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Meidaninikjeh S, Mohammadi P, Elikaei A. Bacteriophages and bacterial extracellular vesicles, threat or opportunity? Life Sci 2024; 350:122749. [PMID: 38821215 DOI: 10.1016/j.lfs.2024.122749] [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: 12/04/2023] [Revised: 03/25/2024] [Accepted: 05/23/2024] [Indexed: 06/02/2024]
Abstract
Emergence of antimicrobial-resistant bacteria (AMR) is one of the health major problems worldwide. The scientists are looking for a novel method to treat infectious diseases. Phage therapy is considered a suitable approach for treating infectious diseases. However, there are different challenges in this way. Some biological aspects can probably influence on therapeutic results and further investigations are necessary to reach a successful phage therapy. Bacteriophage activity can influence by bacterial defense system. Bacterial extracellular vesicles (BEVs) are one of the bacterial defense mechanisms which can modify the results of bacteriophage activity. BEVs have the significant roles in the gene transferring, invasion, escape, and spreading of bacteriophages. In this review, the defense mechanisms of bacteria against bacteriophages, especially BEVs secretion, the hidden linkage of BEVs and bacteriophages, and its possible consequences on the bacteriophage activity as well phage therapy will be discussed.
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Affiliation(s)
- Sepideh Meidaninikjeh
- Department of Microbiology, Faculty of Biological Sciences, Alzahra University, Tehran, Iran.
| | - Parisa Mohammadi
- Department of Microbiology, Faculty of Biological Sciences, Alzahra University, Tehran, Iran; Research Center for Applied Microbiology and Microbial Biotechnology, Alzahra University, Tehran, Iran.
| | - Ameneh Elikaei
- Department of Microbiology, Faculty of Biological Sciences, Alzahra University, Tehran, Iran; Research Center for Applied Microbiology and Microbial Biotechnology, Alzahra University, Tehran, Iran.
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2
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Alfonso P, Butković A, Fernández R, Riesgo A, Elena SF. Unveiling the hidden viromes across the animal tree of life: insights from a taxonomic classification pipeline applied to invertebrates of 31 metazoan phyla. mSystems 2024; 9:e0012424. [PMID: 38651902 PMCID: PMC11097642 DOI: 10.1128/msystems.00124-24] [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: 01/26/2024] [Accepted: 03/26/2024] [Indexed: 04/25/2024] Open
Abstract
Invertebrates constitute the majority of animal species on Earth, including most disease-causing agents or vectors, with more diverse viromes when compared to vertebrates. Recent advancements in high-throughput sequencing have significantly expanded our understanding of invertebrate viruses, yet this knowledge remains biased toward a few well-studied animal lineages. In this study, we analyze invertebrate DNA and RNA viromes for 31 phyla using 417 publicly available RNA-Seq data sets from diverse environments in the marine-terrestrial and marine-freshwater gradients. This study aims to (i) estimate virome compositions at the family level for the first time across the animal tree of life, including the first exploration of the virome in several phyla, (ii) quantify the diversity of invertebrate viromes and characterize the structure of invertebrate-virus infection networks, and (iii) investigate host phylum and habitat influence on virome differences. Results showed that a set of few viral families of eukaryotes, comprising Retroviridae, Flaviviridae, and several families of giant DNA viruses, were ubiquitous and highly abundant. Nevertheless, some differences emerged between phyla, revealing for instance a less diverse virome in Ctenophora compared to the other animal phyla. Compositional analysis of the viromes showed that the host phylum explained over five times more variance in composition than its habitat. Moreover, significant similarities were observed between the viromes of some phylogenetically related phyla, which could highlight the influence of co-evolution in shaping invertebrate viromes.IMPORTANCEThis study significantly enhances our understanding of the global animal virome by characterizing the viromes of previously unexamined invertebrate lineages from a large number of animal phyla. It showcases the great diversity of viromes within each phylum and investigates the role of habitat shaping animal viral communities. Furthermore, our research identifies dominant virus families in invertebrates and distinguishes phyla with analogous viromes. This study sets the road toward a deeper understanding of the virome across the animal tree of life.
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Affiliation(s)
- Pau Alfonso
- Instituto de Biología Integrativa de Sistemas (CSIC-Universitat de València), Paterna, València, Spain
| | - Anamarija Butković
- Institut Pasteur, Université Paris Cité, CNRS UMR6047 Archaeal Virology Unit, Paris, France
| | - Rosa Fernández
- Instituto de Biología Evolutiva (CSIC-Universitat Pompeu Fabra), Barcelona, Spain
| | - Ana Riesgo
- Museo Nacional de Ciencias Naturales (CSIC), Madrid, Spain
- Department of Life Sciences, Natural History Museum of London, London, United Kingdom
| | - Santiago F. Elena
- Instituto de Biología Integrativa de Sistemas (CSIC-Universitat de València), Paterna, València, Spain
- The Santa Fe Institute, Santa Fe, New Mexico, USA
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3
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Soto EF, Alegría M, Sepúlveda F, García K, Higuera G, Castillo D, Fontúrbel FE, Bastías R. Prophages carrying Zot toxins on different Vibrio genomes: A comprehensive assessment using multilayer networks. Environ Microbiol 2024; 26:e16654. [PMID: 38779707 DOI: 10.1111/1462-2920.16654] [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: 11/27/2023] [Accepted: 05/07/2024] [Indexed: 05/25/2024]
Abstract
Vibrios, a group of bacteria that are among the most abundant in marine environments, include several species such as Vibrio cholerae and Vibrio parahaemolyticus, which can be pathogenic to humans. Some species of Vibrio contain prophages within their genomes. These prophages can carry genes that code for toxins, such as the zonula occludens toxin (Zot), which contribute to bacterial virulence. Understanding the association between different Vibrio species, prophages and Zot genes can provide insights into their ecological interactions. In this study, we evaluated 4619 Vibrio genomes from 127 species to detect the presence of prophages carrying the Zot toxin. We found 2030 potential prophages with zot-like genes in 43 Vibrio species, showing a non-random association within a primarily modular interaction network. Some prophages, such as CTX or Vf33, were associated with specific species. In contrast, prophages phiVCY and VfO3K6 were found in 28 and 20 Vibrio species, respectively. We also identified six clusters of Zot-like sequences in prophages, with the ZOT2 cluster being the most frequent, present in 34 Vibrio species. This analysis helps to understand the distribution patterns of zot-containing prophages across Vibrio genomes and the potential routes of Zot-like toxin dissemination.
