllosphere Microbiome Diversity and Functions-Implications for Plant Health Management. Microorganisms 2025; 13:524. [PMID: 40142417 PMCID: PMC11944305 DOI: 10.3390/microorganisms13030524] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2025] [Revised: 02/20/2025] [Accepted: 02/25/2025] [Indexed: 03/28/2025] Open
Abstract
The phyllosphere represents the largest biological surface on Earth and serves as an untapped reservoir of functional microbiota. The phyllosphere microbiome has the potential to mitigate plant diseases; however, limited information exists regarding its role in maintaining plant health. In this study, metagenomic sequencing was employed to analyze the microbiomes of the adaxial and abaxial leaf surfaces of healthy (CKWT) and diseased (EWT) maize, with the aim of dissecting the influence of Exserohilum turcicum on phyllosphere microbiome function. E. turcicum altered the alpha and beta diversity of the phyllosphere microbiome, with the Shannon diversity and Chao1 index values significantly reduced in EWT. More beneficial microbes accumulated in the CKWT phyllosphere, whereas pathogenic microbes decreased. E. turcicum may have altered the balance between commensal and pathogenic microorganisms. The species and abundances of microorganisms on the two sets of leaf surfaces were also altered after inoculation with E. turcicum. Further analysis of disease-resistance-related metabolic pathways and abundances of antibiotic-resistance genes revealed that E. turcicum altered the abundance of the functional microbiome and modified the microbiome differences between adaxial and abaxial leaf surfaces. In conclusion, the results reveal that microbial diversity in the maize phyllosphere can influence the microbiome and regulate microbial functions to support plant health. These findings enhance our understanding of how E. turcicum affects the phyllosphere microbiome and provide a theoretical basis for biological control of E. turcicum.
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Affiliation(s)
- Shengqian Chao
- Key Laboratory of Agricultural Genetics and Breeding, Biotechnology Research Institute, Shanghai Academy of Agricultural Sciences, Shanghai 201106, China; (S.C.); (Y.C.); (Y.Z.); (L.S.); (P.L.); (Y.S.)
- Key Laboratory for Safety Assessment (Environment) of Agricultural Genetically Modified Organisms, Ministry of Agriculture and Rural Affairs, Beijing 100125, China
- Shanghai Professional Technology Service Platform of Agricultural Biosafety Evaluation and Testing, Shanghai 201106, China
| | - Yifan Chen
- Key Laboratory of Agricultural Genetics and Breeding, Biotechnology Research Institute, Shanghai Academy of Agricultural Sciences, Shanghai 201106, China; (S.C.); (Y.C.); (Y.Z.); (L.S.); (P.L.); (Y.S.)
- Key Laboratory for Safety Assessment (Environment) of Agricultural Genetically Modified Organisms, Ministry of Agriculture and Rural Affairs, Beijing 100125, China
- Shanghai Professional Technology Service Platform of Agricultural Biosafety Evaluation and Testing, Shanghai 201106, China
| | - Jiandong Wu
- National Engineering Laboratory of Crop Stress Resistance Breeding, School of Life Sciences, Anhui Agricultural University, Hefei 230036, China;
| | - Yin Zhang
- Key Laboratory of Agricultural Genetics and Breeding, Biotechnology Research Institute, Shanghai Academy of Agricultural Sciences, Shanghai 201106, China; (S.C.); (Y.C.); (Y.Z.); (L.S.); (P.L.); (Y.S.)
- Key Laboratory for Safety Assessment (Environment) of Agricultural Genetically Modified Organisms, Ministry of Agriculture and Rural Affairs, Beijing 100125, China
- Shanghai Professional Technology Service Platform of Agricultural Biosafety Evaluation and Testing, Shanghai 201106, China
| | - Lili Song
- Key Laboratory of Agricultural Genetics and Breeding, Biotechnology Research Institute, Shanghai Academy of Agricultural Sciences, Shanghai 201106, China; (S.C.); (Y.C.); (Y.Z.); (L.S.); (P.L.); (Y.S.)
- Key Laboratory for Safety Assessment (Environment) of Agricultural Genetically Modified Organisms, Ministry of Agriculture and Rural Affairs, Beijing 100125, China
- Shanghai Professional Technology Service Platform of Agricultural Biosafety Evaluation and Testing, Shanghai 201106, China
| | - Peng Li
- Key Laboratory of Agricultural Genetics and Breeding, Biotechnology Research Institute, Shanghai Academy of Agricultural Sciences, Shanghai 201106, China; (S.C.); (Y.C.); (Y.Z.); (L.S.); (P.L.); (Y.S.)
- Key Laboratory for Safety Assessment (Environment) of Agricultural Genetically Modified Organisms, Ministry of Agriculture and Rural Affairs, Beijing 100125, China
- Shanghai Professional Technology Service Platform of Agricultural Biosafety Evaluation and Testing, Shanghai 201106, China
| | - Yu Sun
- Key Laboratory of Agricultural Genetics and Breeding, Biotechnology Research Institute, Shanghai Academy of Agricultural Sciences, Shanghai 201106, China; (S.C.); (Y.C.); (Y.Z.); (L.S.); (P.L.); (Y.S.)
- Key Laboratory for Safety Assessment (Environment) of Agricultural Genetically Modified Organisms, Ministry of Agriculture and Rural Affairs, Beijing 100125, China
- Shanghai Professional Technology Service Platform of Agricultural Biosafety Evaluation and Testing, Shanghai 201106, China
| | - Yingxiong Hu
- CIMMYT-China Specialty Maize Research Center, Shanghai 201403, China; (Y.H.); (H.W.)
| | - Hui Wang
- CIMMYT-China Specialty Maize Research Center, Shanghai 201403, China; (Y.H.); (H.W.)
| | - Yuping Jiang
- College of Ecological Technology and Engineering, Shanghai Institute of Technology, Shanghai 201418, China
| | - Beibei Lv
- Key Laboratory of Agricultural Genetics and Breeding, Biotechnology Research Institute, Shanghai Academy of Agricultural Sciences, Shanghai 201106, China; (S.C.); (Y.C.); (Y.Z.); (L.S.); (P.L.); (Y.S.)
- Key Laboratory for Safety Assessment (Environment) of Agricultural Genetically Modified Organisms, Ministry of Agriculture and Rural Affairs, Beijing 100125, China
- Shanghai Professional Technology Service Platform of Agricultural Biosafety Evaluation and Testing, Shanghai 201106, China
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de Oliveira ACFM, Vieira BD, de Felício R, Silva LDSE, Veras AADO, Graças DAD, Silva A, Azevedo Baraúna R, Barretto Barbosa Trivella D, Schneider MPC. A metabologenomics approach reveals the unexplored biosynthetic potential of bacteria isolated from an Amazon Conservation Unit. Microbiol Spectr 2025; 13:e0099624. [PMID: 39656018 PMCID: PMC11705897 DOI: 10.1128/spectrum.00996-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 11/05/2024] [Indexed: 01/11/2025] Open
Abstract
The Amazon, an important biodiversity hotspot, remains poorly explored in terms of its microbial diversity and biotechnological potential. The present study characterized the metabolic potential of Gram-positive strains of the Actinomycetes and Bacilli classes isolated from soil samples of an Amazon Conservation Unit. The sequencing of the 16S rRNA gene classified the strains ACT015, ACT016, and FIR094 within the genera Streptomyces, Rhodococcus, and Brevibacillus, respectively. Genome mining identified 33, 17, and 14 biosynthetic gene clusters (BGCs) in these strains, including pathways for the biosynthesis of antibiotic and antitumor agents. Additionally, 40 BGCs (62,5% of the total BGCs) were related to unknown metabolites. The OSMAC approach and untargeted metabolomics analysis revealed a plethora of metabolites under laboratory conditions, underscoring the untapped chemical diversity and biotechnological potential of these isolates. Our findings illustrated the efficacy of the metabologenomics approach in elucidating secondary metabolism and selecting BGCs with chemical novelty.IMPORTANCEThe largest rainforest in the world is globally recognized for its biodiversity. However, until now, few studies have been conducted to prospect natural products from the Amazon microbiome. In this work, we isolated three free-living bacterial species from the microbiome of pristine soils and used two high-throughput technologies to reveal the vast unexplored repertoire of secondary metabolites produced by these microorganisms.
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Affiliation(s)
- Ana Carolina Favacho Miranda de Oliveira
- Biological Engineering Laboratory, Innovation Space, Guamá Science and Technology Park, Belém, Pará, Brazil
- Center of Genomics and Systems Biology, Institute of Biological Sciences, Federal University of Pará, Belém, Pará, Brazil
| | - Bruna Domingues Vieira
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, São Paulo, Brazil
| | - Rafael de Felício
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, São Paulo, Brazil
| | - Lucas da Silva e Silva
- Center of Genomics and Systems Biology, Institute of Biological Sciences, Federal University of Pará, Belém, Pará, Brazil
| | | | - Diego Assis das Graças
- Biological Engineering Laboratory, Innovation Space, Guamá Science and Technology Park, Belém, Pará, Brazil
| | - Artur Silva
- Biological Engineering Laboratory, Innovation Space, Guamá Science and Technology Park, Belém, Pará, Brazil
| | - Rafael Azevedo Baraúna
- Biological Engineering Laboratory, Innovation Space, Guamá Science and Technology Park, Belém, Pará, Brazil
| | - Daniela Barretto Barbosa Trivella
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, São Paulo, Brazil
| | - Maria Paula Cruz Schneider
- Biological Engineering Laboratory, Innovation Space, Guamá Science and Technology Park, Belém, Pará, Brazil
- Center of Genomics and Systems Biology, Institute of Biological Sciences, Federal University of Pará, Belém, Pará, Brazil
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Ahmad M, Tahir M, Hong Z, Zia MA, Rafeeq H, Ahmad MS, Rehman SU, Sun J. Plant and marine-derived natural products: sustainable pathways for future drug discovery and therapeutic development. Front Pharmacol 2025; 15:1497668. [PMID: 39834812 PMCID: PMC11743463 DOI: 10.3389/fphar.2024.1497668] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2024] [Accepted: 12/09/2024] [Indexed: 01/22/2025] Open
Abstract
Plant- and marine-derived natural products are rich sources of bioactive compounds essential for drug discovery. These compounds contain complex mixtures of metabolites, which collectively contribute to their pharmacological properties. However, challenges arise in the isolation of individual bioactive compounds, owing to their intricate chemistry and low abundance in natural extracts. Despite these limitations, numerous plant and marine-derived compounds have achieved regulatory approval, particularly for treating cancer and infectious diseases. This review explores the therapeutic potential of plant and marine sources along with innovative extraction and isolation methods that support sustainable drug development. Future perspectives will highlight the role of responsible innovation, artificial intelligence, and machine learning in advancing drug discovery, underscoring the importance of continued research to meet global health needs.
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Affiliation(s)
- Muhammad Ahmad
- Guangdong Cardiovascular Institute, Guangdong Provincial People’s Hospital-Ganzhou Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
- Institute of Physiology and Pharmacology, Faculty of Veterinary Science, University of Agriculture Faisalabad, Faisalabad, Pakistan
| | - Maleha Tahir
- Guangdong Cardiovascular Institute, Guangdong Provincial People’s Hospital-Ganzhou Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Zibin Hong
- Guangdong Cardiovascular Institute, Guangdong Provincial People’s Hospital-Ganzhou Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Muhammad Anjum Zia
- Enzyme Biotechnology Lab, Department of Biochemistry, University of Agriculture Faisalabad, Faisalabad, Pakistan
| | - Hamza Rafeeq
- Enzyme Biotechnology Lab, Department of Biochemistry, University of Agriculture Faisalabad, Faisalabad, Pakistan
| | - Muhammad Shaheez Ahmad
- Enzyme Biotechnology Lab, Department of Biochemistry, University of Agriculture Faisalabad, Faisalabad, Pakistan
| | - Saif ur Rehman
- Guangdong Cardiovascular Institute, Guangdong Provincial People’s Hospital-Ganzhou Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Junming Sun
- Laboratory Animal Center, Guangxi Medical University, Nanning, Guangxi, China
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Schlechter RO, Remus‐Emsermann MNP. Differential Responses of Methylobacterium and Sphingomonas Species to Multispecies Interactions in the Phyllosphere. Environ Microbiol 2025; 27:e70025. [PMID: 39792582 PMCID: PMC11722692 DOI: 10.1111/1462-2920.70025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2024] [Revised: 11/06/2024] [Accepted: 11/29/2024] [Indexed: 01/12/2025]
Abstract
The leaf surface, known as the phylloplane, presents an oligotrophic and heterogeneous environment due to its topography and uneven distribution of resources. Although it is a challenging environment, leaves support abundant bacterial communities that are spatially structured. However, the factors influencing these spatial distribution patterns are not well understood. To study the changes in population density and spatial distribution of bacteria in synthetic communities, the behaviour of two common bacterial groups in the Arabidopsis thaliana leaf microbiota-Methylobacterium (methylobacteria) and Sphingomonas (sphingomonads)-was examined. Using synthetic communities consisting of two or three species, the hypothesis was tested that the presence of a third species affects the density and spatial interaction of the other two species. Results indicated that methylobacteria exhibit greater sensitivity to changes in population densities and spatial patterns, with higher intra-genus competition and lower densities and aggregation compared to sphingomonads. Pairwise comparisons were insufficient to explain the shifts observed in three-species communities, suggesting that higher-order interactions influence the structuring of complex communities. This emphasises the role of multispecies interactions in determining spatial patterns and community dynamics on the phylloplane.
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Affiliation(s)
- R. O. Schlechter
- Institute of Microbiology and Dahlem Centre of Plant Sciences, Department of Biology, Chemistry, PharmacyFreie Universität BerlinBerlinGermany
- School of Biological Sciences and Biomolecular Interaction Centre and Bioprotection Research CoreUniversity of CanterburyChristchurchNew Zealand
| | - M. N. P. Remus‐Emsermann
- Institute of Microbiology and Dahlem Centre of Plant Sciences, Department of Biology, Chemistry, PharmacyFreie Universität BerlinBerlinGermany
- School of Biological Sciences and Biomolecular Interaction Centre and Bioprotection Research CoreUniversity of CanterburyChristchurchNew Zealand
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9
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Chesneau G, Herpell J, Garrido-Oter R, Hacquard S. From synthetic communities to synthetic ecosystems: exploring causalities in plant-microbe-environment interactions. THE NEW PHYTOLOGIST 2025; 245:496-502. [PMID: 39501565 DOI: 10.1111/nph.20250] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/25/2024] [Accepted: 10/14/2024] [Indexed: 12/20/2024]
Abstract
The plant microbiota research field has rapidly shifted from efforts aimed at gaining a descriptive understanding of microbiota composition to a focus on acquiring mechanistic insights into microbiota functions and assembly rules. This evolution was driven by our ability to establish comprehensive collections of plant-associated microbes and to reconstruct meaningful microbial synthetic communities (SynComs). We argue that this powerful deconstruction-reconstruction strategy can be used to reconstitute increasingly complex synthetic ecosystems (SynEcos) and mechanistically understand high-level biological organization. The transitioning from simple to more advanced, fully tractable and programmable gnotobiotic SynEcos is ongoing and aims at rationally simplifying natural ecosystems by engineering them. Such reconstitution ecology approaches represent an untapped strategy for bridging the gap between ecology and functional biology and for unraveling plant-microbiota-environment mechanisms that modulate ecosystem health, assembly, and functioning.
