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Romanenko A, Peter H, Meibom J, Borchardt MA, Kohn T. Diversity of lake bacteria promotes human echovirus inactivation. Appl Environ Microbiol 2025; 91:e0236624. [PMID: 39819037 PMCID: PMC11837565 DOI: 10.1128/aem.02366-24] [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: 11/26/2024] [Accepted: 12/16/2024] [Indexed: 01/19/2025] Open
Abstract
Human enteric viruses can remain infective in surface waters for extended periods of time, posing a public health risk. Microbial activity contributes to the inactivation of waterborne enteric viruses, but while individual bacteria-virus interactions have been characterized, the importance of microbial diversity remains unknown. Here, we experimentally manipulated the diversity of bacterial communities from Lake Geneva across three seasons using a dilution-to-extinction approach and monitored the inactivation and genome decay of echovirus 11, a member of the Enterovirus genus. Long-read sequencing of the 16S rRNA gene revealed diversity gradients ranging between 373 and 2,722 bacterial species. Compared to sterile controls, echovirus 11 inactivation was enhanced by the presence of active bacteria and depended both on season and sample dilution. Throughout all seasons, the highest inactivation (between 3.0 and 7.9 log10 fold reduction in infectivity over 96 h) was observed in the least diluted incubations (i.e., the highest bacterial richness). Genome decay exhibited a 24-h lag and was less pronounced than the corresponding infectivity loss (ranging between 2.3 and 3.8 log10 fold over 96 h), indicating that microbial inactivation primarily targets the echovirus 11 capsid. We found a positive-saturating relationship between bacterial species richness and viral inactivation, suggesting functional redundancy and pointing toward the importance of rare species for viral inactivation. Biomarker analysis revealed several clades of bacteria, particularly members of Chitinophagaceae, to be significantly associated with echovirus 11 inactivation. Overall, these findings suggest that high microbial diversity enhances the capacity of surface waters to rid themselves of contamination by enteric viruses and hence protects public health.IMPORTANCEHuman enteric viruses in natural waterbodies pose a public health risk. Microorganisms, particularly bacteria, contribute to the inactivation of enteroviruses, thereby mitigating this risk. We use experimental manipulations of lake water bacterial diversity to unravel the importance of diversity for the inactivation of echovirus 11, a model human pathogen. Our findings suggest that bacterial diversity is important for echovirus 11 inactivation and that specific, but numerically rare, bacteria present in the surface water of Lake Geneva across different seasons contribute to viral inactivation. These findings contribute to our understanding of the inactivation of human enteric viruses in natural waterbodies-a hitherto understudied ecosystem service.
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Affiliation(s)
- Andrii Romanenko
- Laboratory of Environmental Virology, Environmental Engineering Institute (IIE), School of Architecture, Civil and Environmental Engineering (ENAC), Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Hannes Peter
- River Ecosystems Laboratory, Environmental Engineering Institute (IIE), School of Architecture, Civil and Environmental Engineering (ENAC), Ecole Polytechnique Fédérale de Lausanne (EPFL), Sion, Switzerland
| | - Josephine Meibom
- Laboratory of Environmental Virology, Environmental Engineering Institute (IIE), School of Architecture, Civil and Environmental Engineering (ENAC), Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
| | - Mark A. Borchardt
- U.S. Department of Agriculture-Agricultural Research Service, Laboratory for Infectious Disease and the Environment, Marshfield, Wisconsin, USA
| | - Tamar Kohn
- Laboratory of Environmental Virology, Environmental Engineering Institute (IIE), School of Architecture, Civil and Environmental Engineering (ENAC), Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland
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Zulfiqar M, Singh V, Steinbeck C, Sorokina M. Review on computer-assisted biosynthetic capacities elucidation to assess metabolic interactions and communication within microbial communities. Crit Rev Microbiol 2024; 50:1053-1092. [PMID: 38270170 DOI: 10.1080/1040841x.2024.2306465] [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: 03/13/2023] [Revised: 11/17/2023] [Accepted: 01/12/2024] [Indexed: 01/26/2024]
Abstract
Microbial communities thrive through interactions and communication, which are challenging to study as most microorganisms are not cultivable. To address this challenge, researchers focus on the extracellular space where communication events occur. Exometabolomics and interactome analysis provide insights into the molecules involved in communication and the dynamics of their interactions. Advances in sequencing technologies and computational methods enable the reconstruction of taxonomic and functional profiles of microbial communities using high-throughput multi-omics data. Network-based approaches, including community flux balance analysis, aim to model molecular interactions within and between communities. Despite these advances, challenges remain in computer-assisted biosynthetic capacities elucidation, requiring continued innovation and collaboration among diverse scientists. This review provides insights into the current state and future directions of computer-assisted biosynthetic capacities elucidation in studying microbial communities.
