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Horwitz EK, Strobel HM, Haiso J, Meyer JR. More evolvable bacteriophages better suppress their host. Evol Appl 2024; 17:e13742. [PMID: 38975285 PMCID: PMC11224127 DOI: 10.1111/eva.13742] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 04/09/2024] [Accepted: 06/10/2024] [Indexed: 07/09/2024] Open
Abstract
The number of multidrug-resistant strains of bacteria is increasing rapidly, while the number of new antibiotic discoveries has stagnated. This trend has caused a surge in interest in bacteriophages as anti-bacterial therapeutics, in part because there is near limitless diversity of phages to harness. While this diversity provides an opportunity, it also creates the dilemma of having to decide which criteria to use to select phages. Here we test whether a phage's ability to coevolve with its host (evolvability) should be considered and how this property compares to two previously proposed criteria: fast reproduction and thermostability. To do this, we compared the suppressiveness of three phages that vary by a single amino acid yet differ in these traits such that each strain maximized two of three characteristics. Our studies revealed that both evolvability and reproductive rate are independently important. The phage most able to suppress bacterial populations was the strain with high evolvability and reproductive rate, yet this phage was unstable. Phages varied due to differences in the types of resistance evolved against them and their ability to counteract resistance. When conditions were shifted to exaggerate the importance of thermostability, one of the stable phages was most suppressive in the short-term, but not over the long-term. Our results demonstrate the utility of biological therapeutics' capacities to evolve and adjust in action to resolve complications like resistance evolution. Furthermore, evolvability is a property that can be engineered into phage therapeutics to enhance their effectiveness.
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Affiliation(s)
- Elijah K. Horwitz
- Department of Ecology, Behavior and EvolutionUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Hannah M. Strobel
- Department of Ecology, Behavior and EvolutionUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Jason Haiso
- Department of Ecology, Behavior and EvolutionUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Justin R. Meyer
- Department of Ecology, Behavior and EvolutionUniversity of California San DiegoLa JollaCaliforniaUSA
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Edwards KF, Hayward C. The dimensionality of infection networks among viruses infecting microbial eukaryotes and bacteria. Ecol Lett 2024; 27:e14383. [PMID: 38344874 DOI: 10.1111/ele.14383] [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: 09/14/2023] [Revised: 11/15/2023] [Accepted: 12/21/2023] [Indexed: 02/15/2024]
Abstract
Diverse viruses and their hosts are interconnected through complex networks of infection, which are thought to influence ecological and evolutionary processes, but the principles underlying infection network structure are not well understood. Here we focus on network dimensionality and how it varies across 37 networks of viruses infecting eukaryotic phytoplankton and bacteria. We find that dimensionality is often strikingly low, with most networks being one- or two-dimensional, although dimensionality increases with network richness, suggesting that the true dimensionality of natural systems is higher. Low-dimensional networks generally exhibit a mixture of host partitioning among viruses and nestededness of host ranges. Networks of bacteria-infecting and eukaryote-infecting viruses possess comparable distributions of dimensionality and prevalence of nestedness, indicating that fundamentals of network structure are similar among domains of life and different viral lineages. The relative simplicity of many infection networks suggests that coevolutionary dynamics are often driven by a modest number of underlying mechanisms.
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Affiliation(s)
- Kyle F Edwards
- Department of Oceanography, University of Hawai'i at Mānoa, Honolulu, Hawaii, USA
| | - Colleen Hayward
- Department of Oceanography, University of Hawai'i at Mānoa, Honolulu, Hawaii, USA
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3
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Borin JM, Lee JJ, Lucia-Sanz A, Gerbino KR, Weitz JS, Meyer JR. Rapid bacteria-phage coevolution drives the emergence of multiscale networks. Science 2023; 382:674-678. [PMID: 37943920 DOI: 10.1126/science.adi5536] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Accepted: 09/28/2023] [Indexed: 11/12/2023]
Abstract
Interactions between species catalyze the evolution of multiscale ecological networks, including both nested and modular elements that regulate the function of diverse communities. One common assumption is that such complex pattern formation requires spatial isolation or long evolutionary timescales. We show that multiscale network structure can evolve rapidly under simple ecological conditions without spatial structure. In just 21 days of laboratory coevolution, Escherichia coli and bacteriophage Φ21 coevolve and diversify to form elaborate cross-infection networks. By measuring ~10,000 phage-bacteria infections and testing the genetic basis of interactions, we identify the mechanisms that create each component of the multiscale pattern. Our results demonstrate how multiscale networks evolve in parasite-host systems, illustrating Darwin's idea that simple adaptive processes can generate entangled banks of ecological interactions.
