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Kaminsky LM, Burghardt L, Bell TH. Evolving a plant-beneficial bacterium in soil vs. nutrient-rich liquid culture has contrasting effects on in-soil fitness. Appl Environ Microbiol 2025; 91:e0208524. [PMID: 40067020 PMCID: PMC12016532 DOI: 10.1128/aem.02085-24] [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: 10/21/2024] [Accepted: 02/12/2025] [Indexed: 04/24/2025] Open
Abstract
Inoculation of plant-beneficial microbes into agricultural soils can improve crop growth, but such outcomes depend on microbial survival. Here, we assessed how exposure to prior environmental conditions impacts microbial in-soil fitness, particularly focusing on incubation in liquid culture as an unavoidable phase of inoculant production and on pre-incubation in target soils as a potential method to improve performance. We conducted experimental evolution on a phosphorus-solubilizing bacterial species, Priestia megaterium, in (i) soil only, (ii) liquid media only, and (iii) soil followed by liquid media, using population metagenomic sequencing to track mutations over time. Several typical in vitro evolutionary phenomena were observed in liquid media-incubated populations, including clonal interference, genetic hitchhiking, and mutation parallelism between replicate populations, particularly in the sporulation transcription factor spo0A. Liquid media-incubated populations also developed a clear fitness reduction in soil compared to the ancestral isolate. However, soil-incubated populations grew slowly, experienced far fewer generations despite longer absolute time, and accumulated minimal mutational changes. Correspondingly, soil-incubated populations did not display improved survival compared to the ancestral isolate in their target soils, though there did appear to be minor fitness reductions in unfamiliar soil. This work demonstrates that adaptation to liquid media and/or a native soil can impact bacterial fitness in new soil and that bacterial evolution in more complex real-world habitats does not closely resemble bacterial evolution in liquid media. IMPORTANCE Innovative solutions are needed to address emerging challenges in agriculture while reducing its environmental footprint. Management of soil microbiomes could contribute to this effort, as plant growth-promoting microorganisms provide key ecosystem services that support crops. Yet, inoculating beneficial microbes into farm soils yields unreliable results. We require a greater knowledge of the ecology of these taxa to improve their functioning in sustainable agroecosystems. In this report, we demonstrate that exposure to laboratory media and lingering adaptation to another soil can negatively impact the in-soil survival of a phosphorus-solubilizing bacterial species. We go further to highlight the underlying mutations that give rise to these patterns. These insights can be leveraged to improve our understanding of how soil-dwelling beneficial microorganisms adapt to different evolutionary pressures.
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Affiliation(s)
- Laura M. Kaminsky
- Boyce Thompson Institute, Ithaca, New York, USA
- Department of Plant Pathology and Environmental Microbiology, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Liana Burghardt
- Intercollege Graduate Degree Program in Ecology, The Pennsylvania State University, University Park, Pennsylvania, USA
- Department of Plant Science, The Pennsylvania State University, University Park, Pennsylvania, USA
| | - Terrence H. Bell
- Department of Plant Pathology and Environmental Microbiology, The Pennsylvania State University, University Park, Pennsylvania, USA
- Intercollege Graduate Degree Program in Ecology, The Pennsylvania State University, University Park, Pennsylvania, USA
- Department of Physical and Environmental Sciences, University of Toronto Scarborough, Toronto, Ontario, Canada
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2
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Gómez P, Hall AR, Paterson S, Buckling A. Rapid decline of adaptation of Pseudomonas fluorescens to soil biotic environment. Biol Lett 2022; 18:20210593. [PMID: 35259940 PMCID: PMC8905175 DOI: 10.1098/rsbl.2021.0593] [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] [Indexed: 11/12/2022] Open
Abstract
Interactions between microbes can both constrain and enhance their adaptation to the environment. However, most studies to date have employed simplified microbial communities and environmental conditions. We determined how the presence of a commercial potting compost microbial community affected adaptation of the soil bacterium Pseudomonas fluorescens SBW25 in potting compost. Pseudomonas fluorescens clones isolated from populations evolved in both the presence and absence of the community showed similar fitness increases when measured in the absence of the community. This suggests the presence of the community did not constrain adaptation. By contrast, fitness measured in the presence of the community increased for community-evolved populations, but decreased below the ancestral state for populations evolved in the absence of the community. This suggests some, but not all, mutations that were beneficial with respect to the abiotic environment were costly in the presence of the community, with the former selected against in the presence of the community. Whole-genome sequencing supports this interpretation: most mutations underpinning fitness changes were clone-specific, suggesting multiple genetic pathways to adaptation. Such extreme mutational effects have not been observed in comparable in vitro studies, suggesting that caution is needed when extrapolating results from simplified in vitro systems to natural contexts.