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Affiliation(s)
- Guillaume Chesneau
- Department of Plant Microbe Interactions, Max Planck Institute for Plant Breeding Research, 50829, Cologne, Germany
| | - Johannes Herpell
- Department of Plant Microbe Interactions, Max Planck Institute for Plant Breeding Research, 50829, Cologne, Germany
| | - Rubén Garrido-Oter
- Department of Plant Microbe Interactions, Max Planck Institute for Plant Breeding Research, 50829, Cologne, Germany
- Cluster of Excellence on Plant Sciences (CEPLAS), Max Planck Institute for Plant Breeding Research, 50829, Cologne, Germany
- Earlham Institute, Norwich Research Park, NR4 7UZ, Norwich, UK
| | - Stéphane Hacquard
- Department of Plant Microbe Interactions, Max Planck Institute for Plant Breeding Research, 50829, Cologne, Germany
- Cluster of Excellence on Plant Sciences (CEPLAS), Max Planck Institute for Plant Breeding Research, 50829, Cologne, Germany
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10
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Wang L, Jia J, Su Q, Cao H, Jia S, Si H, Cao Z, Ma S, Xing J, Zhang K, Dong J. Root-associated microbial diversity and metabolomics in maize resistance to stalk rot. Front Microbiol 2024; 15:1468627. [PMID: 39726971 PMCID: PMC11669678 DOI: 10.3389/fmicb.2024.1468627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Accepted: 10/28/2024] [Indexed: 12/28/2024] Open
Abstract
As one of the three major food crops in the world, maize plays a significant role in alleviating the food crisis. Maize stalk rot can reduce maize yield and mechanical harvesting efficiency. In addition, mycotoxins such as Deoxynivalenol (DON) and Zearalenone (ZEN) produced by maize stalk rot pathogens can also harm livestock and human health. Maize stalk rot is an infection of the whole growth period, and there are no effective control measures at present. Therefore, it is of great significant to study the pathogenesis and control mechanism of stalk rot from multiple perspectives. In the present study, root and rhizosphere soil of disease-resistant inbred line Y853 and disease-susceptible inbred line Q478 were collected at the dough stage (R4) and maturity stage (R6) of maize, respectively. The effects of resistant/susceptible inbred line on soil microorganisms were analyzed by amplicon sequences and metabolomics. The results showed that there was different microbial community composition from different inbred lines in different growth stages. Specifically, the abundance of Arthrobacter, Streptomyces and Bacillus in R4 rhizosphere soil was higher than that of R6, while the rhizosphere fungal composition of LR853 was significantly different from that of the other three compartments. Co-occurrence network analysis showed that the pathogen Fusarium had the highest degree centrality and closeness centrality in the DR478. Moreover, metabolomics analysis showed that four main metabolic pathways were significantly enriched, and 15 metabolites were upgrade in resistant inbred line. Furthermore, microbes, especially fungi, also were related to these 15 metabolites. Our results revealed that maize resistance to stalk rot is closely related to root-associated microbiota and rhizospheric metabolites, which would be a new perspective of phytopathogenic biocontrol.
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Affiliation(s)
- Liming Wang
- State Key Laboratory of North China Crop Improvement and Regulation, Hebei Agricultural University, Baoding, China
- Hebei Key Laboratory of Plant Physiology and Molecular Pathology, Hebei Agricultural University, Baoding, China
- College of Plant Protection, Hebei Agricultural University, Baoding, China
| | - Jiao Jia
- Institute of Plant Protection, Jilin Academy of Agricultural Sciences, Changchun, China
- Key Laboratory of Integrated Crop Pest Management in Northeast China, Ministry of Agriculture and Rural Affairs, Changchun, China
| | - Qianfu Su
- Institute of Plant Protection, Jilin Academy of Agricultural Sciences, Changchun, China
- Key Laboratory of Integrated Crop Pest Management in Northeast China, Ministry of Agriculture and Rural Affairs, Changchun, China
| | - Hongzhe Cao
- Hebei Key Laboratory of Plant Physiology and Molecular Pathology, Hebei Agricultural University, Baoding, China
- College of Life Sciences, Hebei Agricultural University, Baoding, China
| | - Shiqi Jia
- Hebei Key Laboratory of Plant Physiology and Molecular Pathology, Hebei Agricultural University, Baoding, China
- College of Life Sciences, Hebei Agricultural University, Baoding, China
| | - Helong Si
- Hebei Key Laboratory of Plant Physiology and Molecular Pathology, Hebei Agricultural University, Baoding, China
- College of Life Sciences, Hebei Agricultural University, Baoding, China
| | - Zhiyan Cao
- State Key Laboratory of North China Crop Improvement and Regulation, Hebei Agricultural University, Baoding, China
- Hebei Key Laboratory of Plant Physiology and Molecular Pathology, Hebei Agricultural University, Baoding, China
- College of Plant Protection, Hebei Agricultural University, Baoding, China
| | - Shujie Ma
- State Key Laboratory of North China Crop Improvement and Regulation, Hebei Agricultural University, Baoding, China
- Hebei Key Laboratory of Plant Physiology and Molecular Pathology, Hebei Agricultural University, Baoding, China
- College of Plant Protection, Hebei Agricultural University, Baoding, China
| | - Jihong Xing
- State Key Laboratory of North China Crop Improvement and Regulation, Hebei Agricultural University, Baoding, China
- Hebei Key Laboratory of Plant Physiology and Molecular Pathology, Hebei Agricultural University, Baoding, China
- College of Life Sciences, Hebei Agricultural University, Baoding, China
| | - Kang Zhang
- State Key Laboratory of North China Crop Improvement and Regulation, Hebei Agricultural University, Baoding, China
- Hebei Key Laboratory of Plant Physiology and Molecular Pathology, Hebei Agricultural University, Baoding, China
- College of Life Sciences, Hebei Agricultural University, Baoding, China
| | - Jingao Dong
- State Key Laboratory of North China Crop Improvement and Regulation, Hebei Agricultural University, Baoding, China
- Hebei Key Laboratory of Plant Physiology and Molecular Pathology, Hebei Agricultural University, Baoding, China
- College of Plant Protection, Hebei Agricultural University, Baoding, China
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11
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Huang W, Jiao X, Hua L, Kang Q, Zhang L, Luo X, Bai L. Harnessing the microbial interactions from Apocynum venetum phyllosphere for natural product discovery. Synth Syst Biotechnol 2024; 10:262-270. [PMID: 39640290 PMCID: PMC11617933 DOI: 10.1016/j.synbio.2024.11.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2024] [Revised: 10/30/2024] [Accepted: 11/05/2024] [Indexed: 12/07/2024] Open
Abstract
Natural products (NPs) afforded by living-beings, especially by microscopic species, represent invaluable and indispensable reservoirs for drug leads in clinical practice. With the rapid advancement in sequencing technology and bioinformatics, the ever-increasing number of microbial biosynthetic gene clusters (BGCs) were decrypted, while a great deal of BGCs remain cryptic or inactive under standard laboratory culture conditions. Addressing this dilemma requires innovative tactics to awaken quiescence of BGCs by releasing the potential of microbial secondary metabolism for mining novel NPs. In this study, a universal strategy was proposed to induce the expression of silent BGCs by leveraging the dynamic interactions among coexisting microbial neighbors within a microbiota. This approach involves the deconstruction/reconstruction of binary interactions among the coexisting neighbors to create a pipeline for BGCs arousing. Coupled with the acquisition of 2760 microbial individuals from the Apocynum venetum (Luobuma, LBM) phyllosphere in a successive dilution procedure, 44 culturable isolates were screened using binary interaction, in which 12.6 % pairs demonstrated potent mutual interacting effects. Furthermore, after selecting the four most promising isolates, a full-scale metabolic inspection was conducted, in which 25.3 % of the interacting pairs showcased significant metabolomic variations with de-cryptic activities. Notably, with the aid of visualization of IMS technology, one of the physiologically functional entities, the bactericidal agent resistomycin, was elucidated from the core interacting pair between the co-culture of the Streptomyces sp. LBM_605 and the Rhodococcus sp. LBM_791. This study highlights the intrinsic interactions among coexisting microorganisms within a phyllosphere microbiota as novel avenues for exploring and harnessing NPs.
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Affiliation(s)
- Wei Huang
- College of Life Science and Technology & Xinjiang Production & Construction Corps Key Laboratory of Protection and Utilization of Biological Resources in Tarim Basin, Tarim University, Alar, 843300, Xinjiang, People's Republic of China
| | - Xingzhi Jiao
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, 200240, Shanghai, People's Republic of China
| | - Lingqi Hua
- College of Life Science and Technology & Xinjiang Production & Construction Corps Key Laboratory of Protection and Utilization of Biological Resources in Tarim Basin, Tarim University, Alar, 843300, Xinjiang, People's Republic of China
| | - Qianjin Kang
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, 200240, Shanghai, People's Republic of China
| | - Lili Zhang
- College of Life Science and Technology & Xinjiang Production & Construction Corps Key Laboratory of Protection and Utilization of Biological Resources in Tarim Basin, Tarim University, Alar, 843300, Xinjiang, People's Republic of China
| | - Xiaoxia Luo
- College of Life Science and Technology & Xinjiang Production & Construction Corps Key Laboratory of Protection and Utilization of Biological Resources in Tarim Basin, Tarim University, Alar, 843300, Xinjiang, People's Republic of China
| | - Linquan Bai
- College of Life Science and Technology & Xinjiang Production & Construction Corps Key Laboratory of Protection and Utilization of Biological Resources in Tarim Basin, Tarim University, Alar, 843300, Xinjiang, People's Republic of China
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, 200240, Shanghai, People's Republic of China
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12
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Song L, Shen Y, Zhang H, Zhang H, Zhang Y, Wang M, Zhang M, Wang F, Zhou L, Wen C, Zhao Y. Comprehensive genomic analysis of Brevibacillus brevis BF19 reveals its biocontrol potential against bitter gourd wilt. BMC Microbiol 2024; 24:415. [PMID: 39425006 PMCID: PMC11488265 DOI: 10.1186/s12866-024-03519-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Accepted: 09/12/2024] [Indexed: 10/21/2024] Open
Abstract
Bitter gourd wilt, a severe vascular disease triggered by the soilborne pathogen Fusarium oxysporum f. sp. momordicae (FOM), markedly constrains bitter gourd yield. In this study, a novel strain BF19 of Brevibacillus brevis was isolated and identified, exhibiting strong antimicrobial activity against FOM through in vivo and in vitro experiments. To comprehensively assess the biocontrol potential of strain BF19, we conducted phenotypic, phylogenetic, and comparative genomics analyses. Phenotypic analysis revealed that BF19 exhibited 53.33% biocontrol efficacy and significantly increased the average plant height, root fresh weight, and dry weight. Whole-genome sequencing and comparative genomic analysis revealed numerous potential genes associated with biocontrol mechanisms in BF19. Importantly, the integration of metabolic cluster prediction with liquid chromatography‒tandem mass spectrometry (LC‒MS/MS) revealed the presence of a macrobrevin antibiotic, a product of polyketide synthases (PKSs), predominantly in BF19 fermentation products. The effectiveness of the Br. brevis strain BF19 and its crude extract against bitter gourd wilt has also been confirmed. This study provides a genetic framework for future investigations on PKSs and establishes a scientific basis for optimizing field applications of microbial biopesticides derived from Br. brevis BF19.
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Affiliation(s)
- Luyang Song
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450046, China
| | - Yue Shen
- Food Science and Technology, Henan Agricultural University, Zhengzhou, 450046, China
| | - Huihao Zhang
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450046, China
| | - Han Zhang
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450046, China
| | - Yuanyuan Zhang
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450046, China
| | - Mengjiao Wang
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450046, China
| | - Mingyue Zhang
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450046, China
| | - Fei Wang
- Institute of Plant Protection, Henan Academy of Agricultural Sciences, Zhengzhou, 450002, China
| | - Lin Zhou
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450046, China
| | - Caiyi Wen
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450046, China
| | - Ying Zhao
- College of Plant Protection, Henan Agricultural University, Zhengzhou, 450046, China.
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13
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Che J, Lai C, Lai G, Chen B, He L, Liu B. Complete genome sequence analysis and Pks genes identification of Brevibacillus brevis FJAT-0809-GLX with a broad inhibitory spectrum against phytopathogens. World J Microbiol Biotechnol 2024; 40:332. [PMID: 39358614 DOI: 10.1007/s11274-024-04139-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Accepted: 09/11/2024] [Indexed: 10/04/2024]
Abstract
Brevibacillus brevis FJAT-0809-GLX has a broad spectrum of antimicrobial activity. Understanding the molecular basis of biocontrol ability of B. brevis will allow us to develop effective microbial agents for sustainable agriculture. In this study, we present the complete and annotated genome sequence of FJAT-0809-GLX. The complete genome size of B. brevis FJAT-0809-GLX was 6,137,019 bp, with 5688 predicted coding sequences (CDS). The average GC content of 47.38%, and there were 44 copies of the rRNAs operon (16S, 23S and 5S RNA), and 127 tRNA genes. A total of 11,162 genes were functionally annotated with the COG, GO, and KEGG databases, and 123 genes belonged to CAZymes. Genomic secondary metabolite analysis indicated 13 clusters encoding potential new antimicrobials. FJAT-0809-GLX was designated as B. brevis according to average nucleotide polymorphism (ANI) and phylogenetic analysis. The pangenome consisted of 7141 homologous genes, and 4469 homologous genes shared by B. brevis FJAT-0809-GLX, B. brevis NBRC100599, B. brevis DSM30, and B. brevis NCTC2611. The number of unique homologous genes of B. brevis FJAT-0809-GLX (419 genes) and B. brevis NBRC100599 (480 genes) were much more than those in B. brevis DSM30 (13 genes), and B. brevis NCTC2611 (6 genes). Nine gene clusters encoding for secondary metabolite biosynthesis were compared in the genome of B. brevis FJAT-0809-GLX with those of B. brevis NBRC100599, B. brevis DSM30 and B. brevis NCTC2611, and the gene clusters encoding for lantipeptide and transatpks-otherks only existed in genome of B. brevis FJAT-0809-GLX. The 11 BbPks genes were included in the B. brevis FJAT-0809-GLX genome, which contained the conserved PS-DH domain. The relative expression of BbPksL, BbPksM2, BbPksM3, BbPksN3, BbPksN4 and BbPksN5 reached a maximum at 120 h and then decreased at 144 h. Our results provided detailed genomic and Pks genes information for the FJAT-0809-GLX strain, and lid a foundation for studying its biocontrol mechanisms.
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Affiliation(s)
- Jianmei Che
- Institute of Resources, Environment and Soil Fertilizer, Fujian Academy of Agricultural Sciences, Wusi Road 247, Fuzhou, 350003, People's Republic of China.
| | - Chengchun Lai
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou, Fujian, People's Republic of China
| | - Gongti Lai
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou, Fujian, People's Republic of China
| | - Bingxing Chen
- Institute of Resources, Environment and Soil Fertilizer, Fujian Academy of Agricultural Sciences, Wusi Road 247, Fuzhou, 350003, People's Republic of China
| | - Liyuan He
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou, Fujian, People's Republic of China
| | - Bo Liu
- Institute of Resources, Environment and Soil Fertilizer, Fujian Academy of Agricultural Sciences, Wusi Road 247, Fuzhou, 350003, People's Republic of China.