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Affiliation(s)
- Esteban F Soto
- Instituto de Biología, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile
| | - Melissa Alegría
- Núcleo de Investigación en Data Science, Facultad de Ingeniería y Negocios, Universidad de las Américas, Santiago, Chile
| | - Felipe Sepúlveda
- Facultad de Ciencias Biológicas, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Katherine García
- Facultad de Ciencias de la Salud, Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Santiago, Chile
| | - Gastón Higuera
- Instituto de Nutrición y Tecnología de los Alimentos, Universidad de Chile, Santiago, Chile
| | - Daniel Castillo
- Instituto de Investigación Interdisciplinar en Ciencias Biomédicas, Universidad SEK, Santiago, Chile
| | - Francisco E Fontúrbel
- Instituto de Biología, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile
| | - Roberto Bastías
- Instituto de Biología, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile
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Flores VS, Amgarten DE, Iha BKV, Ryon KA, Danko D, Tierney BT, Mason C, da Silva AM, Setubal JC. Discovery and description of novel phage genomes from urban microbiomes sampled by the MetaSUB consortium. Sci Rep 2024; 14:7913. [PMID: 38575625 PMCID: PMC10994904 DOI: 10.1038/s41598-024-58226-0] [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: 06/08/2023] [Accepted: 03/26/2024] [Indexed: 04/06/2024] Open
Abstract
Bacteriophages are recognized as the most abundant members of microbiomes and have therefore a profound impact on microbial communities through the interactions with their bacterial hosts. The International Metagenomics and Metadesign of Subways and Urban Biomes Consortium (MetaSUB) has sampled mass-transit systems in 60 cities over 3 years using metagenomics, throwing light into these hitherto largely unexplored urban environments. MetaSUB focused primarily on the bacterial community. In this work, we explored MetaSUB metagenomic data in order to recover and analyze bacteriophage genomes. We recovered and analyzed 1714 phage genomes with size at least 40 kbp, from the class Caudoviricetes, the vast majority of which (80%) are novel. The recovered genomes were predicted to belong to temperate (69%) and lytic (31%) phages. Thirty-three of these genomes have more than 200 kbp, and one of them reaches 572 kbp, placing it among the largest phage genomes ever found. In general, the phages tended to be site-specific or nearly so, but 194 genomes could be identified in every city from which phage genomes were retrieved. We predicted hosts for 48% of the phages and observed general agreement between phage abundance and the respective bacterial host abundance, which include the most common nosocomial multidrug-resistant pathogens. A small fraction of the phage genomes are carriers of antibiotic resistance genes, and such genomes tended to be particularly abundant in the sites where they were found. We also detected CRISPR-Cas systems in five phage genomes. This study expands the previously reported MetaSUB results and is a contribution to the knowledge about phage diversity, global distribution, and phage genome content.
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Affiliation(s)
- Vinicius S Flores
- Departamento de Bioquímica, Instituto de Química, Universidade de São Paulo, São Paulo, 05508-000, Brazil
| | - Deyvid E Amgarten
- Departamento de Bioquímica, Instituto de Química, Universidade de São Paulo, São Paulo, 05508-000, Brazil
- Hospital Israelita Albert Einstein, São Paulo, Brazil
| | - Bruno Koshin Vázquez Iha
- Departamento de Bioquímica, Instituto de Química, Universidade de São Paulo, São Paulo, 05508-000, Brazil
| | | | | | - Braden T Tierney
- Weill Cornell Medicine, New York, NY, USA
- Harvard Medical School, Cambridge, MA, USA
| | | | - Aline Maria da Silva
- Departamento de Bioquímica, Instituto de Química, Universidade de São Paulo, São Paulo, 05508-000, Brazil.
| | - João Carlos Setubal
- Departamento de Bioquímica, Instituto de Química, Universidade de São Paulo, São Paulo, 05508-000, Brazil.