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Affiliation(s)
- Pedro Gómez
- Centre for Ecology and Conservation, School of Biosciences, University of Exeter, Cornwall Campus, Penryn TR10 9EZ, UK
| | - Alex R Hall
- Centre for Ecology and Conservation, School of Biosciences, University of Exeter, Cornwall Campus, Penryn TR10 9EZ, UK
| | - Steve Paterson
- Department of Ecology, Evolution and Behaviour, University of Liverpool, Liverpool, UK
| | - Angus Buckling
- Centre for Ecology and Conservation, School of Biosciences, University of Exeter, Cornwall Campus, Penryn TR10 9EZ, UK
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Danner MC, Azams SO, Robertson A, Perkins D, Behrends V, Reiss J. It More than Adds Up: Interaction of Antibiotic Mixing and Temperature. Life (Basel) 2021; 11:life11121435. [PMID: 34947966 PMCID: PMC8703992 DOI: 10.3390/life11121435] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 12/10/2021] [Accepted: 12/12/2021] [Indexed: 11/16/2022] Open
Abstract
Use of antibiotics for the treatment and prevention of bacterial infections in humans, agri- and aquaculture as well as livestock rearing leads to antibiotic pollution of fresh water and these antibiotics have an impact on free-living bacteria. While we know which antibiotics are most common in natural environments such as rivers and streams, there is considerable uncertainty regarding antibiotics’ interactions with one another and the effect of abiotic factors such as temperature. Here, we used an experimental approach to explore the effects of antibiotic identity, concentration, mixing and water temperature on the growth of Pseudomonas fluorescens, a common, ubiquitous bacterium. We exposed P. fluorescens to the four antibiotics most commonly found in surface waters (ciprofloxacin, ofloxacin, sulfamethoxazole and sulfapyridine) and investigated antibiotic interactions for single and mixed treatments at different, field-realistic temperatures. We observed an overall dependence of antibiotic potency on temperature, as temperature increased efficacy of ciprofloxacin and ofloxacin with their EC50 lowered by >75% with a 10 °C temperature increase. Further, we show that mixtures of ciprofloxacin and ofloxacin, despite both belonging to the fluoroquinolone class, exhibit low-temperature-dependent synergistic effects in inhibiting bacterial growth. These findings highlight the context dependency of antibiotic efficacy. They further suggest antibiotic-specific off-target effects that only affect the bacteria once they enter a certain temperature range. This has important implications as freshwater systems already contain multi-drug antibiotic cocktails and are changing temperature due to environmental warming. These factors will interact and affect aquatic food webs, and hence this creates an urgent need to adapt and improve laboratory testing conditions to closer reflect natural environments.
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Affiliation(s)
- Marie-Claire Danner
- School of Life and Health Sciences, Whitelands College, University of Roehampton, London SW15 4JD, UK; (M.-C.D.); (S.O.A.); (A.R.); (D.P.); (V.B.)
- FRB—CESAB, Institut Bouisson Bertrand, 34070 Montpellier, France
| | - Sharon Omonor Azams
- School of Life and Health Sciences, Whitelands College, University of Roehampton, London SW15 4JD, UK; (M.-C.D.); (S.O.A.); (A.R.); (D.P.); (V.B.)
| | - Anne Robertson
- School of Life and Health Sciences, Whitelands College, University of Roehampton, London SW15 4JD, UK; (M.-C.D.); (S.O.A.); (A.R.); (D.P.); (V.B.)
| | - Daniel Perkins
- School of Life and Health Sciences, Whitelands College, University of Roehampton, London SW15 4JD, UK; (M.-C.D.); (S.O.A.); (A.R.); (D.P.); (V.B.)
| | - Volker Behrends
- School of Life and Health Sciences, Whitelands College, University of Roehampton, London SW15 4JD, UK; (M.-C.D.); (S.O.A.); (A.R.); (D.P.); (V.B.)
| | - Julia Reiss
- School of Life and Health Sciences, Whitelands College, University of Roehampton, London SW15 4JD, UK; (M.-C.D.); (S.O.A.); (A.R.); (D.P.); (V.B.)
- Correspondence:
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4
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Li E, de Jonge R, Liu C, Jiang H, Friman VP, Pieterse CMJ, Bakker PAHM, Jousset A. Rapid evolution of bacterial mutualism in the plant rhizosphere. Nat Commun 2021; 12:3829. [PMID: 34158504 PMCID: PMC8219802 DOI: 10.1038/s41467-021-24005-y] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Accepted: 05/24/2021] [Indexed: 02/07/2023] Open
Abstract
While beneficial plant-microbe interactions are common in nature, direct evidence for the evolution of bacterial mutualism is scarce. Here we use experimental evolution to causally show that initially plant-antagonistic Pseudomonas protegens bacteria evolve into mutualists in the rhizosphere of Arabidopsis thaliana within six plant growth cycles (6 months). This evolutionary transition is accompanied with increased mutualist fitness via two mechanisms: (i) improved competitiveness for root exudates and (ii) enhanced tolerance to the plant-secreted antimicrobial scopoletin whose production is regulated by transcription factor MYB72. Crucially, these mutualistic adaptations are coupled with reduced phytotoxicity, enhanced transcription of MYB72 in roots, and a positive effect on plant growth. Genetically, mutualism is associated with diverse mutations in the GacS/GacA two-component regulator system, which confers high fitness benefits only in the presence of plants. Together, our results show that rhizosphere bacteria can rapidly evolve along the parasitism-mutualism continuum at an agriculturally relevant evolutionary timescale.