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14
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Di X, Li P, Xiahou Y, Wei H, Zhi S, Liu L. Recent Advances in Discovery, Structure, Bioactivity, and Biosynthesis of trans-AT Polyketides. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024; 72:21318-21343. [PMID: 39302874 DOI: 10.1021/acs.jafc.4c03750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/22/2024]
Abstract
Bacterial trans-acyltransferase polyketide synthases (trans-AT PKSs) are among the most complex enzymes, which are responsible for generating a wide range of natural products, identified as trans-AT polyketides. These polyketides have received significant attention in drug development due to their structural diversity and potent bioactivities. With approximately 300 synthesized molecules discovered so far, trans-AT PKSs are found widespread in bacteria. Their biosynthesis pathways exhibit considerable genetic diversity, leading to the emergence of numerous enzymes with novel mechanisms, serving as a valuable resource for genetic engineering aimed at modifying small molecules' structures and creating new engineered enzymes. Despite the systematic discussions on trans-AT polyketides and their biosynthesis in earlier studies, the continuous advancements in tools, methods, compound identification, and biosynthetic pathways require a fresh update on accumulated knowledge. This review seeks to provide a comprehensive discussion for the 27 types of trans-AT polyketides discovered within the last seven years, detailing their sources, structures, biological activities, and biosynthetic pathways. By reviewing this new knowledge, a more profound understanding of the trans-AT polyketide family can be achieved.
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Affiliation(s)
- Xue Di
- Li Dak Sum Yip Yio Chin Kenneth Li Marine Biopharmaceutical Research Center, Health Science Center, Ningbo University, Ningbo, Zhejiang 315211, China
- College of Food Science and Engineering, Ningbo University, Ningbo, Zhejiang 315832, China
| | - Peng Li
- Li Dak Sum Yip Yio Chin Kenneth Li Marine Biopharmaceutical Research Center, Health Science Center, Ningbo University, Ningbo, Zhejiang 315211, China
- College of Food Science and Engineering, Ningbo University, Ningbo, Zhejiang 315832, China
| | - Yinuo Xiahou
- Li Dak Sum Yip Yio Chin Kenneth Li Marine Biopharmaceutical Research Center, Health Science Center, Ningbo University, Ningbo, Zhejiang 315211, China
- College of Food Science and Engineering, Ningbo University, Ningbo, Zhejiang 315832, China
| | - Huamao Wei
- College of Food Science and Engineering, Ningbo University, Ningbo, Zhejiang 315832, China
| | - Shuai Zhi
- School of Public Health, Ningbo University, Ningbo, Zhejiang 315000, China
| | - Liwei Liu
- Li Dak Sum Yip Yio Chin Kenneth Li Marine Biopharmaceutical Research Center, Health Science Center, Ningbo University, Ningbo, Zhejiang 315211, China
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15
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Mukhtar S, Hassani MA, Zarrillo T, Cui Z, Sundin GW, Zeng Q. The role of foraging pollinators in assembling the flower microbiota and transmitting the fire blight pathogen Erwinia amylovora. Environ Microbiol 2024; 26:e16702. [PMID: 39389580 DOI: 10.1111/1462-2920.16702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2024] [Accepted: 08/27/2024] [Indexed: 10/12/2024]
Abstract
Flowers serve as hubs for biotic interactions with pollinators and microbes, which can significantly impact plant reproduction and health. Previous studies have shown that the flower microbiota undergoes dynamic assembly processes during anthesis. However, the influence of foraging pollinators on the assembly and dispersal of the flower microbiota and the transmission of plant pathogens remains poorly understood. In this study, we used insect exclusion netting to investigate the role of pollinators in the assembly of the microbiota on apple stigma and the transmission of the fire blight pathogen Erwinia amylovora. We found that excluding pollinators had a minor impact on the community diversity and composition of the apple stigma microbiota, while the flower's developmental stage had a strong influence. Additionally, pollinator exclusion altered bacterial dispersal and the relative abundance of different bacterial species, including E. amylovora, suggesting that pollinators play a role in transmitting plant pathogens. Using a reporter system, we demonstrated that bumble bees can transmit the fire blight pathogen from an infected flower under controlled growth conditions. Our study highlights the importance of intrinsic and pollinator-independent microbes as sources of inoculum for the stigma microbiota and underscores the role of foraging pollinators in vectoring plant pathogens.
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Affiliation(s)
- Salma Mukhtar
- Department of Plant Pathology and Ecology, The Connecticut Agricultural Experiment Station, New Haven, Connecticut, USA
| | - M Amine Hassani
- Department of Plant Pathology and Ecology, The Connecticut Agricultural Experiment Station, New Haven, Connecticut, USA
| | - Tracy Zarrillo
- Department of Entomology, The Connecticut Agricultural Experiment Station, New Haven, Connecticut, USA
| | - Zhouqi Cui
- Department of Plant Pathology and Ecology, The Connecticut Agricultural Experiment Station, New Haven, Connecticut, USA
| | - George W Sundin
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, Michigan, USA
| | - Quan Zeng
- Department of Plant Pathology and Ecology, The Connecticut Agricultural Experiment Station, New Haven, Connecticut, USA
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16
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Roca A, Monge‐Olivares L, Matilla MA. Antibiotic-producing plant-associated bacteria, anti-virulence therapy and microbiome engineering: Integrated approaches in sustainable agriculture. Microb Biotechnol 2024; 17:e70025. [PMID: 39382042 PMCID: PMC11462315 DOI: 10.1111/1751-7915.70025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Accepted: 09/23/2024] [Indexed: 10/10/2024] Open
Abstract
Plant health is crucial for maintaining the well-being of humans, animals and the environment. Plant pathogens pose significant challenges to agricultural production, global food security and ecosystem biodiversity. This problem is exacerbated by the impact of climate change, which is expected to alter the emergence and evolution of plant pathogens and their interaction with their plant hosts. Traditional approaches to managing phytopathogens involved the use of chemical pesticides, but alternative strategies are needed to address their ongoing decline in performance as well as their negative impact on the environment and public health. Here, we highlight the advancement and effectiveness of biocontrol strategies based on the use of antimicrobial-producing plant-associated bacteria, anti-virulence therapy (e.g. quorum quenching) and microbiome engineering as sustainable biotechnological approaches to promote plant health and foster sustainable agriculture. Notably, Enterobacterales are emerging as important biocontrol agents and as a source of new antimicrobials for potential agricultural use. We analysed here the genomes of over 250 plant-associated enterobacteria to examine their potential to synthesize secondary metabolites. Exploration of the plant microbiome is of major interest in the search for eco-friendly alternatives for reducing the use of chemical pesticides.
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Affiliation(s)
- Amalia Roca
- Facultad de Farmacia, Department of MicrobiologyCampus Universitario de Cartuja, Universidad de GranadaGranadaSpain
- Institute of Biotechnology, Biomedical Research Center (CIBM)University of GranadaGranadaSpain
| | - Laura Monge‐Olivares
- Department of Biotechnology and Environmental ProtectionEstación Experimental del Zaidín, Consejo Superior de Investigaciones CientíficasGranadaSpain
| | - Miguel A. Matilla
- Department of Biotechnology and Environmental ProtectionEstación Experimental del Zaidín, Consejo Superior de Investigaciones CientíficasGranadaSpain
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17
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Batsch M, Guex I, Todorov H, Heiman CM, Vacheron J, Vorholt JA, Keel C, van der Meer JR. Fragmented micro-growth habitats present opportunities for alternative competitive outcomes. Nat Commun 2024; 15:7591. [PMID: 39217178 PMCID: PMC11365936 DOI: 10.1038/s41467-024-51944-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 08/20/2024] [Indexed: 09/04/2024] Open
Abstract
Bacteria in nature often thrive in fragmented environments, like soil pores, plant roots or plant leaves, leading to smaller isolated habitats, shared with fewer species. This spatial fragmentation can significantly influence bacterial interactions, affecting overall community diversity. To investigate this, we contrast paired bacterial growth in tiny picoliter droplets (1-3 cells per 35 pL up to 3-8 cells per species in 268 pL) with larger, uniform liquid cultures (about 2 million cells per 140 µl). We test four interaction scenarios using different bacterial strains: substrate competition, substrate independence, growth inhibition, and cell killing. In fragmented environments, interaction outcomes are more variable and sometimes even reverse compared to larger uniform cultures. Both experiments and simulations show that these differences stem mostly from variation in initial cell population growth phenotypes and their sizes. These effects are most significant with the smallest starting cell populations and lessen as population size increases. Simulations suggest that slower-growing species might survive competition by increasing growth variability. Our findings reveal how microhabitat fragmentation promotes diverse bacterial interaction outcomes, contributing to greater species diversity under competitive conditions.
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Affiliation(s)
- Maxime Batsch
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Isaline Guex
- Department of Mathematics, University of Fribourg, CH-1700, Fribourg, Switzerland
| | - Helena Todorov
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Clara M Heiman
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Jordan Vacheron
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Julia A Vorholt
- Institute for Microbiology, Swiss Federal Institute of Technology (ETH Zürich), CH-8049, Zürich, Switzerland
| | - Christoph Keel
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland
| | - Jan Roelof van der Meer
- Department of Fundamental Microbiology, University of Lausanne, CH-1015, Lausanne, Switzerland.
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18
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Huang F, Ling J, Cui Y, Guo B, Song X. Profiling of the Citrus Leaf Endophytic Mycobiota Reveals Abundant Pathogen-Related Fungal Groups. J Fungi (Basel) 2024; 10:596. [PMID: 39330356 PMCID: PMC11433070 DOI: 10.3390/jof10090596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Revised: 08/16/2024] [Accepted: 08/21/2024] [Indexed: 09/28/2024] Open
Abstract
Plant endophytic microbial communities consist of many latent plant pathogens and, also, many pathogen-related species with reduced virulence. Though with a long history of co-evolution, the diversity and composition of the endophytic mycobiota, especially the pathogen-related fungal groups, has been under-investigated in Citrus (C.). Based on the amplicon sequencing of fungal internal transcribed spacer (ITS), the leaf endophytic mycobiota were profiled on citrus varieties from different citrus-producing regions. The pomelo variety shared significantly distinctive leaf mycobiota when compared to the mandarin and sweet orange; these conform to their host genetic relationships. In addition, a data set of 241 citrus-related fungi, including 171 (71%) pathogens and potential pathogens, was summarized from previous studies. Under the criteria of local BLAST (covered ITS nucleotide ≥ 150 bp, sequence identity ≥ 99%), a total of 935 fungal operational taxonomic units (OTUs) were assigned to 62 pathogen-related fungal groups, representing 14.9% of the relative abundance in the whole community. Of which, the top groups consisted of Colletotrichum gloeosporioides (mean relative abundance, 4.3%), Co. citricola and Co. karstii (2.7%), Zasmidium citri-griseum (2.4%), and Z. fructigenum (1.4%). At the genus level, the ratio of the pathogen-related fungal groups in 64% of fungal genera (16 out of 25) exceeded 50%, which are the solely or mainly occurring fungi of their genus in citrus. Our study suggests that the leaf endophytic compartment may be an important place for the growth of latent pathogens.
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Affiliation(s)
- Feng Huang
- Plant Protection Research Institute, Guangdong Academy of Agricultural Sciences, Key Laboratory of Green Prevention and Control on Fruits and Vegetables in South China Ministry of Agriculture and Rural Affairs, Guangdong Provincial Key Laboratory of High Technology for Plant Protection, Guangzhou 510640, China
| | - Jinfeng Ling
- Plant Protection Research Institute, Guangdong Academy of Agricultural Sciences, Key Laboratory of Green Prevention and Control on Fruits and Vegetables in South China Ministry of Agriculture and Rural Affairs, Guangdong Provincial Key Laboratory of High Technology for Plant Protection, Guangzhou 510640, China
| | - Yiping Cui
- Plant Protection Research Institute, Guangdong Academy of Agricultural Sciences, Key Laboratory of Green Prevention and Control on Fruits and Vegetables in South China Ministry of Agriculture and Rural Affairs, Guangdong Provincial Key Laboratory of High Technology for Plant Protection, Guangzhou 510640, China
| | - Bin Guo
- Plant Protection Research Institute, Guangdong Academy of Agricultural Sciences, Key Laboratory of Green Prevention and Control on Fruits and Vegetables in South China Ministry of Agriculture and Rural Affairs, Guangdong Provincial Key Laboratory of High Technology for Plant Protection, Guangzhou 510640, China
| | - Xiaobing Song
- Plant Protection Research Institute, Guangdong Academy of Agricultural Sciences, Key Laboratory of Green Prevention and Control on Fruits and Vegetables in South China Ministry of Agriculture and Rural Affairs, Guangdong Provincial Key Laboratory of High Technology for Plant Protection, Guangzhou 510640, China
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19
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Wheeler K, Gosmanov C, Sandoval MJ, Yang Z, McCall LI. Frontiers in Mass Spectrometry-Based Spatial Metabolomics: Current Applications and Challenges in the Context of Biomedical Research. Trends Analyt Chem 2024; 175:117713. [PMID: 40094101 PMCID: PMC11905388 DOI: 10.1016/j.trac.2024.117713] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/19/2025]
Abstract
Metabolites are critical products and mediators of cellular and tissue function, and key signals in cell-to-cell, organ-to-organ and cross-organism communication. Many of these interactions are spatially segregated. Thus, spatial metabolomics can provide valuable insight into healthy tissue function and disease pathogenesis. Here, we review major mass spectrometry-based spatial metabolomics techniques and the biological insights they have enabled, with a focus on brain and microbiota function and on cancer, neurological diseases and infectious diseases. These techniques also present significant translational utility, for example in cancer diagnosis, and for drug development. However, spatial mass spectrometry techniques still encounter significant challenges, including artifactual features, metabolite annotation, open data, and ethical considerations. Addressing these issues represent the future challenges in this field.
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Affiliation(s)
- Kate Wheeler
- Department of Biology, University of Oklahoma, 101 Stephenson Parkway, Norman, OK 73019, USA
| | - Camil Gosmanov
- Department of Chemistry and Biochemistry, University of Oklahoma, 101 Stephenson Parkway, Norman, OK 73019, USA
| | | | - Zhibo Yang
- Department of Chemistry and Biochemistry, University of Oklahoma, 101 Stephenson Parkway, Norman, OK 73019, USA
| | - Laura-Isobel McCall
- Department of Chemistry and Biochemistry, University of Oklahoma, 101 Stephenson Parkway, Norman, OK 73019, USA
- Department of Chemistry and Biochemistry, San Diego State University, 5500 Campanile Drive, San Diego, CA 92182
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20
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Ouyang Y, Cheng Q, Cheng C, Tang Z, Huang Y, Tan E, Ma S, Lin X, Xie Y, Zhou H. Effects of plants-associated microbiota on cultivation and quality of Chinese herbal medicines. CHINESE HERBAL MEDICINES 2024; 16:190-203. [PMID: 38706825 PMCID: PMC11064599 DOI: 10.1016/j.chmed.2022.12.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 10/24/2022] [Accepted: 12/29/2022] [Indexed: 02/05/2023] Open
Abstract
Microbial resource influences the life activities of medicinal plants from several perspectives. Endophytes, rhizosphere microorganisms, and other environmental microorganisms play essential roles in medicinal plant growth and development, plant yield, and clinical efficacy. The microbiota can influence the biosynthesis of active compounds in medicinal plants by stimulating specific metabolic pathways. They induce host plants to improve their resistance to environmental stresses by accumulating secondary metabolites. Microorganisms can interact with their host plants to produce long-term, targeted selection results and improve their ability to adapt to the environment. Due to the interdependence and interaction between microorganisms and medicinal plants, Chinese herbal medicines (CHMs) quality is closely related to the associated microorganisms. This review summarizes the relationship between medicinal plants and their associated microorganisms, including their species, distribution, life activities, and metabolites. Microorganisms can aid in quality control, improve the efficacy of medicinal plants, and provide markers for identifying the origin and storage time of CHMs. Therefore, a comprehensive understanding of the relationship between microorganisms and medicinal plants will help to control the quality of CHMs from different perspectives.