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Haudiquet M, Le Bris J, Nucci A, Bonnin RA, Domingo-Calap P, Rocha EPC, Rendueles O. Capsules and their traits shape phage susceptibility and plasmid conjugation efficiency. Nat Commun 2024; 15:2032. [PMID: 38448399 PMCID: PMC10918111 DOI: 10.1038/s41467-024-46147-5] [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: 05/31/2023] [Accepted: 02/14/2024] [Indexed: 03/08/2024] Open
Abstract
Bacterial evolution is affected by mobile genetic elements like phages and conjugative plasmids, offering new adaptive traits while incurring fitness costs. Their infection is affected by the bacterial capsule. Yet, its importance has been difficult to quantify because of the high diversity of confounding mechanisms in bacterial genomes such as anti-viral systems and surface receptor modifications. Swapping capsule loci between Klebsiella pneumoniae strains allowed us to quantify their impact on plasmid and phage infection independently of genetic background. Capsule swaps systematically invert phage susceptibility, revealing serotypes as key determinants of phage infection. Capsule types also influence conjugation efficiency in both donor and recipient cells, a mechanism shaped by capsule volume and conjugative pilus structure. Comparative genomics confirmed that more permissive serotypes in the lab correspond to the strains acquiring more conjugative plasmids in nature. The least capsule-sensitive pili (F-like) are the most frequent in the species' plasmids, and are the only ones associated with both antibiotic resistance and virulence factors, driving the convergence between virulence and antibiotics resistance in the population. These results show how traits of cellular envelopes define slow and fast lanes of infection by mobile genetic elements, with implications for population dynamics and horizontal gene transfer.
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Affiliation(s)
- Matthieu Haudiquet
- Institut Pasteur, Université Paris Cité, CNRS UMR3525, Microbial Evolutionary Genomics, Paris, 75015, France.
- Ecole Doctoral FIRE-Programme Bettencourt, CRI, Paris, France.
| | - Julie Le Bris
- Institut Pasteur, Université Paris Cité, CNRS UMR3525, Microbial Evolutionary Genomics, Paris, 75015, France
- Sorbonne Université, Collège Doctoral, Ecole Doctorale Complexité du Vivant, 75005, Paris, France
| | - Amandine Nucci
- Institut Pasteur, Université Paris Cité, CNRS UMR3525, Microbial Evolutionary Genomics, Paris, 75015, France
| | - Rémy A Bonnin
- Team Resist UMR1184 Université Paris Saclay, CEA, Inserm, Le Kremlin-Bicêtre, Paris, France
- Service de bactériologie, Hôpital Bicêtre, Université Paris Saclay, AP-HP, Le Kremlin-Bicêtre, Paris, France
- Centre National de Référence Associé de la Résistance aux Antibiotiques, Le Kremlin-Bicêtre, Paris, France
| | - Pilar Domingo-Calap
- Instituto de Biología Integrativa de Sistemas, Universitat de València-CSIC, 46980, Paterna, Spain
| | - Eduardo P C Rocha
- Institut Pasteur, Université Paris Cité, CNRS UMR3525, Microbial Evolutionary Genomics, Paris, 75015, France.
| | - Olaya Rendueles
- Institut Pasteur, Université Paris Cité, CNRS UMR3525, Microbial Evolutionary Genomics, Paris, 75015, France.
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6
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Yu J, Zhang H, Ju Z, Huang J, Lin C, Wu J, Wu Y, Sun S, Wang H, Hao G, Zhang A. Increased mutations in lipopolysaccharide biosynthetic genes cause time-dependent development of phage resistance in Salmonella. Antimicrob Agents Chemother 2024; 68:e0059423. [PMID: 38193669 PMCID: PMC10848759 DOI: 10.1128/aac.00594-23] [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: 05/09/2023] [Accepted: 11/12/2023] [Indexed: 01/10/2024] Open
Abstract
Understanding how bacteria evolve resistance to phages has implications for phage-based therapies and microbial evolution. In this study, the susceptibility of 335 Salmonella isolates to the wide host range Salmonella phage BPSELC-1 was tested. Potentially significant gene sets that could confer resistance were identified using bioinformatics approaches based on phage susceptibility phenotypes; more than 90 potential antiphage defense gene sets, including those involved in lipopolysaccharide (LPS) biosynthesis, DNA replication, secretion systems, and respiratory chain, were found. The evolutionary dynamics of Salmonella resistance to phage were assessed through laboratory evolution experiments, which showed that phage-resistant mutants rapidly developed and exhibited genetic heterogeneity. Most representative Salmonella hosts (58.1% of 62) rapidly developed phage resistance within 24 h. All phage-resistant mutant clones exhibited genetic heterogeneity and observed mutations in LPS-related genes (rfaJ and rfaK) as well as other genes such as cellular respiration, transport, and cell replication-related genes. The study also identified potential trade-offs, indicating that bacteria tend to escape fitness trade-offs through multi-site mutations, all tested mutants increased sensitivity to polymyxin B, but this does not always affect their relative fitness or biofilm-forming capacity. Furthermore, complementing the rfaJ mutant gene could partially restore the phage sensitivity of phage-resistant mutants. These results provide insight into the phage resistance mechanisms of Salmonella and the complexity of bacterial evolution resulting from phage predation, which can inform future strategies for phage-based therapies and microbial evolution.