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Affiliation(s)
- Erqin Li
- grid.5477.10000000120346234Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands ,grid.14095.390000 0000 9116 4836Freie Universität Berlin, Institut für Biologie, Berlin, Germany ,grid.452299.1Berlin-Brandenburg Institute of Advanced Biodiversity Research, Berlin, Germany
| | - Ronnie de Jonge
- grid.5477.10000000120346234Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands ,grid.11486.3a0000000104788040VIB Center for Plant Systems Biology, Ghent, Belgium ,grid.5342.00000 0001 2069 7798Ghent University, Department of Plant Biotechnology and Bioinformatics, Ghent, Belgium
| | - Chen Liu
- grid.5477.10000000120346234Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands
| | - Henan Jiang
- grid.5477.10000000120346234Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands
| | - Ville-Petri Friman
- grid.5685.e0000 0004 1936 9668University of York, Department of Biology, York, UK
| | - Corné M. J. Pieterse
- grid.5477.10000000120346234Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands
| | - Peter A. H. M. Bakker
- grid.5477.10000000120346234Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands
| | - Alexandre Jousset
- grid.5477.10000000120346234Utrecht University, Department of Biology, Ecology and Biodiversity, Utrecht, The Netherlands
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Li E, de Jonge R, Liu C, Jiang H, Friman VP, Pieterse CMJ, Bakker PAHM, Jousset A. Rapid evolution of bacterial mutualism in the plant rhizosphere. Nat Commun 2021. [PMID: 34158504 DOI: 10.1038/s41467-012-24005-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/20/2023] Open
Abstract
While beneficial plant-microbe interactions are common in nature, direct evidence for the evolution of bacterial mutualism is scarce. Here we use experimental evolution to causally show that initially plant-antagonistic Pseudomonas protegens bacteria evolve into mutualists in the rhizosphere of Arabidopsis thaliana within six plant growth cycles (6 months). This evolutionary transition is accompanied with increased mutualist fitness via two mechanisms: (i) improved competitiveness for root exudates and (ii) enhanced tolerance to the plant-secreted antimicrobial scopoletin whose production is regulated by transcription factor MYB72. Crucially, these mutualistic adaptations are coupled with reduced phytotoxicity, enhanced transcription of MYB72 in roots, and a positive effect on plant growth. Genetically, mutualism is associated with diverse mutations in the GacS/GacA two-component regulator system, which confers high fitness benefits only in the presence of plants. Together, our results show that rhizosphere bacteria can rapidly evolve along the parasitism-mutualism continuum at an agriculturally relevant evolutionary timescale.
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Affiliation(s)
- Erqin Li
- Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands
- Freie Universität Berlin, Institut für Biologie, Berlin, Germany
- Berlin-Brandenburg Institute of Advanced Biodiversity Research, Berlin, Germany
| | - Ronnie de Jonge
- Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands.
- VIB Center for Plant Systems Biology, Ghent, Belgium.
- Ghent University, Department of Plant Biotechnology and Bioinformatics, Ghent, Belgium.
| | - Chen Liu
- Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands
| | - Henan Jiang
- Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands
| | | | - Corné M J Pieterse
- Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands
| | - Peter A H M Bakker
- Utrecht University, Department of Biology, Plant-Microbe Interactions, Utrecht, The Netherlands
| | - Alexandre Jousset
- Utrecht University, Department of Biology, Ecology and Biodiversity, Utrecht, The Netherlands.
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van Houte S, Padfield D, Gómez P, Luján AM, Brockhurst MA, Paterson S, Buckling A. Compost spatial heterogeneity promotes evolutionary diversification of a bacterium. J Evol Biol 2020; 34:246-255. [PMID: 33111439 PMCID: PMC7984246 DOI: 10.1111/jeb.13722] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Revised: 07/20/2020] [Accepted: 10/07/2020] [Indexed: 12/20/2022]
Abstract
Spatial resource heterogeneity is expected to be a key driver for the evolution of diversity. However, direct empirical support for this prediction is limited to studies carried out in simplified laboratory environments. Here, we investigate how altering spatial heterogeneity of potting compost-by the addition of water and mixing-affects the evolutionary diversification of a bacterial species, Pseudomonas fluorescens, that is naturally found in the environment. There was a greater propensity of resource specialists to evolve in the unmanipulated compost, while more generalist phenotypes dominated the compost-water mix. Genomic data were consistent with these phenotypic findings. Competition experiments strongly suggest these results are due to diversifying selection as a result of resource heterogeneity, as opposed to other covariables. Overall, our findings corroborate theoretical and in vitro findings, but in semi-natural, more realistic conditions.
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Affiliation(s)
| | | | - Pedro Gómez
- ESI and CEC, Biosciences, University of Exeter, Penryn, UK
| | - Adela M Luján
- ESI and CEC, Biosciences, University of Exeter, Penryn, UK
| | | | - Steve Paterson
- Institute of Integrative Biology, University of Liverpool, Liverpool, UK
| | - Angus Buckling
- ESI and CEC, Biosciences, University of Exeter, Penryn, UK
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