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Affiliation(s)
- Yue Ouyang
- Faculty of Chinese Medicine, Macau University of Science and Technology, Macao 999078, China
| | - Qiqing Cheng
- Faculty of Chinese Medicine, Macau University of Science and Technology, Macao 999078, China
- School of Pharmacy, Hubei University of Science and Technology, Xianning 437100, China
| | - Chunsong Cheng
- Key Laboratory of Plant Ex-situ Conservation and Research Center of Resource Plant, Lushan Botanical Garden, Chinese Academy of Sciences, Jiujiang 332900, China
| | - Ziyu Tang
- Faculty of Chinese Medicine, Macau University of Science and Technology, Macao 999078, China
| | - Yufeng Huang
- Guangdong Provincial Hospital of Chinese Medicine, Guangdong Provincial Academy of Chinese Medical Sciences, State Key Laboratory of Dampness Syndrome of Chinese Medicine, Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research, Guangzhou 510006, China
| | - Eyu Tan
- Guangdong Provincial Hospital of Chinese Medicine, Guangdong Provincial Academy of Chinese Medical Sciences, State Key Laboratory of Dampness Syndrome of Chinese Medicine, Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research, Guangzhou 510006, China
- Jiangmen Wuyi Hospital of Traditional Chinese Medicine, Jiangmen 529020, China
- Joint Laboratory for Translational Cancer Research of Chinese Medicine, Ministry of Education, Guangzhou University of Chinese Medicine, Guangzhou 510006, China
| | - Shaofeng Ma
- Jiangmen Wuyi Hospital of Traditional Chinese Medicine, Jiangmen 529020, China
| | - Xinheng Lin
- Jiangmen Wuyi Hospital of Traditional Chinese Medicine, Jiangmen 529020, China
| | - Ying Xie
- Guangdong Provincial Hospital of Chinese Medicine, Guangdong Provincial Academy of Chinese Medical Sciences, State Key Laboratory of Dampness Syndrome of Chinese Medicine, Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research, Guangzhou 510006, China
- Faculty of Chinese Medicine, Macau University of Science and Technology, Macao 999078, China
| | - Hua Zhou
- Guangdong Provincial Hospital of Chinese Medicine, Guangdong Provincial Academy of Chinese Medical Sciences, State Key Laboratory of Dampness Syndrome of Chinese Medicine, Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangdong-Hong Kong-Macau Joint Lab on Chinese Medicine and Immune Disease Research, Guangzhou 510006, China
- Faculty of Chinese Medicine, Macau University of Science and Technology, Macao 999078, China
- Joint Laboratory for Translational Cancer Research of Chinese Medicine, Ministry of Education, Guangzhou University of Chinese Medicine, Guangzhou 510006, China
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21
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Daniel BBJ, Steiger Y, Sintsova A, Field CM, Nguyen BD, Schubert C, Cherrak Y, Sunagawa S, Hardt WD, Vorholt JA. Assessing microbiome population dynamics using wild-type isogenic standardized hybrid (WISH)-tags. Nat Microbiol 2024; 9:1103-1116. [PMID: 38503975 PMCID: PMC10994841 DOI: 10.1038/s41564-024-01634-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 02/09/2024] [Indexed: 03/21/2024]
Abstract
Microbiomes feature recurrent compositional structures under given environmental conditions. However, these patterns may conceal diverse underlying population dynamics that require intrastrain resolution. Here we developed a genomic tagging system, termed wild-type isogenic standardized hybrid (WISH)-tags, that can be combined with quantitative polymerase chain reaction and next-generation sequencing for microbial strain enumeration. We experimentally validated the performance of 62 tags and showed that they can be differentiated with high precision. WISH-tags were introduced into model and non-model bacterial members of the mouse and plant microbiota. Intrastrain priority effects were tested using one species of isogenic barcoded bacteria in the murine gut and the Arabidopsis phyllosphere, both with and without microbiota context. We observed colonization resistance against late-arriving strains of Salmonella Typhimurium in the mouse gut, whereas the phyllosphere accommodated Sphingomonas latecomers in a manner proportional to their presence at the late inoculation timepoint. This demonstrates that WISH-tags are a resource for deciphering population dynamics underlying microbiome assembly across biological systems.
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Affiliation(s)
| | - Yves Steiger
- Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | - Anna Sintsova
- Institute of Microbiology, ETH Zurich, Zurich, Switzerland
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22
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Rangel LI, Leveau JHJ. Applied microbiology of the phyllosphere. Appl Microbiol Biotechnol 2024; 108:211. [PMID: 38358509 PMCID: PMC10869387 DOI: 10.1007/s00253-024-13042-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Revised: 01/24/2024] [Accepted: 01/29/2024] [Indexed: 02/16/2024]
Abstract
The phyllosphere, or plant leaf surface, represents a microbial ecosystem of considerable size, holding extraordinary biodiversity and enormous potential for the discovery of new products, tools, and applications in biotechnology, agriculture, medicine, and elsewhere. This mini-review highlights the applied microbiology of the phyllosphere as an original field of study concerning itself with the genes, gene products, natural compounds, and traits that underlie phyllosphere-specific adaptations and services that have commercial and economic value for current or future innovation. Examples include plant-growth-promoting and disease-suppressive phyllobacteria, probiotics and fermented foods that support human health, as well as microbials that remedy foliar contamination with airborne pollutants, residual pesticides, or plastics. Phyllosphere microbes promote plant biomass conversion into compost, renewable energy, animal feed, or fiber. They produce foodstuffs such as thickening agents and sugar substitutes, industrial-grade biosurfactants, novel antibiotics and cancer drugs, as well as enzymes used as food additives or freezing agents. Furthermore, new developments in DNA sequence-based profiling of leaf-associated microbial communities allow for surveillance approaches in the context of food safety and security, for example, to detect enteric human pathogens on leafy greens, predict plant disease outbreaks, and intercept plant pathogens and pests on internationally traded goods. KEY POINTS: • Applied phyllosphere microbiology concerns leaf-specific adaptations for economic value • Phyllobioprospecting searches the phyllosphere microbiome for product development • Phyllobiomonitoring tracks phyllosphere microbial profiles for early risk detection.
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Affiliation(s)
- Lorena I Rangel
- Cell & Molecular Sciences, The James Hutton Institute, Dundee, Scotland, UK.
- Department of Plant Pathology, University of California, Davis, CA, USA.
| | - Johan H J Leveau
- Department of Plant Pathology, University of California, Davis, CA, USA.
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23
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Daniels BN, Nurge J, De Smet C, Sleeper O, White C, Davidson JM, Fidopiastis P. Microbiome composition and function within the Kellet's whelk perivitelline fluid. Microbiol Spectr 2024; 12:e0351423. [PMID: 38334378 PMCID: PMC10913743 DOI: 10.1128/spectrum.03514-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Accepted: 01/17/2024] [Indexed: 02/10/2024] Open
Abstract
Microbiomes have gained significant attention in ecological research, owing to their diverse interactions and essential roles within different organismal ecosystems. Microorganisms, such as bacteria, archaea, and viruses, have profound impact on host health, influencing digestion, metabolism, immune function, tissue development, and behavior. This study investigates the microbiome diversity and function of Kellet's whelk (Kelletia kelletii) perivitelline fluid (PVF), which sustains thousands of developing K. kelletii embryos within a polysaccharide and protein matrix. Our core microbiome analysis reveals a diverse range of bacteria, with the Roseobacter genus being the most abundant. Additionally, genes related to host-microbe interactions, symbiosis, and quorum sensing were detected, indicating a potential symbiotic relationship between the microbiome and Kellet's whelk embryos. Furthermore, the microbiome exhibits gene expression related to antibiotic biosynthesis, suggesting a defensive role against pathogenic bacteria and potential discovery of novel antibiotics. Overall, this study sheds light on the microbiome's role in Kellet's whelk development, emphasizing the significance of host-microbe interactions in vulnerable life history stages. To our knowledge, ours is the first study to use 16S sequencing coupled with RNA sequencing (RNA-seq) to profile the microbiome of an invertebrate PVF.IMPORTANCEThis study provides novel insight to an encapsulated system with strong evidence of symbiosis between the microbial inhabitants and developing host embryos. The Kellet's whelk perivitelline fluid (PVF) contains microbial organisms of interest that may be providing symbiotic functions and potential antimicrobial properties during this vulnerable life history stage. This study, the first to utilize a comprehensive approach to investigating Kellet's whelk PVF microbiome, couples 16S rRNA gene long-read sequencing with RNA-seq. This research contributes to and expands our knowledge on the roles of beneficial host-associated microbes.
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Affiliation(s)
- Benjamin N. Daniels
- Department of Biological Sciences, California Polytechnic State University, San Luis Obispo, California, USA
| | - Jenna Nurge
- Department of Biological Sciences, California Polytechnic State University, San Luis Obispo, California, USA
| | - Chanel De Smet
- Department of Biological Sciences, California Polytechnic State University, San Luis Obispo, California, USA
| | - Olivia Sleeper
- Department of Biological Sciences, California Polytechnic State University, San Luis Obispo, California, USA
| | - Crow White
- Department of Biological Sciences, California Polytechnic State University, San Luis Obispo, California, USA
| | - Jean M. Davidson
- Department of Biological Sciences, California Polytechnic State University, San Luis Obispo, California, USA
| | - Pat Fidopiastis
- Department of Biological Sciences, California Polytechnic State University, San Luis Obispo, California, USA
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24
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Su P, Kang H, Peng Q, Wicaksono WA, Berg G, Liu Z, Ma J, Zhang D, Cernava T, Liu Y. Microbiome homeostasis on rice leaves is regulated by a precursor molecule of lignin biosynthesis. Nat Commun 2024; 15:23. [PMID: 38167850 PMCID: PMC10762202 DOI: 10.1038/s41467-023-44335-3] [Citation(s) in RCA: 30] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 12/08/2023] [Indexed: 01/05/2024] Open
Abstract
In terrestrial ecosystems, plant leaves provide the largest biological habitat for highly diverse microbial communities, known as the phyllosphere microbiota. However, the underlying mechanisms of host-driven assembly of these ubiquitous communities remain largely elusive. Here, we conduct a large-scale and in-depth assessment of the rice phyllosphere microbiome aimed at identifying specific host-microbe links. A genome-wide association study reveals a strong association between the plant genotype and members of four bacterial orders, Pseudomonadales, Burkholderiales, Enterobacterales and Xanthomonadales. Some of the associations are specific to a distinct host genomic locus, pathway or even gene. The compound 4-hydroxycinnamic acid (4-HCA) is identified as the main driver for enrichment of bacteria belonging to Pseudomonadales. 4-HCA can be synthesized by the host plant's OsPAL02 from the phenylpropanoid biosynthesis pathway. A knockout mutant of OsPAL02 results in reduced Pseudomonadales abundance, dysbiosis of the phyllosphere microbiota and consequently higher susceptibility of rice plants to disease. Our study provides a direct link between a specific plant metabolite and rice phyllosphere homeostasis opening possibilities for new breeding strategies.
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Affiliation(s)
- Pin Su
- State Key Laboratory of Hybrid Rice and Institute of Plant Protection, Hunan Academy of Agricultural Sciences, Changsha, 410125, China
| | - Houxiang Kang
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193, China
| | - Qianze Peng
- National Center of Technology Innovation for Saline-Alkali Tolerant Rice in Sanya City, Sanya, 572024, China
- College of Tropical Crops, Hainan University, Haikou, 570228, China
| | - Wisnu Adi Wicaksono
- Institute of Environmental Biotechnology, Graz University of Technology, Graz, 8010, Austria
| | - Gabriele Berg
- Institute of Environmental Biotechnology, Graz University of Technology, Graz, 8010, Austria
- Leibniz Institute for Agricultural Engineering and Bioeconomy (ATB), Potsdam, 14469, Germany
- Institute for Biochemistry and Biology, University of Potsdam, Potsdam, 14476, Germany
| | - Zhuoxin Liu
- Longping Branch, College of Biology, Hunan University, Changsha, 410082, China
| | - Jiejia Ma
- Longping Branch, College of Biology, Hunan University, Changsha, 410082, China
| | - Deyong Zhang
- State Key Laboratory of Hybrid Rice and Institute of Plant Protection, Hunan Academy of Agricultural Sciences, Changsha, 410125, China.
- National Center of Technology Innovation for Saline-Alkali Tolerant Rice in Sanya City, Sanya, 572024, China.
- College of Tropical Crops, Hainan University, Haikou, 570228, China.
| | - Tomislav Cernava
- Institute of Environmental Biotechnology, Graz University of Technology, Graz, 8010, Austria.
- School of Biological Sciences, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, SO17 1BJ, UK.
| | - Yong Liu
- State Key Laboratory of Hybrid Rice and Institute of Plant Protection, Hunan Academy of Agricultural Sciences, Changsha, 410125, China.
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25
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Mahmoudi M, Almario J, Lutap K, Nieselt K, Kemen E. Microbial communities living inside plant leaves or on the leaf surface are differently shaped by environmental cues. ISME COMMUNICATIONS 2024; 4:ycae103. [PMID: 39165396 PMCID: PMC11333920 DOI: 10.1093/ismeco/ycae103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Revised: 07/26/2024] [Accepted: 08/07/2024] [Indexed: 08/22/2024]
Abstract
Leaf-associated microbial communities can promote plant health and resistance to biotic and abiotic stresses. However, the importance of environmental cues in the assembly of the leaf endo- and epi-microbiota remains elusive. Here, we aimed to investigate the impact of seasonal environmental variations, on the establishment of the leaf microbiome, focusing on long-term changes (five years) in bacterial, fungal, and nonfungal eukaryotic communities colonizing the surface and endosphere of six wild Arabidopsis thaliana populations. While leaf-microbial communities were found to be highly stochastic, the leaf niche had a predominant importance with endophytic microbial communities consistently exhibiting a lower diversity and variability. Among environmental factors, radiation- and humidity-related factors are the most important drivers of diversity patterns in the leaf, with stronger effects on epiphytic communities. Using linear models, we identified 30 important genera whose relative abundance in leaf compartments could be modeled from environmental variables, suggesting specific niche preferences for these taxa. With the hypothesis that environmental factors could impact interactions within microbial communities, we analyzed the seasonal patterns of microbial interaction networks across leaf compartments. We showed that epiphytic networks are more complex than endophytic and that the complexity and connectivity of these networks are partially correlated with the mentioned environmental cues. Our results indicate that humidity and solar radiation function as major environmental cues shaping the phyllosphere microbiome at both micro (leaf compartment) and macro (site) scales. These findings could have practical implications for predicting and developing field-adapted microbes in the face of global change.