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Affiliation(s)
- Jing Yu
- Animal Disease Prevention and Food Safety Key Laboratory of Sichuan Province, Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, Sichuan, China
| | - Haoyu Zhang
- Animal Disease Prevention and Food Safety Key Laboratory of Sichuan Province, Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, Sichuan, China
| | - Zijing Ju
- Animal Disease Prevention and Food Safety Key Laboratory of Sichuan Province, Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, Sichuan, China
| | - Jiaqi Huang
- Department of Preventive Veterinary Medicine, College of Veterinary Medicine, Shandong Agricultural University, Taian, China
- Shandong Provincial Key Laboratory of Animal Biotechnology and Disease Control and Prevention, Shandong Agricultural University, Taian, China
| | - Cong Lin
- Animal Disease Prevention and Food Safety Key Laboratory of Sichuan Province, Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, Sichuan, China
| | - Jie Wu
- Animal Disease Prevention and Food Safety Key Laboratory of Sichuan Province, Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, Sichuan, China
| | - Yingting Wu
- Animal Disease Prevention and Food Safety Key Laboratory of Sichuan Province, Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, Sichuan, China
| | - Shuhong Sun
- Department of Preventive Veterinary Medicine, College of Veterinary Medicine, Shandong Agricultural University, Taian, China
- Shandong Provincial Key Laboratory of Animal Biotechnology and Disease Control and Prevention, Shandong Agricultural University, Taian, China
| | - Hongning Wang
- Animal Disease Prevention and Food Safety Key Laboratory of Sichuan Province, Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, Sichuan, China
| | - Guijuan Hao
- Department of Preventive Veterinary Medicine, College of Veterinary Medicine, Shandong Agricultural University, Taian, China
- Shandong Provincial Key Laboratory of Animal Biotechnology and Disease Control and Prevention, Shandong Agricultural University, Taian, China
| | - Anyun Zhang
- Animal Disease Prevention and Food Safety Key Laboratory of Sichuan Province, Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, Sichuan, China
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7
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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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Chinivasagam HN, Estella W, Finn D, Mayer DG, Rodrigues H, Diallo I. Broiler farming practices using new or re-used bedding, inclusive of free-range, have no impact on Campylobacter levels, species diversity, Campylobacter community profiles and Campylobacter bacteriophages. AIMS Microbiol 2024; 10:12-40. [PMID: 38525040 PMCID: PMC10955168 DOI: 10.3934/microbiol.2024002] [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: 08/03/2023] [Revised: 11/27/2023] [Accepted: 12/25/2023] [Indexed: 03/26/2024] Open
Abstract
A multi-stage option to address food-safety can be produced by a clearer understanding of Campylobacter's persistence through the broiler production chain, its environmental niche and its interaction with bacteriophages. This study addressed Campylobacter levels, species, genotype, bacteriophage composition/ levels in caeca, litter, soil and carcasses across commercial broiler farming practices to inform on-farm management, including interventions. Broilers were sequentially collected as per company slaughter schedules over two-years from 17 farms, which represented four commercially adopted farming practices, prior to the final bird removal (days 39-53). The practices were conventional full clean-out, conventional litter re-use, free-range-full cleanout and free-range-litter re-use. Caeca, litter and soil collected on-farm, and representative carcases collected at the processing plant, were tested for Campylobacter levels, species dominance and Campylobacter bacteriophages. General community profiling via denaturing gradient gel electrophoresis of the flaA gene was used to establish the population relationships between various farming practices on representative Campylobacter isolates. The farming practice choices did not influence the high caeca Campylobacter levels (log 7.5 to log 8.5 CFU/g), the carcass levels (log 2.5 to log 3.2 CFU/carcass), the C. jejuni/C. coli dominance and the on-farm bacteriophage presence/levels. A principal coordinate analysis of the flaA distribution for farm and litter practices showed strong separation but no obvious farming practice related grouping of Campylobacter. Bacteriophages originated from select farms, were not practice-dependent, and were detected in the environment (litter) only if present in the birds (caeca). This multifaceted study showed no influence of farming practices on on-farm Campylobacter dynamics. The significance of this study means that a unified on-farm risk-management could be adopted irrespective of commercial practice choices to collectively address caeca Campylobacter levels, as well as the potential to include Campylobacter bacteriophage biocontrol. The impact of this study means that there are no constraints in re-using bedding or adopting free-range farming, thus contributing to environmentally sustainable (re-use) and emerging (free-range) broiler farming choices.
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Affiliation(s)
| | - Wiyada Estella
- Department of Agriculture and Fisheries, Eco Sciences Precinct, Dutton Park QLD 4102, Australia
| | - Damien Finn
- Department of Agriculture and Fisheries, Eco Sciences Precinct, Dutton Park QLD 4102, Australia
| | - David G. Mayer
- Department of Agriculture and Fisheries, Eco Sciences Precinct, Dutton Park QLD 4102, Australia
| | - Hugh Rodrigues
- Department of Agriculture and Fisheries, Eco Sciences Precinct, Dutton Park QLD 4102, Australia
| | - Ibrahim Diallo
- Department of Agriculture and Fisheries, Biosecurity Sciences Laboratory, Coopers Plains QLD 4108
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9
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Lucia-Sanz A, Peng S, Leung CY(J, Gupta A, Meyer JR, Weitz JS. Inferring strain-level mutational drivers of phage-bacteria interaction phenotypes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.08.574707. [PMID: 38260415 PMCID: PMC10802490 DOI: 10.1101/2024.01.08.574707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
The enormous diversity of bacteriophages and their bacterial hosts presents a significant challenge to predict which phages infect a focal set of bacteria. Infection is largely determined by complementary -and largely uncharacterized- genetics of adsorption, injection, and cell take-over. Here we present a machine learning (ML) approach to predict phage-bacteria interactions trained on genome sequences of and phenotypic interactions amongst 51 Escherichia coli strains and 45 phage λ strains that coevolved in laboratory conditions for 37 days. Leveraging multiple inference strategies and without a priori knowledge of driver mutations, this framework predicts both who infects whom and the quantitative levels of infections across a suite of 2,295 potential interactions. The most effective ML approach inferred interaction phenotypes from independent contributions from phage and bacteria mutations, predicting phage host range with 86% mean classification accuracy while reducing the relative error in the estimated strength of the infection phenotype by 40%. Further, transparent feature selection in the predictive model revealed 18 of 176 phage λ and 6 of 18 E. coli mutations that have a significant influence on the outcome of phage-bacteria interactions, corroborating sites previously known to affect phage λ infections, as well as identifying mutations in genes of unknown function not previously shown to influence bacterial resistance. While the genetic variation studied was limited to a focal, coevolved phage-bacteria system, the method's success at recapitulating strain-level infection outcomes provides a path forward towards developing strategies for inferring interactions in non-model systems, including those of therapeutic significance.