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Affiliation(s)
- Mahnoor Zulfiqar
- Institute for Inorganic and Analytical Chemistry, Friedrich Schiller University, Jena, Germany
- Cluster of Excellence Balance of the Microverse, Friedrich Schiller University Jena, Jena, Germany
| | - Vinay Singh
- Institute for Inorganic and Analytical Chemistry, Friedrich Schiller University, Jena, Germany
| | - Christoph Steinbeck
- Institute for Inorganic and Analytical Chemistry, Friedrich Schiller University, Jena, Germany
- Cluster of Excellence Balance of the Microverse, Friedrich Schiller University Jena, Jena, Germany
| | - Maria Sorokina
- Institute for Inorganic and Analytical Chemistry, Friedrich Schiller University, Jena, Germany
- Data Science and Artificial Intelligence, Research and Development, Pharmaceuticals, Bayer, Berlin, Germany
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Lindsay RJ, Holder PJ, Hewlett M, Gudelj I. Experimental evolution of yeast shows that public-goods upregulation can evolve despite challenges from exploitative non-producers. Nat Commun 2024; 15:7810. [PMID: 39242624 PMCID: PMC11379824 DOI: 10.1038/s41467-024-52043-9] [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: 10/26/2023] [Accepted: 08/23/2024] [Indexed: 09/09/2024] Open
Abstract
Microbial secretions, such as metabolic enzymes, are often considered to be cooperative public goods as they are costly to produce but can be exploited by others. They create incentives for the evolution of non-producers, which can drive producer and population productivity declines. In response, producers can adjust production levels. Past studies suggest that while producers lower production to reduce costs and exploitation opportunities when under strong selection pressure from non-producers, they overproduce secretions when these pressures are weak. We challenge the universality of this trend with the production of a metabolic enzyme, invertase, by Saccharomyces cerevisiae, which catalyses sucrose hydrolysis into two hexose molecules. Contrary to past studies, overproducers evolve during evolutionary experiments even when under strong selection pressure from non-producers. Phenotypic and competition assays with a collection of synthetic strains - engineered to have modified metabolic attributes - identify two mechanisms for suppressing the benefits of invertase to those who exploit it. Invertase overproduction increases extracellular hexose concentrations that suppresses the metabolic efficiency of competitors, due to the rate-efficiency trade-off, and also enhances overproducers' hexose capture rate by inducing transporter expression. Thus, overproducers are maintained in the environment originally thought to not support public goods production.
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Affiliation(s)
- Richard J Lindsay
- Biosciences and Living Systems Institute, University of Exeter, Exeter, UK
| | - Philippa J Holder
- Biosciences and Living Systems Institute, University of Exeter, Exeter, UK
| | - Mark Hewlett
- Biosciences and Living Systems Institute, University of Exeter, Exeter, UK
| | - Ivana Gudelj
- Biosciences and Living Systems Institute, University of Exeter, Exeter, UK.
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Li J, Yang C, Jousset A, Yang K, Wang X, Xu Z, Yang T, Mei X, Zhong Z, Xu Y, Shen Q, Friman VP, Wei Z. Engineering multifunctional rhizosphere probiotics using consortia of Bacillus amyloliquefaciens transposon insertion mutants. eLife 2023; 12:e90726. [PMID: 37706503 PMCID: PMC10519709 DOI: 10.7554/elife.90726] [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: 07/04/2023] [Accepted: 09/13/2023] [Indexed: 09/15/2023] Open
Abstract
While bacterial diversity is beneficial for the functioning of rhizosphere microbiomes, multi-species bioinoculants often fail to promote plant growth. One potential reason for this is that competition between different species of inoculated consortia members creates conflicts for their survival and functioning. To circumvent this, we used transposon insertion mutagenesis to increase the functional diversity within Bacillus amyloliquefaciens bacterial species and tested if we could improve plant growth promotion by assembling consortia of highly clonal but phenotypically dissimilar mutants. While most insertion mutations were harmful, some significantly improved B. amyloliquefaciens plant growth promotion traits relative to the wild-type strain. Eight phenotypically distinct mutants were selected to test if their functioning could be improved by applying them as multifunctional consortia. We found that B. amyloliquefaciens consortium richness correlated positively with plant root colonization and protection from Ralstonia solanacearum phytopathogenic bacterium. Crucially, 8-mutant consortium consisting of phenotypically dissimilar mutants performed better than randomly assembled 8-mutant consortia, suggesting that improvements were likely driven by consortia multifunctionality instead of consortia richness. Together, our results suggest that increasing intra-species phenotypic diversity could be an effective way to improve probiotic consortium functioning and plant growth promotion in agricultural systems.