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Affiliation(s)
- Maryam Mahmoudi
- Microbial Interactions in Plant Ecosystems, IMIT/ZMBP, Eberhard Karls University of Tübingen, Auf der Morgenstelle 32, 72076 Tübingen, Germany
| | - Juliana Almario
- Université Claude Bernard Lyon 1, Laboratoire d'Ecologie Microbienne, UMR CNRS 5557, UMR INRAE 1418, VetAgro Sup, 69622, Villeurbanne, France
| | - Katrina Lutap
- Microbial Interactions in Plant Ecosystems, IMIT/ZMBP, Eberhard Karls University of Tübingen, Auf der Morgenstelle 32, 72076 Tübingen, Germany
| | - Kay Nieselt
- Institute for Bioinformatics and Medical Informatics, Eberhard Karls University of Tübingen, Sand 14, 72076 Tübingen, Germany
| | - Eric Kemen
- Microbial Interactions in Plant Ecosystems, IMIT/ZMBP, Eberhard Karls University of Tübingen, Auf der Morgenstelle 32, 72076 Tübingen, Germany
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26
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Pioli S, Clagnan E, Chowdhury AA, Bani A, Borruso L, Ventura M, Tonon G, Brusetti L. Structural and functional microbial diversity in deadwood respond to decomposition dynamics. Environ Microbiol 2023; 25:2351-2367. [PMID: 37403552 DOI: 10.1111/1462-2920.16459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 06/19/2023] [Indexed: 07/06/2023]
Abstract
We investigated the changes in microbial community diversities and functions in natural downed wood at different decay stages in a natural oak forest in the Italian Alps, through metagenomics analysis and in vitro analysis. Alfa diversity of bacterial communities was affected by the decay stage and log characteristics, while beta diversity was mainly driven by log diameter. Fungal and archaeal beta diversities were affected by the size of the sampled wood (log diameter), although, fungi were prominently driven by wood decay stage. The analysis of genes targeting cell wall degradation revealed higher abundances of cellulose and pectin-degrading enzymes in bacteria, while in fungi the enzymes targeting cellulose and hemicellulose were more abundant. The decay class affected the abundance of single enzymes, revealing a shift in complex hydrocarbons degradation pathways along the decay process. Moreover, we found that the genes related to Coenzyme M biosynthesis to be the most abundant especially at early stages of wood decomposition while the overall methanogenesis did not seem to be influenced by the decay stage. Intra- and inter-kingdom interactions between bacteria and fungi revealed complex pattern of community structure in response to decay stage possibly reflecting both direct and indirect interactions.
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Affiliation(s)
- Silvia Pioli
- Faculty of Science and Technology, Free University of Bolzano/Bozen, Bolzano/Bozen, Italy
- Institute of Research on Terrestrial Ecosystems (IRET), National Research Council (CNR), Monterotondo Scalo (RM), Italy
| | - Elisa Clagnan
- Faculty of Science and Technology, Free University of Bolzano/Bozen, Bolzano/Bozen, Italy
| | - Atif Aziz Chowdhury
- Faculty of Science and Technology, Free University of Bolzano/Bozen, Bolzano/Bozen, Italy
| | - Alessia Bani
- Faculty of Science and Technology, Free University of Bolzano/Bozen, Bolzano/Bozen, Italy
| | - Luigimaria Borruso
- Faculty of Science and Technology, Free University of Bolzano/Bozen, Bolzano/Bozen, Italy
| | - Maurizio Ventura
- Faculty of Science and Technology, Free University of Bolzano/Bozen, Bolzano/Bozen, Italy
| | - Giustino Tonon
- Faculty of Science and Technology, Free University of Bolzano/Bozen, Bolzano/Bozen, Italy
| | - Lorenzo Brusetti
- Faculty of Science and Technology, Free University of Bolzano/Bozen, Bolzano/Bozen, Italy
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27
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Russ D, Fitzpatrick CR, Teixeira PJPL, Dangl JL. Deep discovery informs difficult deployment in plant microbiome science. Cell 2023; 186:4496-4513. [PMID: 37832524 DOI: 10.1016/j.cell.2023.08.035] [Citation(s) in RCA: 36] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 08/28/2023] [Accepted: 08/28/2023] [Indexed: 10/15/2023]
Abstract
Plant-associated microbiota can extend plant immune system function, improve nutrient acquisition and availability, and alleviate abiotic stresses. Thus, naturally beneficial microbial therapeutics are enticing tools to improve plant productivity. The basic definition of plant microbiota across species and ecosystems, combined with the development of reductionist experimental models and the manipulation of plant phenotypes with microbes, has fueled interest in its translation to agriculture. However, the great majority of microbes exhibiting plant-productivity traits in the lab and greenhouse fail in the field. Therapeutic microbes must reach détente, the establishment of uneasy homeostasis, with the plant immune system, invade heterogeneous pre-established plant-associated communities, and persist in a new and potentially remodeled community. Environmental conditions can alter community structure and thus impact the engraftment of therapeutic microbes. We survey recent breakthroughs, challenges, and opportunities in translating beneficial microbes from the lab to the field.
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Affiliation(s)
- Dor Russ
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Connor R Fitzpatrick
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Paulo J P L Teixeira
- Department of Biological Sciences, "Luiz de Queiroz" College of Agriculture (ESALQ), University of São Paulo (USP), Piracicaba, SP, Brazil
| | - Jeffery L Dangl
- Department of Biology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; Howard Hughes Medical Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
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28
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De Mandal S, Jeon J. Phyllosphere Microbiome in Plant Health and Disease. PLANTS (BASEL, SWITZERLAND) 2023; 12:3481. [PMID: 37836221 PMCID: PMC10575124 DOI: 10.3390/plants12193481] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2023] [Revised: 09/24/2023] [Accepted: 09/27/2023] [Indexed: 10/15/2023]
Abstract
The phyllosphere refers to the aboveground surface of plants colonized by diverse microorganisms. Microbes inhabiting this environment play an important role in enhancing the host's genomic and metabolic capabilities, including defense against pathogens. Compared to the large volume of studies on rhizosphere microbiome for plant health and defense, our understanding of phyllosphere microbiome remains in its infancy. In this review, we aim to explore the mechanisms that govern the phyllosphere assembly and their function in host defence, as well as highlight the knowledge gaps. These efforts will help develop strategies to harness the phyllosphere microbiome toward sustainable crop production.
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Affiliation(s)
| | - Junhyun Jeon
- Department of Biotechnology, Yeungnam University, Gyeongsan 38541, Republic of Korea;
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29
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Mesny F, Hacquard S, Thomma BPHJ. Co-evolution within the plant holobiont drives host performance. EMBO Rep 2023; 24:e57455. [PMID: 37471099 PMCID: PMC10481671 DOI: 10.15252/embr.202357455] [Citation(s) in RCA: 33] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 06/28/2023] [Accepted: 07/06/2023] [Indexed: 07/21/2023] Open
Abstract
Plants interact with a diversity of microorganisms that influence their growth and resilience, and they can therefore be considered as ecological entities, namely "plant holobionts," rather than as singular organisms. In a plant holobiont, the assembly of above- and belowground microbiota is ruled by host, microbial, and environmental factors. Upon microorganism perception, plants activate immune signaling resulting in the secretion of factors that modulate microbiota composition. Additionally, metabolic interdependencies and antagonism between microbes are driving forces for community assemblies. We argue that complex plant-microbe and intermicrobial interactions have been selected for during evolution and may promote the survival and fitness of plants and their associated microorganisms as holobionts. As part of this process, plants evolved metabolite-mediated strategies to selectively recruit beneficial microorganisms in their microbiota. Some of these microbiota members show host-adaptation, from which mutualism may rapidly arise. In the holobiont, microbiota members also co-evolved antagonistic activities that restrict proliferation of microbes with high pathogenic potential and can therefore prevent disease development. Co-evolution within holobionts thus ultimately drives plant performance.
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Affiliation(s)
- Fantin Mesny
- Institute for Plant SciencesUniversity of CologneCologneGermany
| | - Stéphane Hacquard
- Department of Plant Microbe InteractionsMax Planck Institute for Plant Breeding ResearchCologneGermany
- Cluster of Excellence on Plant Sciences (CEPLAS)CologneGermany
| | - Bart PHJ Thomma
- Institute for Plant SciencesUniversity of CologneCologneGermany
- Cluster of Excellence on Plant Sciences (CEPLAS)CologneGermany
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30
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Schlechter RO, Kear EJ, Bernach M, Remus DM, Remus-Emsermann MNP. Metabolic resource overlap impacts competition among phyllosphere bacteria. THE ISME JOURNAL 2023; 17:1445-1454. [PMID: 37355740 PMCID: PMC10432529 DOI: 10.1038/s41396-023-01459-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 06/12/2023] [Accepted: 06/13/2023] [Indexed: 06/26/2023]
Abstract
The phyllosphere is densely colonised by microbial communities, despite sparse and heterogeneously distributed resources. The limitation of resources is expected to drive bacterial competition resulting in exclusion or coexistence based on fitness differences and resource overlap between individual colonisers. We studied the impact of resource competition by determining the effects of different bacterial colonisers on the growth of the model epiphyte Pantoea eucalypti 299R (Pe299R). Resource overlap was predicted based on genome-scale metabolic modelling. By combining results of metabolic modelling and pairwise competitions in the Arabidopsis thaliana phyllosphere and in vitro, we found that ten resources sufficed to explain fitness of Pe299R. An effect of both resource overlap and phylogenetic relationships was found on competition outcomes in vitro as well as in the phyllosphere. However, effects of resource competition were much weaker in the phyllosphere when compared to in vitro experiments. When investigating growth dynamics and reproductive success at the single-cell resolution, resource overlap and phylogenetic relationships are only weakly correlated with epiphytic Pe299R reproductive success, indicating that the leaf's spatial heterogeneity mitigates resource competition. Although the correlation is weak, the presence of competitors led to the development of Pe299R subpopulations that experienced different life histories and cell divisions. In some in planta competitions, Pe299R benefitted from the presence of epiphytes despite high resource overlap to the competitor strain suggesting other factors having stronger effects than resource competition. This study provides fundamental insights into how bacterial communities are shaped in heterogeneous environments and a framework to predict competition outcomes.
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Affiliation(s)
- Rudolf O Schlechter
- Institute of Microbiology and Dahlem Centre of Plant Sciences, Department of Biology, Chemistry, Pharmacy, Freie Universität Berlin, Berlin, Germany.
- School of Biological Sciences, University of Canterbury, Christchurch, 8011, New Zealand.
- Biomolecular Interaction Centre, University of Canterbury, Christchurch, 8011, New Zealand.
- Bioprotection Research Core, University of Canterbury, Christchurch, 8011, New Zealand.
| | - Evan J Kear
- School of Biological Sciences, University of Canterbury, Christchurch, 8011, New Zealand
| | - Michał Bernach
- Institute of Microbiology and Dahlem Centre of Plant Sciences, Department of Biology, Chemistry, Pharmacy, Freie Universität Berlin, Berlin, Germany
- School of Biological Sciences, University of Canterbury, Christchurch, 8011, New Zealand
- Biomolecular Interaction Centre, University of Canterbury, Christchurch, 8011, New Zealand
- Department of Electrical and Computer Engineering, University of Canterbury, Christchurch, 8011, New Zealand
| | - Daniela M Remus
- Protein Science and Engineering, Callaghan Innovation, School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| | - Mitja N P Remus-Emsermann
- Institute of Microbiology and Dahlem Centre of Plant Sciences, Department of Biology, Chemistry, Pharmacy, Freie Universität Berlin, Berlin, Germany.
- School of Biological Sciences, University of Canterbury, Christchurch, 8011, New Zealand.
- Biomolecular Interaction Centre, University of Canterbury, Christchurch, 8011, New Zealand.
- Bioprotection Research Core, University of Canterbury, Christchurch, 8011, New Zealand.
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Mukherjee A, Tikariha H, Bandla A, Pavagadhi S, Swarup S. Global analyses of biosynthetic gene clusters in phytobiomes reveal strong phylogenetic conservation of terpenes and aryl polyenes. mSystems 2023; 8:e0038723. [PMID: 37409823 PMCID: PMC10469690 DOI: 10.1128/msystems.00387-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 05/30/2023] [Indexed: 07/07/2023] Open
Abstract
There are gaps in our understandings on how did the evolutionary relationships among members of the phytobiomes shape their ability to produce tremendously complex specialized metabolites under the influence of plant host. To determine these relationships, we investigated the phylogenetic conservation of biosynthetic gene clusters (BGCs) on a global collection of 4,519 high-quality and nonredundant (out of 12,181) bacterial isolates and metagenome-assembled genomes from 47 different plant hosts and soil, by adopting three independent phylogenomic approaches (D-test, Pagel's λ, and consenTRAIT). We report that the BGCs are phylogenetically conserved to varying strengths and depths in their different classes. We show that the ability to produce specialized metabolites qualifies as a complex trait, and the depth of conservation is equivalent to ecologically relevant complex microbial traits. Interestingly, terpene and aryl polyene BGCs had the strongest phylogenetic conservation in the phytobiomes, but not in the soil microbiomes. Furthermore, we showed that terpenes are largely uncharacterized in phytobiomes and pinpointed specific clades that harbor potentially novel terpenes. Taken together, this study sheds light on the evolution of specialized metabolites' biosynthesis potential in phytobiomes under the influence of plant hosts and presents strategies to rationally guide the discovery of potentially novel classes of metabolites. IMPORTANCE This study expands our understandings of the biosynthetic potential of phytobiomes by using such worldwide and extensive collection of microbiomes from plants and soil. Apart from providing such vital resource for the plant microbiome researchers, this study provides fundamental insights into the evolution of biosynthetic gene clusters (BGCs) in phytobiomes under the influence of plant host. Specifically, we report that the strength of phylogenetic conservation in microbiomes varies for different classes of BGCs and is influenced as a result of plant host association. Furthermore, our results indicate that biosynthetic potential of specialized metabolites is deeply conserved equivalent to other complex and ecologically relevant microbial traits. Finally, for the most conserved class of specialized metabolites (terpenes), we identified clades harboring potentially novel class of molecules. Future studies could focus on plant-microbe coevolution and interactions through specialized metabolites building upon these findings.