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Affiliation(s)
- Adriana Lucia-Sanz
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA
| | | | | | - Animesh Gupta
- Department of Physics, University of California San Diego, La Jolla, California, USA
| | - Justin R. Meyer
- Department of Ecology, Behavior and Evolution, University of California San Diego, La Jolla, California, USA
| | - Joshua S. Weitz
- Department of Biology, University of Maryland, College Park, MD, USA
- Department of Physics, University of Maryland, College Park, MD, USA
- Institut d’Biologie, École Normale Supérieure, Paris, France
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10
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Rubio-Portillo E, Robertson S, Antón J. Coral mucus as a reservoir of bacteriophages targeting Vibrio pathogens. THE ISME JOURNAL 2024; 18:wrae017. [PMID: 38366190 PMCID: PMC10945359 DOI: 10.1093/ismejo/wrae017] [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: 10/20/2023] [Revised: 12/18/2023] [Accepted: 01/29/2024] [Indexed: 02/18/2024]
Abstract
The increasing trend in sea surface temperature promotes the spread of Vibrio species, which are known to cause diseases in a wide range of marine organisms. Among these pathogens, Vibrio mediterranei has emerged as a significant threat, leading to bleaching in the coral species Oculina patagonica. Bacteriophages, or phages, are viruses that infect bacteria, thereby regulating microbial communities and playing a crucial role in the coral's defense against pathogens. However, our understanding of phages that infect V. mediterranei is limited. In this study, we identified two phage species capable of infecting V. mediterranei by utilizing a combination of cultivation and metagenomic approaches. These phages are low-abundance specialists within the coral mucus layer that exhibit rapid proliferation in the presence of their hosts, suggesting a potential role in coral defense. Additionally, one of these phages possesses a conserved domain of a leucine-rich repeat protein, similar to those harbored in the coral genome, that plays a key role in pathogen recognition, hinting at potential coral-phage coevolution. Furthermore, our research suggests that lytic Vibrio infections could trigger prophage induction, which may disseminate genetic elements, including virulence factors, in the coral mucus layer. Overall, our findings underscore the importance of historical coral-phage interactions as a form of coral immunity against invasive Vibrio pathogens.
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Affiliation(s)
- Esther Rubio-Portillo
- Department of Physiology, Genetics and Microbiology, University of Alicante, Alicante 03690, Spain
| | - Sophia Robertson
- Department of Physiology, Genetics and Microbiology, University of Alicante, Alicante 03690, Spain
- Department of Biological Sciences, Northern Arizona University, Flagstaff, AZ 86011, United States
| | - Josefa Antón
- Department of Physiology, Genetics and Microbiology, University of Alicante, Alicante 03690, Spain
- Multidisciplinary Institute of Environmental Studies Ramon Margalef, Alicante 03690, Spain
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11
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Lopez-Simon J, Vila-Nistal M, Rosenova A, De Corte D, Baltar F, Martinez-Garcia M. Viruses under the Antarctic Ice Shelf are active and potentially involved in global nutrient cycles. Nat Commun 2023; 14:8295. [PMID: 38097581 PMCID: PMC10721903 DOI: 10.1038/s41467-023-44028-x] [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: 05/30/2023] [Accepted: 11/28/2023] [Indexed: 12/17/2023] Open
Abstract
Viruses play an important role in the marine ecosystem. However, our comprehension of viruses inhabiting the dark ocean, and in particular, under the Antarctic Ice Shelves, remains limited. Here, we mine single-cell genomic, transcriptomic, and metagenomic data to uncover the viral diversity, biogeography, activity, and their role as metabolic facilitators of microbes beneath the Ross Ice Shelf. This is the largest Antarctic ice shelf with a major impact on global carbon cycle. The viral community found in the cavity under the ice shelf mainly comprises endemic viruses adapted to polar and mesopelagic environments. The low abundance of genes related to lysogenic lifestyle (<3%) does not support a predominance of the Piggyback-the-Winner hypothesis, consistent with a low-productivity habitat. Our results indicate a viral community actively infecting key ammonium and sulfur-oxidizing chemolithoautotrophs (e.g. Nitrosopumilus spp, Thioglobus spp.), supporting a "kill-the-winner" dynamic. Based on genome analysis, these viruses carry specific auxiliary metabolic genes potentially involved in nitrogen, sulfur, and phosphorus acquisition. Altogether, the viruses under Antarctic ice shelves are putatively involved in programming the metabolism of ecologically relevant microbes that maintain primary production in these chemosynthetically-driven ecosystems, which have a major role in global nutrient cycles.
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Affiliation(s)
- Javier Lopez-Simon
- Department of Physiology, Genetics, and Microbiology, University of Alicante, Carretera San Vicente del Raspeig, San Vicente del Raspeig, Alicante, 03690, Spain
| | - Marina Vila-Nistal
- Department of Physiology, Genetics, and Microbiology, University of Alicante, Carretera San Vicente del Raspeig, San Vicente del Raspeig, Alicante, 03690, Spain
| | - Aleksandra Rosenova
- Department of Physiology, Genetics, and Microbiology, University of Alicante, Carretera San Vicente del Raspeig, San Vicente del Raspeig, Alicante, 03690, Spain
| | - Daniele De Corte
- Institute for Chemistry and Biology of the Marine Environment, Carl von Ossietzky University of Oldenburg, Oldenburg, Germany
- Ocean Technology and Engineering, National Oceanography Centre, Southampton, UK
| | - Federico Baltar
- Department of Functional & Evolutionary Ecology, University of Vienna, Djerassi-Platz 1, 1030, Vienna, Austria.
| | - Manuel Martinez-Garcia
- Department of Physiology, Genetics, and Microbiology, University of Alicante, Carretera San Vicente del Raspeig, San Vicente del Raspeig, Alicante, 03690, Spain.