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Affiliation(s)
- Joshua M Borin
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Justin J Lee
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Adriana Lucia-Sanz
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Krista R Gerbino
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Joshua S Weitz
- Department of Biology, University of Maryland, College Park, MD 20742, USA
- Department of Physics, University of Maryland, College Park, MD 20742, USA
- Institut de Biologie, École Normale Supérieure, 75005 Paris, France
| | - Justin R Meyer
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
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Schwartz DA, Shoemaker WR, Măgălie A, Weitz JS, Lennon JT. Bacteria-phage coevolution with a seed bank. THE ISME JOURNAL 2023:10.1038/s41396-023-01449-2. [PMID: 37286738 DOI: 10.1038/s41396-023-01449-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 05/25/2023] [Accepted: 05/30/2023] [Indexed: 06/09/2023]
Abstract
Dormancy is an adaptation to living in fluctuating environments. It allows individuals to enter a reversible state of reduced metabolic activity when challenged by unfavorable conditions. Dormancy can also influence species interactions by providing organisms with a refuge from predators and parasites. Here we test the hypothesis that, by generating a seed bank of protected individuals, dormancy can modify the patterns and processes of antagonistic coevolution. We conducted a factorially designed experiment where we passaged a bacterial host (Bacillus subtilis) and its phage (SPO1) in the presence versus absence of a seed bank consisting of dormant endospores. Owing in part to the inability of phages to attach to spores, seed banks stabilized population dynamics and resulted in minimum host densities that were 30-fold higher compared to bacteria that were unable to engage in dormancy. By supplying a refuge to phage-sensitive strains, we show that seed banks retained phenotypic diversity that was otherwise lost to selection. Dormancy also stored genetic diversity. After characterizing allelic variation with pooled population sequencing, we found that seed banks retained twice as many host genes with mutations, whether phages were present or not. Based on mutational trajectories over the course of the experiment, we demonstrate that seed banks can dampen bacteria-phage coevolution. Not only does dormancy create structure and memory that buffers populations against environmental fluctuations, it also modifies species interactions in ways that can feed back onto the eco-evolutionary dynamics of microbial communities.
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Affiliation(s)
- Daniel A Schwartz
- Department of Biology, Indiana University, Bloomington, Indiana, IN, USA
| | - William R Shoemaker
- The Abdus Salam International Centre for Theoretical Physics (ICTP), Trieste, Italy
| | - Andreea Măgălie
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
- Interdisciplinary Graduate Program in Quantitative Biosciences, Georgia Institute of Technology, Atlanta, GA, USA
| | - Joshua S Weitz
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
- School of Physics, Georgia Institute of Technology, Atlanta, GA, USA
- Institut de Biologie, École Normale Supérieure, Paris, France
| | - Jay T Lennon
- Department of Biology, Indiana University, Bloomington, Indiana, IN, USA.
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Marchi J, Zborowsky S, Debarbieux L, Weitz JS. The dynamic interplay of bacteriophage, bacteria and the mammalian host during phage therapy. iScience 2023; 26:106004. [PMID: 36818291 PMCID: PMC9932479 DOI: 10.1016/j.isci.2023.106004] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
For decades, biomedically centered studies of bacteria have focused on mechanistic drivers of disease in their mammalian hosts. Likewise, molecular studies of bacteriophage have centered on understanding mechanisms by which bacteriophage exploit the intracellular environment of their bacterial hosts. These binary interactions - bacteriophage infect bacteria and bacteria infect eukaryotic hosts - have remained largely separate lines of inquiry. However, recent evidence demonstrates how tripartite interactions between bacteriophage, bacteria and the eukaryotic host shape the dynamics and fate of each component. In this perspective, we provide an overview of different ways in which bacteriophage ecology modulates bacterial infections along a spectrum of positive to negative impacts on a mammalian host. We also examine how coevolutionary processes over longer timescales may change the valence of these interactions. We argue that anticipating both ecological and evolutionary dynamics is key to understand and control tripartite interactions and ultimately to the success or failure of phage therapy.
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Affiliation(s)
- Jacopo Marchi
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Sophia Zborowsky
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Bacteriophage Bacterium Host, 75015 Paris, France
| | - Laurent Debarbieux
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Bacteriophage Bacterium Host, 75015 Paris, France
- Corresponding author
| | - Joshua S. Weitz
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
- School of Biological Physics, Georgia Institute of Technology, Atlanta, GA 30332, USA
- Institut de Biologie, École Normale Supérieure, 75005 Paris, France
- Corresponding author
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Borin JM, Lee JJ, Gerbino KR, Meyer JR. Comparison of bacterial suppression by phage cocktails, dual-receptor generalists, and coevolutionarily trained phages. Evol Appl 2023; 16:152-162. [PMID: 36699129 PMCID: PMC9850009 DOI: 10.1111/eva.13518] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Revised: 11/08/2022] [Accepted: 11/28/2022] [Indexed: 12/14/2022] Open
Abstract
The evolution and spread of antibiotic-resistant bacteria have renewed interest in phage therapy, the use of bacterial viruses (phages) to combat bacterial infections. The delivery of phages in cocktails where constituent phages target different modalities (e.g., receptors) may improve treatment outcomes by making it more difficult for bacteria to evolve resistance. However, the multipartite nature of cocktails may lead to unintended evolutionary and ecological outcomes. Here, we compare a 2-phage cocktail with a largely unconsidered group of phages: generalists that can infect through multiple, independent receptors. We find that λ phage generalists and cocktails that target the same receptors (LamB and OmpF) suppress Escherichia coli similarly for ~2 days. Yet, a "trained" generalist phage, which previously adapted to its host via 28 days of coevolution, demonstrated superior suppression. To understand why the trained generalist was more effective, we measured the resistance of bacteria against each of our phages. We find that, when bacteria were assailed by two phages in the cocktail, they evolved mutations in manXYZ, a host inner-membrane transporter that λ uses to move its DNA across the periplasmic space and into the cell for infection. This provided cross-resistance against the cocktail and untrained generalist. However, these mutations were ineffective at blocking the trained generalist because, through coevolutionary training, it evolved to bypass manXYZ resistance. The trained generalist's past experiences in training make it exceedingly difficult for bacteria to evolve resistance, further demonstrating the utility of coevolutionary phage training for improving the therapeutic properties of phages.
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Affiliation(s)
- Joshua M. Borin
- Division of Biological SciencesUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Justin J. Lee
- Division of Biological SciencesUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Krista R. Gerbino
- Division of Biological SciencesUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Justin R. Meyer
- Division of Biological SciencesUniversity of California San DiegoLa JollaCaliforniaUSA
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