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Affiliation(s)
- Arijit Mukherjee
- Department of Biological Sciences, National University of Singapore, Singapore, Singapore
- Singapore Centre for Environmental Life Sciences Engineering, National University of Singapore, Singapore, Singapore
| | - Hitesh Tikariha
- Department of Biological Sciences, National University of Singapore, Singapore, Singapore
- Singapore Centre for Environmental Life Sciences Engineering, National University of Singapore, Singapore, Singapore
| | - Aditya Bandla
- Singapore Centre for Environmental Life Sciences Engineering, National University of Singapore, Singapore, Singapore
- NUS Environmental Research Institute, National University of Singapore, Singapore, Singapore
| | - Shruti Pavagadhi
- Singapore Centre for Environmental Life Sciences Engineering, National University of Singapore, Singapore, Singapore
- NUS Environmental Research Institute, National University of Singapore, Singapore, Singapore
| | - Sanjay Swarup
- Department of Biological Sciences, National University of Singapore, Singapore, Singapore
- Singapore Centre for Environmental Life Sciences Engineering, National University of Singapore, Singapore, Singapore
- NUS Environmental Research Institute, National University of Singapore, Singapore, Singapore
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32
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Martins SJ, Pasche J, Silva HAO, Selten G, Savastano N, Abreu LM, Bais HP, Garrett KA, Kraisitudomsook N, Pieterse CMJ, Cernava T. The Use of Synthetic Microbial Communities to Improve Plant Health. PHYTOPATHOLOGY 2023; 113:1369-1379. [PMID: 36858028 DOI: 10.1094/phyto-01-23-0016-ia] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Despite the numerous benefits plants receive from probiotics, maintaining consistent results across applications is still a challenge. Cultivation-independent methods associated with reduced sequencing costs have considerably improved the overall understanding of microbial ecology in the plant environment. As a result, now, it is possible to engineer a consortium of microbes aiming for improved plant health. Such synthetic microbial communities (SynComs) contain carefully chosen microbial species to produce the desired microbiome function. Microbial biofilm formation, production of secondary metabolites, and ability to induce plant resistance are some of the microbial traits to consider when designing SynComs. Plant-associated microbial communities are not assembled randomly. Ecological theories suggest that these communities have a defined phylogenetic organization structured by general community assembly rules. Using machine learning, we can study these rules and target microbial functions that generate desired plant phenotypes. Well-structured assemblages are more likely to lead to a stable SynCom that thrives under environmental stressors as compared with the classical selection of single microbial activities or taxonomy. However, ensuring microbial colonization and long-term plant phenotype stability is still one of the challenges to overcome with SynComs, as the synthetic community may change over time with microbial horizontal gene transfer and retained mutations. Here, we explored the advances made in SynCom research regarding plant health, focusing on bacteria, as they are the most dominant microbial form compared with other members of the microbiome and the most commonly found in SynCom studies.
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Affiliation(s)
- Samuel J Martins
- Department of Plant Pathology, University of Florida, Gainesville, FL, 32611, U.S.A
| | - Josephine Pasche
- Department of Plant Pathology, University of Florida, Gainesville, FL, 32611, U.S.A
| | - Hiago Antonio O Silva
- Department of Plant Pathology, University of Florida, Gainesville, FL, 32611, U.S.A
- Departamento de Fitopatologia, Universidade Federal de Viçosa, Viçosa, MG 36570-900, Brazil
| | - Gijs Selten
- Plant-Microbe Interactions, Department of Biology, Utrecht University, Padualaan 8, 3584 CH Utrecht, The Netherlands
| | - Noah Savastano
- Department of Plant and Soil Sciences, 311 AP Biopharma, University of Delaware, Newark, DE 19713, U.S.A
| | - Lucas Magalhães Abreu
- Departamento de Fitopatologia, Universidade Federal de Viçosa, Viçosa, MG 36570-900, Brazil
| | - Harsh P Bais
- Department of Plant and Soil Sciences, 311 AP Biopharma, University of Delaware, Newark, DE 19713, U.S.A
| | - Karen A Garrett
- Department of Plant Pathology, University of Florida, Gainesville, FL, 32611, U.S.A
| | | | - Corné M J Pieterse
- Plant-Microbe Interactions, Department of Biology, Utrecht University, Padualaan 8, 3584 CH Utrecht, The Netherlands
| | - Tomislav Cernava
- Institute of Environmental Biotechnology, Graz University of Technology, Graz, 8020, Austria
- School of Biological Sciences, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, SO17 1BJ, U.K
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33
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Gao J, Uwiringiyimana E, Zhang D. Microbial composition and diversity of the tobacco leaf phyllosphere during plant development. Front Microbiol 2023; 14:1199241. [PMID: 37502406 PMCID: PMC10368876 DOI: 10.3389/fmicb.2023.1199241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Accepted: 06/06/2023] [Indexed: 07/29/2023] Open
Abstract
Phyllosphere-associated microorganisms affect host plant's nutrients availability, its growth and ecological functions. Tobacco leaves provide a wide-area habitat for microbial life. Previous studies have mainly focused on phyllosphere microbiota at one time point of tobacco growth process, but more is unknown about dynamic changes in phyllospheric microbial composition from earlier to the late stage of plant development. In the current study, we had determined the bacterial and fungal communities succession of tobacco growth stages (i.e., seedling, squaring, and maturing) by using both 16S rRNA sequencing for bacterial and ITS sequencing for fungi. Our results demonstrated that among tobacco growth stages, the phyllospheric bacterial communities went through more distinct succession than the fungal communities did. Proteobacteria and Actinobacteria exerted the most influence in tobacco development from seedling to squaring stages. At maturing stage, Proteobacteria and Actinobacteria dominance was gradually replaced by Firmicutes and Bacteroidetes. Network analysis revealed that Proteobacteria, as the core phyllospheric microbia, played essential role in stabilizing the whole bacterial network during tobacco development, and consequently rendered it to more profound ecological functions. During tobacco development, the contents of leaf sugar, nicotine, nitrogen and potassium were significantly correlated with either bacterial or fungal communities, and these abiotic factors accounted for 39.3 and 51.5% of the total variation, respectively. We overall evinced that the development of tobacco phyllosphere is accompanied by variant dynamics of phyllospheric microbial community.
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Affiliation(s)
- Jianing Gao
- College of Tourism and Geographical Science, Leshan Normal University, Leshan, China
| | - Ernest Uwiringiyimana
- Institute of Soil Science, Chinese Academy of Sciences, Nanjing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Dan Zhang
- Key Laboratory of Mountain Surface Processes and Ecological Regulation, Institute of Mountain Hazards and Environment, Chinese Academy of Sciences, Chengdu, China
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34
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Schäfer M, Pacheco AR, Künzler R, Bortfeld-Miller M, Field CM, Vayena E, Hatzimanikatis V, Vorholt JA. Metabolic interaction models recapitulate leaf microbiota ecology. Science 2023; 381:eadf5121. [PMID: 37410834 DOI: 10.1126/science.adf5121] [Citation(s) in RCA: 58] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 05/18/2023] [Indexed: 07/08/2023]
Abstract
Resource allocation affects the structure of microbiomes, including those associated with living hosts. Understanding the degree to which this dependency determines interspecies interactions may advance efforts to control host-microbiome relationships. We combined synthetic community experiments with computational models to predict interaction outcomes between plant-associated bacteria. We mapped the metabolic capabilities of 224 leaf isolates from Arabidopsis thaliana by assessing the growth of each strain on 45 environmentally relevant carbon sources in vitro. We used these data to build curated genome-scale metabolic models for all strains, which we combined to simulate >17,500 interactions. The models recapitulated outcomes observed in planta with >89% accuracy, highlighting the role of carbon utilization and the contributions of niche partitioning and cross-feeding in the assembly of leaf microbiomes.
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Affiliation(s)
- Martin Schäfer
- Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | - Alan R Pacheco
- Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | - Rahel Künzler
- Institute of Microbiology, ETH Zurich, Zurich, Switzerland
| | | | | | - Evangelia Vayena
- Laboratory of Computational Systems Biotechnology, École Polytechnique Fédérale de Lausanne, EPFL, Lausanne, Switzerland
| | - Vassily Hatzimanikatis
- Laboratory of Computational Systems Biotechnology, École Polytechnique Fédérale de Lausanne, EPFL, Lausanne, Switzerland
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35
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Adomako MO, Yu FH. Potential effects of micro- and nanoplastics on phyllosphere microorganisms and their evolutionary and ecological responses. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 884:163760. [PMID: 37120023 DOI: 10.1016/j.scitotenv.2023.163760] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 04/22/2023] [Accepted: 04/23/2023] [Indexed: 05/05/2023]
Abstract
Plastic pollution is among the most urgent environmental and social challenges of the 21st century, and their influxes in the environment have altered critical growth drivers in all biomes, attracting global concerns. In particular, the consequences of microplastics on plants and their associated soil microorganisms have gained a large audience. On the contrary, how microplastics and nanoplastics (M/NPs) may influence the plant-associated microorganisms in the phyllosphere (i.e., the aboveground portion of plants) is nearly unknown. We, therefore, summarize evidence that may potentially connect M/NPs, plants, and phyllosphere microorganisms based on studies on other analogous contaminants such as heavy metals, pesticides, and nanoparticles. We show seven pathways that may link M/NPs into the phyllosphere environment, and provide a conceptual framework explaining the direct and indirect (soil legacy) effects of M/NPs on phyllosphere microbial communities. We also discuss the adaptive evolutionary and ecological responses, such as acquiring novel resistance genes via horizontal gene transfer and microbial degradation of plastics of the phyllosphere microbial communities, to M/NPs-induced threats. Finally, we highlight the global consequences (e.g., disruption of ecosystem biogeochemical cycling and impaired host-pathogen defense chemistry that can lead to reduced agricultural productivity) of altered plant-microbiome interactions in the phyllosphere in the context of a predicted surge of plastic production and conclude with pending questions for future research priorities. In conclusion, M/NPs are very likely to produce significant effects on phyllosphere microorganisms and mediate their evolutionary and ecological responses.
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Affiliation(s)
- Michael Opoku Adomako
- Institute of Wetland Ecology & Clone Ecology/Zhejiang Provincial Key Laboratory of Plant Evolutionary Ecology and Conservation, Taizhou University, Taizhou 318000, Zhejiang, China
| | - Fei-Hai Yu
- Institute of Wetland Ecology & Clone Ecology/Zhejiang Provincial Key Laboratory of Plant Evolutionary Ecology and Conservation, Taizhou University, Taizhou 318000, Zhejiang, China.
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36
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Geller AM, Levy A. "What I cannot create, I do not understand": elucidating microbe-microbe interactions to facilitate plant microbiome engineering. Curr Opin Microbiol 2023; 72:102283. [PMID: 36868050 DOI: 10.1016/j.mib.2023.102283] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Revised: 01/22/2023] [Accepted: 01/24/2023] [Indexed: 03/05/2023]
Abstract
Plant-microbe interactions are important for both physiological and pathological processes. Despite the significance of plant-microbe interactions, microbe-microbe interactions themselves represent an important, complex, dynamic network that warrants deeper investigation. To understand how microbe-microbe interactions affect plant microbiomes, one approach is to systematically understand all the factors involved in successful engineering of a microbial community. This follows the physicist Richard Feynman's declaration: "what I cannot create, I do not understand". This review highlights recent studies that focus on aspects that we believe are important for building (ergo understanding) microbe-microbe interactions in the plant environment, including pairwise screening, intelligent application of cross-feeding models, spatial distributions of microbes, and understudied interactions between bacteria and fungi, phages, and protists. We offer a framework for systematic collection and centralized integration of data of plant microbiomes that could organize all the factors that can help ecologists understand microbiomes and help synthetic ecologists engineer beneficial microbiomes.
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Affiliation(s)
- Alexander M Geller
- Department of Plant Pathology and Microbiology, Institute of Environmental Science, Robert H. Smith Faculty of Agriculture, Food, and Environment, The Hebrew University of Jerusalem, Rehovot 7610001, Israel
| | - Asaf Levy
- Department of Plant Pathology and Microbiology, Institute of Environmental Science, Robert H. Smith Faculty of Agriculture, Food, and Environment, The Hebrew University of Jerusalem, Rehovot 7610001, Israel.
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37
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Poupin MJ, Ledger T, Roselló-Móra R, González B. The Arabidopsis holobiont: a (re)source of insights to understand the amazing world of plant-microbe interactions. ENVIRONMENTAL MICROBIOME 2023; 18:9. [PMID: 36803555 PMCID: PMC9938593 DOI: 10.1186/s40793-023-00466-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/09/2022] [Accepted: 01/19/2023] [Indexed: 06/18/2023]
Abstract
As holobiont, a plant is intrinsically connected to its microbiomes. However, some characteristics of these microbiomes, such as their taxonomic composition, biological and evolutionary role, and especially the drivers that shape them, are not entirely elucidated. Reports on the microbiota of Arabidopsis thaliana first appeared more than ten years ago. However, there is still a lack of a comprehensive understanding of the vast amount of information that has been generated using this holobiont. The main goal of this review was to perform an in-depth, exhaustive, and systematic analysis of the literature regarding the Arabidopsis-microbiome interaction. A core microbiota was identified as composed of a few bacterial and non-bacterial taxa. The soil (and, to a lesser degree, air) were detected as primary microorganism sources. From the plant perspective, the species, ecotype, circadian cycle, developmental stage, environmental responses, and the exudation of metabolites were crucial factors shaping the plant-microbe interaction. From the microbial perspective, the microbe-microbe interactions, the type of microorganisms belonging to the microbiota (i.e., beneficial or detrimental), and the microbial metabolic responses were also key drivers. The underlying mechanisms are just beginning to be unveiled, but relevant future research needs were identified. Thus, this review provides valuable information and novel analyses that will shed light to deepen our understanding of this plant holobiont and its interaction with the environment.
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Affiliation(s)
- M J Poupin
- Laboratorio de Bioingeniería, Facultad de Ingeniería y Ciencias, Universidad Adolfo Ibáñez, 7941169, Santiago, Chile
- Center of Applied Ecology and Sustainability (CAPES), Santiago, Chile
- Millennium Nucleus for the Development of Super Adaptable Plants (MN-SAP), Santiago, Chile
| | - T Ledger
- Laboratorio de Bioingeniería, Facultad de Ingeniería y Ciencias, Universidad Adolfo Ibáñez, 7941169, Santiago, Chile
- Center of Applied Ecology and Sustainability (CAPES), Santiago, Chile
- Millennium Nucleus for the Development of Super Adaptable Plants (MN-SAP), Santiago, Chile
| | - R Roselló-Móra
- Marine Microbiology Group, Department of Animal and Microbial Biodiversity, Mediterranean Institute for Advanced Studies (IMEDEA UIB-CSIC), Illes Balears, Majorca, Spain
| | - B González
- Laboratorio de Bioingeniería, Facultad de Ingeniería y Ciencias, Universidad Adolfo Ibáñez, 7941169, Santiago, Chile.
- Center of Applied Ecology and Sustainability (CAPES), Santiago, Chile.
- Millennium Nucleus for the Development of Super Adaptable Plants (MN-SAP), Santiago, Chile.
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38
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Jähne J, Le Thi TT, Blumenscheit C, Schneider A, Pham TL, Le Thi PT, Blom J, Vater J, Schweder T, Lasch P, Borriss R. Novel Plant-Associated Brevibacillus and Lysinibacillus Genomospecies Harbor a Rich Biosynthetic Potential of Antimicrobial Compounds. Microorganisms 2023; 11:168. [PMID: 36677460 PMCID: PMC9867215 DOI: 10.3390/microorganisms11010168] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2022] [Revised: 01/03/2023] [Accepted: 01/06/2023] [Indexed: 01/12/2023] Open
Abstract
We have previously reported the draft genome sequences of 59 endospore-forming Gram-positive bacterial strains isolated from Vietnamese crop plants due to their ability to suppress plant pathogens. Based on their draft genome sequence, eleven of them were assigned to the Brevibacillus and one to the Lysinibacillus genus. Further analysis including full genome sequencing revealed that several of these strains represent novel genomospecies. In vitro and in vivo assays demonstrated their ability to promote plant growth, as well as the strong biocontrol potential of Brevibacilli directed against phytopathogenic bacteria, fungi, and nematodes. Genome mining identified 157 natural product biosynthesis gene clusters (BGCs), including 36 novel BGCs not present in the MIBiG data bank. Our findings indicate that plant-associated Brevibacilli are a rich source of putative antimicrobial compounds and might serve as a valuable starting point for the development of novel biocontrol agents.