- Instituto Multidisciplinar para el Estudio del Medio Ramon Margalef, University of Alicante, San Vicente del Raspeig, Alicante, 03690, Spain.
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12
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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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13
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Melero I, Elena SF, González R. Viral strain-dependent impact of plant developmental stages on the nestedness and modularity of plant-virus interaction matrices. MICROPUBLICATION BIOLOGY 2023; 2023:10.17912/micropub.biology.000943. [PMID: 38021168 PMCID: PMC10667922 DOI: 10.17912/micropub.biology.000943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Figures] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 11/06/2023] [Accepted: 11/07/2023] [Indexed: 12/01/2023]
Abstract
This study examines the specificity of adaptation of lineages of turnip mosaic virus that were experimentally evolved from naïve and preadapted strains to Arabidopsis thaliana plants at various plant developmental stages. We conducted a cross-infection experiment involving three plant developmental stages and assessed the progression of disease and symptoms. We found a significative interaction between the host developmental stage where the virus evolved and the host developmental stage in which the virus was tested. The analysis of the resulting interaction matrices revealed significant nestedness for viruses evolved from the naïve strain, but not for those originating from the preadapted one. Furthermore, there was an absence of modularity across all matrices. Our findings suggest that the past adaptation history of the ancestral strain influences its future evolution, and each plant developmental stage imposes unique selective constraints. The study highlights the complexity of host-parasite interactions and the potential influence of the host's developmental stage on viral adaptation.
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Affiliation(s)
- Izan Melero
- Instituto de Biología Integrativa de Sistemas (CSIC - Universitat de València), Paterna, 46182 València, Spain
| | - Santiago F Elena
- Instituto de Biología Integrativa de Sistemas (CSIC - Universitat de València), Paterna, 46182 València, Spain
- The Santa Fe Institute, Santa Fe, 87501 NM, USA
| | - Rubén González
- Institut de Biologie de l’École Normale Supérieure-CNRS-INSERM, 75005 Paris, France
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14
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Zhang Y, Kitazumi A, Liao YT, de Los Reyes BG, Wu VCH. Metagenomic investigation reveals bacteriophage-mediated horizontal transfer of antibiotic resistance genes in microbial communities of an organic agricultural ecosystem. Microbiol Spectr 2023; 11:e0022623. [PMID: 37754684 PMCID: PMC10581182 DOI: 10.1128/spectrum.00226-23] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Accepted: 07/10/2023] [Indexed: 09/28/2023] Open
Abstract
IMPORTANCE Antibiotic resistance has become a serious health concern worldwide. The potential impact of viruses, bacteriophages in particular, on spreading antibiotic resistance genes is still controversial due to the complexity of bacteriophage-bacterial interactions within diverse environments. In this study, we determined the microbiome profiles and the potential antibiotic resistance gene (ARG) transfer between bacterial and viral populations in different agricultural samples using a high-resolution analysis of the metagenomes. The results of this study provide compelling genetic evidence for ARG transfer through bacteriophage-bacteria interactions, revealing the inherent risks associated with bacteriophage-mediated ARG transfer across the agricultural microbiome.
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Affiliation(s)
- Yujie Zhang
- U.S. Department of Agriculture, Produce Safety and Microbiology Research Unit, Agricultural Research Service, Western Regional Research Center , Albany, California, USA
| | - Ai Kitazumi
- Department of Plant and Soil Science, Texas Tech University , Lubbock, Texas, USA
| | - Yen-Te Liao
- U.S. Department of Agriculture, Produce Safety and Microbiology Research Unit, Agricultural Research Service, Western Regional Research Center , Albany, California, USA
| | | | - Vivian C H Wu
- U.S. Department of Agriculture, Produce Safety and Microbiology Research Unit, Agricultural Research Service, Western Regional Research Center , Albany, California, USA
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15
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Amundson KK, Roux S, Shelton JL, Wilkins MJ. Long-term CRISPR locus dynamics and stable host-virus co-existence in subsurface fractured shales. Curr Biol 2023; 33:3125-3135.e4. [PMID: 37402375 DOI: 10.1016/j.cub.2023.06.033] [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: 03/08/2023] [Revised: 05/18/2023] [Accepted: 06/12/2023] [Indexed: 07/06/2023]
Abstract
Viruses are the most ubiquitous biological entities on Earth. Even so, elucidating the impact of viruses on microbial communities and associated ecosystem processes often requires identification of unambiguous host-virus linkages-an undeniable challenge in many ecosystems. Subsurface fractured shales present a unique opportunity to first make these strong linkages via spacers in CRISPR-Cas arrays and subsequently reveal complex long-term host-virus dynamics. Here, we sampled two replicated sets of fractured shale wells for nearly 800 days, resulting in 78 metagenomes from temporal sampling of six wells in the Denver-Julesburg Basin (Colorado, USA). At the community level, there was strong evidence for CRISPR-Cas defense systems being used through time and likely in response to viral interactions. Within our host genomes, represented by 202 unique MAGs, we also saw that CRISPR-Cas systems were widely encoded. Together, spacers from host CRISPR loci facilitated 2,110 CRISPR-based viral linkages across 90 host MAGs spanning 25 phyla. We observed less redundancy in host-viral linkages and fewer spacers associated with hosts from the older, more established wells, possibly reflecting enrichment of more beneficial spacers through time. Leveraging temporal patterns of host-virus linkages across differing well ages, we report how host-virus co-existence dynamics develop and converge through time, possibly reflecting selection for viruses that can evade host CRISPR-Cas systems. Together, our findings shed light on the complexities of host-virus interactions as well as long-term dynamics of CRISPR-Cas defense among diverse microbial populations.