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Affiliation(s)
- Jingxuan Li
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
| | - Chunlan Yang
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
| | - Alexandre Jousset
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
| | - Keming Yang
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
| | - Xiaofang Wang
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
| | - Zhihui Xu
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
| | - Tianjie Yang
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
| | - Xinlan Mei
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
| | - Zengtao Zhong
- College of Life Science, Nanjing Agricultural UniversityNanjingChina
| | - Yangchun Xu
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
| | - Qirong Shen
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
| | - Ville-Petri Friman
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
- Department of Microbiology, University of HelsinkiHelsinkiFinland
| | - Zhong Wei
- Key Lab of Organic-based Fertilizers of China and Jiangsu Provincial Key Lab for Solid Organic Waste Utilization, Nanjing Agricultural UniversityNanjingChina
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Lindsay RJ, Holder PJ, Talbot NJ, Gudelj I. Metabolic efficiency reshapes the seminal relationship between pathogen growth rate and virulence. Ecol Lett 2023; 26:896-907. [PMID: 37056166 PMCID: PMC10947253 DOI: 10.1111/ele.14218] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 03/14/2023] [Accepted: 03/15/2023] [Indexed: 04/15/2023]
Abstract
A cornerstone of classical virulence evolution theories is the assumption that pathogen growth rate is positively correlated with virulence, the amount of damage pathogens inflict on their hosts. Such theories are key for incorporating evolutionary principles into sustainable disease management strategies. Yet, empirical evidence raises doubts over this central assumption underpinning classical theories, thus undermining their generality and predictive power. In this paper, we identify a key component missing from current theories which redefines the growth-virulence relationship in a way that is consistent with data. By modifying the activity of a single metabolic gene, we engineered strains of Magnaporthe oryzae with different nutrient acquisition and growth rates. We conducted in planta infection studies and uncovered an unexpected non-monotonic relationship between growth rate and virulence that is jointly shaped by how growth rate and metabolic efficiency interact. This novel mechanistic framework paves the way for a much-needed new suite of virulence evolution theories.
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Affiliation(s)
| | | | - Nicholas J. Talbot
- The Sainsbury LaboratoryUniversity of East Anglia, Norwich Research ParkNorwichUK
| | - Ivana Gudelj
- Biosciences and Living Systems InstituteUniversity of ExeterExeterUK
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Xenophontos C, Harpole WS, Küsel K, Clark AT. Cheating Promotes Coexistence in a Two-Species One-Substrate Culture Model. Front Ecol Evol 2022. [DOI: 10.3389/fevo.2021.786006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Cheating in microbial communities is often regarded as a precursor to a “tragedy of the commons,” ultimately leading to over-exploitation by a few species and destabilization of the community. While current evidence suggests that cheaters are evolutionarily and ecologically abundant, they can also play important roles in communities, such as promoting cooperative behaviors of other species. We developed a closed culture model with two microbial species and a single, complex nutrient substrate (the metaphorical “common”). One of the organisms, an enzyme producer, degrades the substrate, releasing an essential and limiting resource that it can use both to grow and produce more enzymes, but at a cost. The second organism, a cheater, does not produce the enzyme but can access the diffused resource produced by the other species, allowing it to benefit from the public good without contributing to it. We investigated evolutionarily stable states of coexistence between the two organisms and described how enzyme production rates and resource diffusion influence organism abundances. Our model shows that, in the long-term evolutionary scale, monocultures of the producer species drive themselves extinct because selection always favors mutant invaders that invest less in enzyme production, ultimately driving down the release of resources. However, the presence of a cheater buffers this process by reducing the fitness advantage of lower enzyme production, thereby preventing runaway selection in the producer, and promoting coexistence. Resource diffusion rate controls cheater growth, preventing it from outcompeting the producer. These results show that competition from cheaters can force producers to maintain adequate enzyme production to sustain both itself and the cheater. This is similar to what is known in evolutionary game theory as a “snowdrift game” – a metaphor describing a snow shoveler and a cheater following in their clean tracks. We move further to show that cheating can stabilize communities and possibly be a precursor to cooperation, rather than extinction.
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