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Affiliation(s)
- Jennifer Jähne
- Proteomics and Spectroscopy Unit (ZBS6), Center for Biological Threats and Special Pathogens, Robert Koch Institute, 13353 Berlin, Germany
| | - Thanh Tam Le Thi
- Division of Pathology and Phyto-Immunology, Plant Protection Research Institute (PPRI), Duc Thang, Bac Tu Liem, Ha Noi, Vietnam
| | - Christian Blumenscheit
- Proteomics and Spectroscopy Unit (ZBS6), Center for Biological Threats and Special Pathogens, Robert Koch Institute, 13353 Berlin, Germany
| | - Andy Schneider
- Proteomics and Spectroscopy Unit (ZBS6), Center for Biological Threats and Special Pathogens, Robert Koch Institute, 13353 Berlin, Germany
| | - Thi Luong Pham
- Division of Pathology and Phyto-Immunology, Plant Protection Research Institute (PPRI), Duc Thang, Bac Tu Liem, Ha Noi, Vietnam
| | - Phuong Thao Le Thi
- Division of Pathology and Phyto-Immunology, Plant Protection Research Institute (PPRI), Duc Thang, Bac Tu Liem, Ha Noi, Vietnam
| | - Jochen Blom
- Bioinformatics and Systems Biology, Faculty of Biology and Chemistry, Justus-Liebig Universität Giessen, 35392 Giessen, Germany
| | - Joachim Vater
- Proteomics and Spectroscopy Unit (ZBS6), Center for Biological Threats and Special Pathogens, Robert Koch Institute, 13353 Berlin, Germany
| | - Thomas Schweder
- Institute of Marine Biotechnology e.V. (IMaB), 17489 Greifswald, Germany
- Pharmaceutical Biotechnology, University of Greifswald, 17489 Greifswald, Germany
| | - Peter Lasch
- Proteomics and Spectroscopy Unit (ZBS6), Center for Biological Threats and Special Pathogens, Robert Koch Institute, 13353 Berlin, Germany
| | - Rainer Borriss
- Institute of Marine Biotechnology e.V. (IMaB), 17489 Greifswald, Germany
- Institute of Biology, Humboldt University Berlin, 10115 Berlin, Germany
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39
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Matilla MA, Evans TJ, Martín J, Udaondo Z, Lomas‐Martínez C, Rico‐Jiménez M, Reyes F, Salmond GPC. Herbicolin A production and its modulation by quorum sensing in a
Pantoea agglomerans
rhizobacterium bioactive against a broad spectrum of plant‐pathogenic fungi. Microb Biotechnol 2022. [PMID: 36528875 PMCID: PMC10364316 DOI: 10.1111/1751-7915.14193] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Revised: 10/20/2022] [Accepted: 11/23/2022] [Indexed: 12/23/2022] Open
Abstract
Global population growth makes it necessary to increase agricultural production yields. However, climate change impacts and diseases caused by plant pathogens are challenging modern agriculture. Therefore, it is necessary to look for alternatives to the excessive use of chemical fertilizers and pesticides. The plant microbiota plays an essential role in plant nutrition and health, and offers enormous potential to meet future challenges of agriculture. In this context, here we characterized the antifungal properties of the rhizosphere bacterium Pantoea agglomerans 9Rz4, which is active against a broad spectrum of plant pathogenic fungi. Chemical analyses revealed that strain 9Rz4 produces the antifungal herbicolin A and its biosynthetic gene cluster was identified and characterized. We found that the only acyl-homoserine lactone-based quorum sensing system of 9Rz4 modulates herbicolin A gene cluster expression. No role of plasmid carriage in the production of herbicolin A was observed. Plant assays revealed that herbicolin A biosynthesis does not affect the root colonization ability of P. agglomerans 9Rz4. Current legislative restrictions are aimed at reducing the use of chemical pesticides in agriculture, and the results derived from this study may lay the foundations for the development of novel biopesticides from rhizosphere microorganisms.
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Affiliation(s)
- Miguel A. Matilla
- Department of Biotechnology and Environmental Protection, Estación Experimental del Zaidín Consejo Superior de Investigaciones Científicas Granada Spain
- Department of Biochemistry University of Cambridge Cambridge UK
| | - Terry J. Evans
- Department of Biochemistry University of Cambridge Cambridge UK
| | - Jesús Martín
- Fundación MEDINA Centro de Excelencia en Investigación de Medicamentos Innovadores en Andalucía Granada Spain
| | - Zulema Udaondo
- Department of Biomedical Informatics University of Arkansas for Medical Sciences Little Rock Arkansas USA
| | - Cristina Lomas‐Martínez
- Department of Biotechnology and Environmental Protection, Estación Experimental del Zaidín Consejo Superior de Investigaciones Científicas Granada Spain
| | - Míriam Rico‐Jiménez
- Department of Biotechnology and Environmental Protection, Estación Experimental del Zaidín Consejo Superior de Investigaciones Científicas Granada Spain
| | - Fernando Reyes
- Fundación MEDINA Centro de Excelencia en Investigación de Medicamentos Innovadores en Andalucía Granada Spain
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40
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Bartolek Z, Creveld SGV, Coesel S, Cain KR, Schatz M, Morales R, Virginia Armbrust E. Flavobacterial exudates disrupt cell cycle progression and metabolism of the diatom Thalassiosira pseudonana. THE ISME JOURNAL 2022; 16:2741-2751. [PMID: 36104452 PMCID: PMC9666458 DOI: 10.1038/s41396-022-01313-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 08/22/2022] [Accepted: 08/24/2022] [Indexed: 12/15/2022]
Abstract
Phytoplankton and bacteria form the base of marine ecosystems and their interactions drive global biogeochemical cycles. The effects of bacteria and bacteria-produced compounds on diatoms range from synergistic to pathogenic and can affect the physiology and transcriptional patterns of the interacting diatom. Here, we investigate physiological and transcriptional changes in the marine diatom Thalassiosira pseudonana induced by extracellular metabolites of a known antagonistic bacterium Croceibacter atlanticus. Mono-cultures of C. atlanticus released compounds that inhibited diatom cell division and elicited a distinctive morphology of enlarged cells with increased chloroplast content and enlarged nuclei, similar to what was previously observed when the diatom was co-cultured with live bacteria. The extracellular C. atlanticus metabolites induced transcriptional changes in diatom pathways that include recognition and signaling pathways, cell cycle regulation, carbohydrate and amino acid production, as well as cell wall stability. Phenotypic analysis showed a disruption in the diatom cell cycle progression and an increase in both intra- and extracellular carbohydrates in diatom cultures after bacterial exudate treatment. The transcriptional changes and corresponding phenotypes suggest that extracellular bacterial metabolites, produced independently of direct bacterial-diatom interaction, may modulate diatom metabolism in ways that support bacterial growth.
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Affiliation(s)
- Zinka Bartolek
- School of Oceanography, University of Washington, Seattle, WA, 98195, USA
| | | | - Sacha Coesel
- School of Oceanography, University of Washington, Seattle, WA, 98195, USA
| | - Kelsy R Cain
- School of Oceanography, University of Washington, Seattle, WA, 98195, USA
| | - Megan Schatz
- School of Oceanography, University of Washington, Seattle, WA, 98195, USA
| | - Rhonda Morales
- School of Oceanography, University of Washington, Seattle, WA, 98195, USA
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41
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Li H, Li Z. The Exploration of Microbial Natural Products and Metabolic Interaction Guided by Mass Spectrometry Imaging. Bioengineering (Basel) 2022; 9:707. [PMID: 36421108 PMCID: PMC9687252 DOI: 10.3390/bioengineering9110707] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 11/02/2022] [Accepted: 11/12/2022] [Indexed: 10/17/2023] Open
Abstract
As an impressive mass spectrometry technology, mass spectrometric imaging (MSI) can provide mass spectra data and spatial distribution of analytes simultaneously. MSI has been widely used in diverse fields such as clinical diagnosis, the pharmaceutical industry and environmental study due to its accuracy, high resolution and developing reproducibility. Natural products (NPs) have been a critical source of leading drugs; almost half of marketed drugs are derived from NPs or their derivatives. The continuous search for bioactive NPs from microorganisms or microbiomes has always been attractive. MSI allows us to analyze and characterize NPs directly in monocultured microorganisms or a microbial community. In this review, we briefly introduce current mainstream ionization technologies for microbial samples and the key issue of sample preparation, and then summarize some applications of MSI in the exploration of microbial NPs and metabolic interaction, especially NPs from marine microbes. Additionally, remaining challenges and future prospects are discussed.
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Affiliation(s)
| | - Zhiyong Li
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
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42
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Li C, Wang Y, Liu D, Wong CC, Coker OO, Zhang X, Liu C, Zhou Y, Liu Y, Kang W, To KF, Sung JJY, Yu J. Squalene epoxidase drives cancer cell proliferation and promotes gut dysbiosis to accelerate colorectal carcinogenesis. Gut 2022; 71:2253-2265. [PMID: 35232776 PMCID: PMC9554078 DOI: 10.1136/gutjnl-2021-325851] [Citation(s) in RCA: 82] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Accepted: 02/15/2022] [Indexed: 01/07/2023]
Abstract
OBJECTIVE Aberrant lipid metabolism is a hallmark of colorectal cancer (CRC). Squalene epoxidase (SQLE), a rate-limiting enzyme in cholesterol biosynthesis, is upregulated in CRC. Here, we aim to determine oncogenic function of SQLE and its interplay with gut microbiota in promoting colorectal tumourigenesis. DESIGN Paired adjacent normal tissues and CRC from two cohorts were analysed (n=202). Colon-specific Sqle transgenic (Sqle tg) mice were generated by crossing Rosa26-lsl-Sqle mice to Cdx2-Cre mice. Stools were collected for metagenomic and metabolomic analyses. RESULTS SQLE messenger RNA and protein expression was upregulated in CRC (p<0.01) and predict poor survival of patients with CRC. SQLE promoted CRC cell proliferation by inducing cell cycle progression and suppressing apoptosis. In azoxymethane-induced CRC model, Sqle tg mice showed increased tumourigenesis compared with wild-type mice (p<0.01). Integrative metagenomic and metabolomic analyses unveiled gut dysbiosis in Sqle tg mice with enriched pathogenic bacteria, which was correlated to increased secondary bile acids. Consistent with detrimental effect of secondary bile acids, gut barrier function was impaired in Sqle tg mice, with reduced tight junction proteins Jam-c and occludin. Transplantation of Sqle tg mice stool to germ-free mice impaired gut barrier function and stimulated cell proliferation compared with control mice stool. Finally, we demonstrated that terbinafine, a SQLE inhibitor, could be repurposed for CRC by synergising with oxaliplatin and 5-fluorouracil to inhibit CRC growth. CONCLUSION This study demonstrates that SQLE mediates oncogenesis via cell intrinsic effects and modulation of gut microbiota-metabolite axis. SQLE represents a therapeutic target and prognostic marker in CRC.
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Affiliation(s)
- Chuangen Li
- Institute of Digestive Disease and The Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Yong Wang
- Department of Laboratory Animal Science, College of Basic Medical Sciences, Army Medical University, Chongqing, China
| | - Dabin Liu
- Institute of Digestive Disease and The Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Chi Chun Wong
- Institute of Digestive Disease and The Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Olabisi Oluwabukola Coker
- Institute of Digestive Disease and The Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Xiang Zhang
- Institute of Digestive Disease and The Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Changan Liu
- Institute of Digestive Disease and The Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Yunfei Zhou
- Institute of Digestive Disease and The Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Yali Liu
- Institute of Digestive Disease and The Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Wei Kang
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Translational Oncology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Ka Fai To
- Department of Anatomical and Cellular Pathology, State Key Laboratory of Translational Oncology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Joseph JY Sung
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore
| | - Jun Yu
- Institute of Digestive Disease and The Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
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Agbavor C, Mirza BS, Wait A. The Effects of Phyllosphere Bacteria on Plant Physiology and Growth of Soybean Infected with Pseudomonas syringae. PLANTS (BASEL, SWITZERLAND) 2022; 11:2634. [PMID: 36235499 PMCID: PMC9571934 DOI: 10.3390/plants11192634] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 09/28/2022] [Accepted: 10/01/2022] [Indexed: 06/16/2023]
Abstract
Phyllosphere bacteria are an important determinant of plant growth and resistance to pathogens. However, the efficacy of phyllosphere bacteria in regulating infection of Pseudomonas syringae pv. glycinea (Psg) and its influence on soybean growth and physiology is unknown. In a greenhouse study, we assessed the influence of a phyllosphere bacterial consortium (BC) of 13 species isolated from field-grown soybean leaves on uninfected and deliberately Psg infected soybean plants. We measured Psg density on infected leaves with and without the application of the BC. The BC application resulted in a significant reduction in Psg cells. We also measured plant biomass, nodule mass and number, gas exchange, and leaf chlorophyll and nitrogen in four treatment groups: control plants, plants with a BC and no infection (BC), plants with BC and infected with Psg (BC + Psg), and plants infected with Psg alone. For all variables, plants infected with Psg alone showed significant reduction in measured variables compared to both BC treatments. Therefore, the bacterial consortium was effective in controlling the negative effects of Psg on growth and physiology. The BC treatment sometimes resulted in increases in measured variables such as plant biomass, nodule numbers, and leaf chlorophyll as compared to control and BC + Psg treatments. Overall, the positive influence of BC treatment on plant growth and physiology highlights its potential applications to increase crop yield and control bacterial pathogens.
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Affiliation(s)
| | - Babur S. Mirza
- Correspondence: ; Tel.: +1-417-836-5062; Fax: +1-417-836-4204
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Lee J, Um S, Kim SH. Metabolomic analysis of halotolerant endophytic bacterium Salinivibrio costicola isolated from Suaeda maritima (L.) dumort. Front Mol Biosci 2022; 9:967945. [PMID: 36120548 PMCID: PMC9478568 DOI: 10.3389/fmolb.2022.967945] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Accepted: 08/09/2022] [Indexed: 11/13/2022] Open
Abstract
In this study, the Salinivibrio costicola strain was isolated from Suaeda maritima (L.) Dumort. collected in Sinan, Republic of Korea. The endophytic characteristics of the Gram-negative bacterium S. costicola were verified with metagenomics sequencing of S. maritima. S. costicola was cultivated for 3 days in a liquid medium with 3.3% sea salt and analyzed the metabolites produced by the strain cultured in five different bacterial cultivation media. From the bacterial cultures, polyhydroxybutyrate derivatives were detected using high-resolution mass spectrometry, and three major compounds were isolated by high-performance liquid chromatography. The chemical structures of the compounds were elucidated using nuclear magnetic resonance and MS analyses. The relationship between the compounds was confirmed with Global Natural Product Social Molecular Networking, which showed clustering of the compounds. From the S. maritima extract, polyhydroxybutyrate derivatives produced by S. costicola were detected as being accumulated in the host plant.