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Affiliation(s)
- Kaela K Amundson
- Colorado State University, Department of Soil & Crop Sciences, 301 University Ave., Fort Collins, CO 80523, USA.
| | - Simon Roux
- DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA 94720, USA
| | - Jenna L Shelton
- United States Geological Survey, 12201 Sunrise Valley Dr., Reston, VA 20192, USA
| | - Michael J Wilkins
- Colorado State University, Department of Soil & Crop Sciences, 301 University Ave., Fort Collins, CO 80523, USA
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16
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Padmesh S, Singh A, Chopra S, Sen M, Habib S, Shrivastava D, Johri P. Isolation and characterization of novel lytic bacteriophages that infect multi drug resistant clinical strains of Escherichia coli. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023:10.1007/s11356-023-28081-z. [PMID: 37347328 DOI: 10.1007/s11356-023-28081-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 01/22/2023] [Accepted: 05/31/2023] [Indexed: 06/23/2023]
Abstract
The pathogenic strains of Escherichia coli (E. coli) are frequent cause of urinary tract infections including catheter-associated, soft tissue infections and sepsis. The growing antibiotic resistance in E. coli is a major health concern. Bacteriophages are specific for their bacterial host, thus providing a novel and effective alternatives. This study focuses on isolation of bacteriophages from urban sewage treatment plants. Initially 50 different bacteriophages have been isolated against non-resistant reference E. coli strain and fifty multidrug resistant clinical isolates of extraintestinal infections. Out of which only thirty-one lytic phages which gave clear plaques were further analysed for different physico-chemical aspects such as thermal inactivation, pH, effect of organic solvents and detergents. Two bacteriophages, ASEC2201 and ASEC2202, were selected for their ability to withstand temperature fluctuation from -20 to 62 °C and a pH range from 4 to 10. They also showed good survival (40-94%) in the presence of organic solvents like ethanol, acetone, DMSO and chloroform or ability to form plaques even after the treatment with detergents like SDS, CTAB and sarkosyl. Both efficiently killed reference strain and 40-44% of multidrug resistant clinical isolates of E. coli. Later ASEC2201 and ASEC2202 were subjected to morphological characterisation through transmission electron microscopy, which revealed them to be tailed phages. The genomic analysis confirmed them to be Escherichia phages which belonged to family Drexlerviridae of Caudovirales.
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Affiliation(s)
- Sudhakar Padmesh
- Amity Institute of Biotechnology, Amity University Uttar Pradesh, Lucknow Campus, Gomti Nagar Extension, Lucknow, 226028, India
| | - Aditi Singh
- Amity Institute of Biotechnology, Amity University Uttar Pradesh, Lucknow Campus, Gomti Nagar Extension, Lucknow, 226028, India.
| | - Sidharth Chopra
- Division of Microbiology, CSIR-Central Drug Research Institute, Lucknow, 226031, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, India
| | - Manodeep Sen
- Department of Microbiology, Dr. Ram Manohar Lohia Institute of Medical Sciences, Lucknow, 226010, India
| | - Saman Habib
- Division of Biochemistry and Structural Biology, CSIR-Central Drug Research Institute, Lucknow, 226031, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, India
| | - Deepti Shrivastava
- Division of Biochemistry and Structural Biology, CSIR-Central Drug Research Institute, Lucknow, 226031, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, India
| | - Parul Johri
- Department of Biotechnology, Dr. Ambedkar Institute of Technology for Handicapped, Kanpur, 208024, India
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17
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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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18
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Composition, structure and robustness of Lichen guilds. Sci Rep 2023; 13:3295. [PMID: 36841885 PMCID: PMC9968342 DOI: 10.1038/s41598-023-30357-w] [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: 01/17/2023] [Accepted: 02/21/2023] [Indexed: 02/27/2023] Open
Abstract
Symbiosis is a major engine of evolutionary innovation underlying many extant complex organisms. Lichens are a paradigmatic example that offers a unique perspective on the role of symbiosis in ecological success and evolutionary diversification. Lichen studies have produced a wealth of information regarding the importance of symbiosis, but they frequently focus on a few species, limiting our understanding of large-scale phenomena such as guilds. Guilds are groupings of lichens that assist each other's proliferation and are intimately linked by a shared set of photobionts, constituting an extensive network of relationships. To characterize the network of lichen symbionts, we used a large data set ([Formula: see text] publications) of natural photobiont-mycobiont associations. The entire lichen network was found to be modular, but this organization does not directly match taxonomic information in the data set, prompting a reconsideration of lichen guild structure and composition. The multiscale nature of this network reveals that the major lichen guilds are better represented as clusters with several substructures rather than as monolithic communities. Heterogeneous guild structure fosters robustness, with keystone species functioning as bridges between guilds and whose extinction would endanger global stability.