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Leducq JB, Sneddon D, Santos M, Condrain-Morel D, Bourret G, Cecilia Martinez-Gomez N, Lee JA, Foster JA, Stolyar S, Jesse Shapiro B, Kembel SW, Sullivan JM, Marx CJ. Comprehensive phylogenomics of Methylobacterium reveals four evolutionary distinct groups and underappreciated phyllosphere diversity. Genome Biol Evol 2022; 14:6652236. [PMID: 35906926 PMCID: PMC9364378 DOI: 10.1093/gbe/evac123] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/25/2022] [Indexed: 11/13/2022] Open
Abstract
Methylobacterium is a group of methylotrophic microbes associated with soil, fresh water, and particularly the phyllosphere, the aerial part of plants that has been well-studied in terms of physiology but whose evolutionary history and taxonomy are unclear. Recent work has suggested that Methylobacterium is much more diverse than thought previously, questioning its status as an ecologically and phylogenetically coherent taxonomic genus. However, taxonomic and evolutionary studies of Methylobacterium have mostly been restricted to model species, often isolated from habitats other than the phyllosphere, and have yet to utilize comprehensive phylogenomic methods to examine gene trees, gene content, or synteny. By analyzing 189 Methylobacterium genomes from a wide range of habitats, including the phyllosphere, we inferred a robust phylogenetic tree while explicitly accounting for the impact of horizontal gene transfer. We showed that Methylobacterium contains four evolutionarily distinct groups of bacteria (namely A, B, C, D), characterized by different genome size, GC content, gene content and genome architecture, revealing the dynamic nature of Methylobacterium genomes. In addition to recovering 59 described species, we identified 45 candidate species, mostly phyllosphere-associated, stressing the significance of plants as a reservoir of Methylobacterium diversity. We inferred an ancient transition from a free-living lifestyle to association with plant roots in Methylobacteriaceae ancestor, followed by phyllosphere association of three of the major groups (A, B, D), whose early branching in Methylobacterium history has been heavily obscured by HGT. Together, our work lays the foundations for a thorough redefinition of Methylobacterium taxonomy, beginning with the abandonment of Methylorubrum.
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Affiliation(s)
- Jean-Baptiste Leducq
- Université Laval - Quebec City (QC) Canada.,University of Idaho - Moscow (ID) US
| | | | | | | | | | | | | | | | | | - B Jesse Shapiro
- Université de Montréal - Montreal (QC) Canada.,McGill University - Montreal (QC) Canada
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Wu C, Tang J, Limlingan Malit JJ, Wang R, Sung HHY, Williams ID, Qian PY. Bathiapeptides: Polythiazole-Containing Peptides from a Marine Biofilm-Derived Bacillus sp. JOURNAL OF NATURAL PRODUCTS 2022; 85:1751-1762. [PMID: 35703501 DOI: 10.1021/acs.jnatprod.2c00290] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Bacteria in marine biofilms are a rich reservoir of natural products. To facilitate novel secondary metabolite discovery, we investigated the metabolic profile of a marine biofilm-derived Bacillus sp. B19-2 by combining bioinformatics and LC-UV-MS analyses. After dereplication and purification of putatively unknown compounds, a new family of compounds 1-8 was uncovered and named bathiapeptides. Structural elucidation using NMR, HRESIMS, ozonolysis, advanced Marfey's analysis, and X-ray diffraction revealed that bathiapeptides are polypeptides that contain a rare polythiazole moiety. These compounds exhibited strong cytotoxicity against Hep G2, HeLa, MCF-7, and MGC-803 cell lines, and the lowest IC50 value was 0.5 μM. An iterative biosynthesis logic in bathiapeptides' biosynthesis was proposed based on the identified chemical structures and putative gene cluster analysis.
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Affiliation(s)
- Chuanhai Wu
- Southern Marine Science and Engineering Guangdong Laboratory, Guangzhou, Guangdong, 511458 People's Republic of China
- Department of Ocean Science, The Hong Kong University of Science and Technology, Hong Kong, People's Republic of China
| | - Jianwei Tang
- Southern Marine Science and Engineering Guangdong Laboratory, Guangzhou, Guangdong, 511458 People's Republic of China
- Department of Ocean Science, The Hong Kong University of Science and Technology, Hong Kong, People's Republic of China
| | - Jessie James Limlingan Malit
- Southern Marine Science and Engineering Guangdong Laboratory, Guangzhou, Guangdong, 511458 People's Republic of China
- Department of Ocean Science, The Hong Kong University of Science and Technology, Hong Kong, People's Republic of China
| | - Ruojun Wang
- Southern Marine Science and Engineering Guangdong Laboratory, Guangzhou, Guangdong, 511458 People's Republic of China
- Department of Ocean Science, The Hong Kong University of Science and Technology, Hong Kong, People's Republic of China
| | - Herman H-Y Sung
- Southern Marine Science and Engineering Guangdong Laboratory, Guangzhou, Guangdong, 511458 People's Republic of China
- Department of Chemistry, The Hong Kong University of Science and Technology, Hong Kong, People's Republic of China
| | - Ian D Williams
- Southern Marine Science and Engineering Guangdong Laboratory, Guangzhou, Guangdong, 511458 People's Republic of China
- Department of Chemistry, The Hong Kong University of Science and Technology, Hong Kong, People's Republic of China
| | - Pei-Yuan Qian
- Southern Marine Science and Engineering Guangdong Laboratory, Guangzhou, Guangdong, 511458 People's Republic of China
- Department of Ocean Science, The Hong Kong University of Science and Technology, Hong Kong, People's Republic of China
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Xu P, Fan X, Mao Y, Cheng H, Xu A, Lai W, Lv T, Hu Y, Nie Y, Zheng X, Meng Q, Wang Y, Cernava T, Wang M. Temporal metabolite responsiveness of microbiota in the tea plant phyllosphere promotes continuous suppression of fungal pathogens. J Adv Res 2022; 39:49-60. [PMID: 35777916 PMCID: PMC9263646 DOI: 10.1016/j.jare.2021.10.003] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 09/16/2021] [Accepted: 10/12/2021] [Indexed: 02/08/2023] Open
Abstract
INTRODUCTION A broad spectrum of rhizosphere bacteria and fungi were shown to play a central role for health, fitness and productivity of their host plants. However, implications of host metabolism on microbiota assembly in the phyllosphere and potential consequences for holobiont functioning were sparsely addressed. Previous observations indicated that tea plants might reduce disease occurrence in various forests located in their proximity; the underlying mechanisms and potential implications of the phyllosphere microbiota remained elusive. OBJECTIVES This study aimed atdeciphering microbiome assembly in the tea plant phyllosphere throughout shoot development as well as elucidating potential implications of host metabolites in this process. The main focus was to explore hidden interconnections between the homeostasis of the phyllosphere microbiome and resistance to fungal pathogens. METHODS Profiling of host metabolites and microbiome analyses based on high-throughput sequencing were integrated to identify drivers of microbiome assembly throughout shoot development in the phyllosphere of tea plants. This was complemented by tracking of beneficial microorganisms in all compartments of the plant. Synthetic assemblages (SynAss), bioassays and field surveys were implemented to verify functioning of the phyllosphere microbiota. RESULTS Theophylline and epigallocatechin gallate, two prevalent metabolites at the early and late shoot development stage respectively, were identified as the main drivers of microbial community assembly. Flavobacterium and Myriangium were distinct microbial responders at the early stage, while Parabacteroides and Mortierella were more enriched at the late stage. Reconstructed, stage-specific SynAss suppressed various tree phytopathogens by 13.0%-69.3% in vitro and reduced disease incidence by 8.24%-41.3% in vivo. CONCLUSION The findings indicate that a functional phyllosphere microbiota was assembled along with development-specific metabolites in tea plants, which continuously suppressed prevalent fungal pathogens. The insights gained into the temporally resolved metabolite response of the tea plant microbiota could provide novel solutions for disease management.
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Affiliation(s)
- Ping Xu
- College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310058, China; Key Laboratory of Horticultural Plant Growth, Development and Quality Improvement, Ministry of Agriculture, Zhejiang University, Hangzhou 310058, China
| | - Xiaoyan Fan
- College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310058, China; Key Laboratory of Biology of Crop Pathogens and Insects of Zhejiang Province, Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Ministry of Agriculture, Zhejiang University, Hangzhou 310058, China; Institute of Environmental Biotechnology, Graz University of Technology, Petersgasse 12, 8010 Graz, Austria
| | - Yuxiao Mao
- Hangzhou Academy of Agricultural Sciences, Hangzhou 310000, China
| | - Haiyan Cheng
- College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310058, China; Key Laboratory of Horticultural Plant Growth, Development and Quality Improvement, Ministry of Agriculture, Zhejiang University, Hangzhou 310058, China
| | - Anan Xu
- College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310058, China; Key Laboratory of Horticultural Plant Growth, Development and Quality Improvement, Ministry of Agriculture, Zhejiang University, Hangzhou 310058, China
| | - Wanyi Lai
- College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310058, China; Key Laboratory of Horticultural Plant Growth, Development and Quality Improvement, Ministry of Agriculture, Zhejiang University, Hangzhou 310058, China
| | - Tianxing Lv
- College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310058, China; Key Laboratory of Biology of Crop Pathogens and Insects of Zhejiang Province, Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Ministry of Agriculture, Zhejiang University, Hangzhou 310058, China
| | - Yang Hu
- Zhejiang Provincial Key Laboratory of Biological and Chemical Utilization of Forest Resources, Zhejiang Academy of Forestry, Hangzhou 310023, Zhejiang, China
| | - Yanxia Nie
- Ecology and Environmental Sciences Center, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou 510650, China
| | - Xuxia Zheng
- Hangzhou Academy of Agricultural Sciences, Hangzhou 310000, China
| | - Qing Meng
- College of Food Science, Southwest University, Chongqing 400715, China
| | - Yuefei Wang
- College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310058, China; Key Laboratory of Horticultural Plant Growth, Development and Quality Improvement, Ministry of Agriculture, Zhejiang University, Hangzhou 310058, China
| | - Tomislav Cernava
- Institute of Environmental Biotechnology, Graz University of Technology, Petersgasse 12, 8010 Graz, Austria.
| | - Mengcen Wang
- College of Agriculture and Biotechnology, Zhejiang University, Hangzhou 310058, China; Key Laboratory of Biology of Crop Pathogens and Insects of Zhejiang Province, Key Laboratory of Molecular Biology of Crop Pathogens and Insects, Ministry of Agriculture, Zhejiang University, Hangzhou 310058, China.
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Dong Y, Aharoni A. Image to insight: exploring natural products through mass spectrometry imaging. Nat Prod Rep 2022; 39:1510-1530. [PMID: 35735199 DOI: 10.1039/d2np00011c] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Covering: 2017 to 2022Mass spectrometry imaging (MSI) has become a mature molecular imaging technique that is well-matched for natural product (NP) discovery. Here we present a brief overview of MSI, followed by a thorough discussion of different MSI applications in NP research. This review will mainly focus on the recent progress of MSI in plants and microorganisms as they are the main producers of NPs. Specifically, the opportunity and potential of combining MSI with other imaging modalities and stable isotope labeling are discussed. Throughout, we focus on both the strengths and weaknesses of MSI, with an eye on future improvements that are necessary for the progression of MSI toward routine NP studies. Finally, we discuss new areas of research, future perspectives, and the overall direction that the field may take in the years to come.
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Affiliation(s)
- Yonghui Dong
- Department of Plant Sciences, Weizmann Institute of Science, Rehovot 76100, Israel.
| | - Asaph Aharoni
- Department of Plant Sciences, Weizmann Institute of Science, Rehovot 76100, Israel.
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Zhu Y, Xiong C, Wei Z, Chen Q, Ma B, Zhou S, Tan J, Zhang L, Cui H, Duan G. Impacts of global change on the phyllosphere microbiome. THE NEW PHYTOLOGIST 2022; 234:1977-1986. [PMID: 34921429 PMCID: PMC9306672 DOI: 10.1111/nph.17928] [Citation(s) in RCA: 85] [Impact Index Per Article: 28.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Accepted: 12/08/2021] [Indexed: 05/21/2023]
Abstract
Plants form complex interaction networks with diverse microbiomes in the environment, and the intricate interplay between plants and their associated microbiomes can greatly influence ecosystem processes and functions. The phyllosphere, the aerial part of the plant, provides a unique habitat for diverse microbes, and in return the phyllosphere microbiome greatly affects plant performance. As an open system, the phyllosphere is subjected to environmental perturbations, including global change, which will impact the crosstalk between plants and their microbiomes. In this review, we aim to provide a synthesis of current knowledge of the complex interactions between plants and the phyllosphere microbiome under global changes and to identify future priority areas of research on this topic.
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Affiliation(s)
- Yong‐Guan Zhu
- Key Laboratory of Urban Environment and HealthInstitute of Urban EnvironmentChinese Academy of SciencesXiamen361021China
- State Key Laboratory of Urban and Regional EcologyResearch Center for Eco‐Environmental SciencesChinese Academy of SciencesBeijing100085China
| | - Chao Xiong
- State Key Laboratory of Urban and Regional EcologyResearch Center for Eco‐Environmental SciencesChinese Academy of SciencesBeijing100085China
| | - Zhong Wei
- Key Laboratory of Plant ImmunityJiangsu Provincial Key Laboratory for Organic Solid Waste UtilizationJiangsu Collaborative Innovation Center for Solid Organic Waste Resource UtilizationNational Engineering Research Center for Organic‐Based FertilizersNanjing Agricultural UniversityWeigang, Nanjing210095China
| | - Qing‐Lin Chen
- Faculty of Veterinary and Agricultural SciencesThe University of MelbourneParkvilleVic3010Australia
| | - Bin Ma
- Zhejiang Provincial Key Laboratory of Agricultural Resources and EnvironmentCollege of Environmental and Natural Resource SciencesZhejiang UniversityHangzhou310058China
- Hangzhou Innovation CenterZhejiang UniversityHangzhou311200China
| | - Shu‐Yi‐Dan Zhou
- Key Laboratory of Urban Environment and HealthInstitute of Urban EnvironmentChinese Academy of SciencesXiamen361021China
| | - Jiaqi Tan
- Department of Biological SciencesLouisiana State UniversityBaton RougeLA70803USA
| | - Li‐Mei Zhang
- State Key Laboratory of Urban and Regional EcologyResearch Center for Eco‐Environmental SciencesChinese Academy of SciencesBeijing100085China
| | - Hui‐Ling Cui
- State Key Laboratory of Urban and Regional EcologyResearch Center for Eco‐Environmental SciencesChinese Academy of SciencesBeijing100085China
| | - Gui‐Lan Duan
- State Key Laboratory of Urban and Regional EcologyResearch Center for Eco‐Environmental SciencesChinese Academy of SciencesBeijing100085China
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Schäfer M, Vogel CM, Bortfeld-Miller M, Mittelviefhaus M, Vorholt JA. Mapping phyllosphere microbiota interactions in planta to establish genotype–phenotype relationships. Nat Microbiol 2022; 7:856-867. [DOI: 10.1038/s41564-022-01132-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 04/22/2022] [Indexed: 11/09/2022]
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