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19
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Pilosof S. Conceptualizing microbe-plasmid communities as complex adaptive systems. Trends Microbiol 2023:S0966-842X(23)00025-2. [PMID: 36822952 DOI: 10.1016/j.tim.2023.01.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 12/29/2022] [Accepted: 01/23/2023] [Indexed: 02/24/2023]
Abstract
Plasmids shape microbial communities' diversity, structure, and function. Nevertheless, we lack a mechanistic understanding of how community structure and dynamics emerge from local microbe-plasmid interactions and coevolution. Addressing this gap is challenging because multiple processes operate simultaneously at multiple levels of organization. For example, immunity operates between a plasmid and a cell, but incompatibility mechanisms regulate coexistence between plasmids. Conceptualizing microbe-plasmid communities as complex adaptive systems is a promising approach to overcoming these challenges. I illustrate how agent-based evolutionary modeling, extended by network analysis, can be used to quantify the relative importance of local processes governing community dynamics. These theoretical developments can advance our understanding of plasmid ecology and evolution, especially when combined with empirical data.
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Affiliation(s)
- Shai Pilosof
- Department of Life Sciences, Ben-Gurion University of the Negev, Be'er-Sheva, Israel.
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20
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Plant Virus Adaptation to New Hosts: A Multi-scale Approach. Curr Top Microbiol Immunol 2023; 439:167-196. [PMID: 36592246 DOI: 10.1007/978-3-031-15640-3_5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Viruses are studied at each level of biological complexity: from within-cells to ecosystems. The same basic evolutionary forces and principles operate at each level: mutation and recombination, selection, genetic drift, migration, and adaptive trade-offs. Great efforts have been put into understanding each level in great detail, hoping to predict the dynamics of viral population, prevent virus emergence, and manage their spread and virulence. Unfortunately, we are still far from this. To achieve these ambitious goals, we advocate for an integrative perspective of virus evolution. Focusing in plant viruses, we illustrate the pervasiveness of the above-mentioned principles. Beginning at the within-cell level, we describe replication modes, infection bottlenecks, and cellular contagion rates. Next, we move up to the colonization of distal tissues, discussing the fundamental role of random events. Then, we jump beyond the individual host and discuss the link between transmission mode and virulence. Finally, at the community level, we discuss properties of virus-plant infection networks. To close this review we propose the multilayer network theory, in which elements at different layers are connected and submit to their own dynamics that feed across layers, resulting in new emerging properties, as a way to integrate information from the different levels.
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21
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Browne CJ, Yahia F. Virus-immune dynamics determined by prey-predator interaction network and epistasis in viral fitness landscape. J Math Biol 2022; 86:9. [PMID: 36469118 DOI: 10.1007/s00285-022-01843-y] [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: 06/16/2021] [Revised: 07/10/2022] [Accepted: 11/22/2022] [Indexed: 12/12/2022]
Abstract
Population dynamics and evolutionary genetics underly the structure of ecosystems, changing on the same timescale for interacting species with rapid turnover, such as virus (e.g. HIV) and immune response. Thus, an important problem in mathematical modeling is to connect ecology, evolution and genetics, which often have been treated separately. Here, extending analysis of multiple virus and immune response populations in a resource-prey (consumer)-predator model from Browne and Smith (2018), we show that long term dynamics of viral mutants evolving resistance at distinct epitopes (viral proteins targeted by immune responses) are governed by epistasis in the virus fitness landscape. In particular, the stability of persistent equilibrium virus-immune (prey-predator) network structures, such as nested and one-to-one, and bifurcations are determined by a collection of circuits defined by combinations of viral fitnesses that are minimally additive within a hypercube of binary sequences representing all possible viral epitope sequences ordered according to immunodominance hierarchy. Numerical solutions of our ordinary differential equation system, along with an extended stochastic version including random mutation, demonstrate how pairwise or multiplicative epistatic interactions shape viral evolution against concurrent immune responses and convergence to the multi-variant steady state predicted by theoretical results. Furthermore, simulations illustrate how periodic infusions of subdominant immune responses can induce a bifurcation in the persistent viral strains, offering superior host outcome over an alternative strategy of immunotherapy with strongest immune response.
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Affiliation(s)
- Cameron J Browne
- Mathematics Department, University of Louisiana at Lafayette, Lafayette, LA, USA.
| | - Fadoua Yahia
- Mathematics Department, University of Louisiana at Lafayette, Lafayette, LA, USA
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22
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Qamar H, Owais M, Hussain T. Nano-microbial based technology employing polyvalent phage conjugate: A next generation weapon for antimicrobial resistance lurking behind wastewater. ENVIRONMENTAL RESEARCH 2022; 215:114079. [PMID: 36030912 DOI: 10.1016/j.envres.2022.114079] [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: 03/16/2022] [Revised: 08/02/2022] [Accepted: 08/05/2022] [Indexed: 06/15/2023]
Abstract
Worldwide, due to a dearth of innovative interventions, new forms of antimicrobial resistance (AMR) are being discovered every day in clinical and environmental settings. Therefore, it is necessary to remove these contaminants directly or indirectly from the environment. Nanomicrobial-based technology employing nanomaterials with microbes is a new paradigm that finds a place in the antimicrobial crisis. Microbial entities such as phages can be used to treat antimicrobial resistance, but phage resistance is challenging and limits its applicability. Similarly, nanotechnology will not be able to selectively remove resistant strains from the environment individually. Therefore, we employ nanomicrobial-based technology that aims to fill these gaps. In the present study, polyvalent phages were isolated from wastewater with an easy-to-use modified multi-host sequential approach, characterized and conjugated with magnetite (Fe3O4) nanoparticles with the modified formulation to form nanomicrobial conjugates (NMCs). These NMCs were subjected to characterization and in vitro antibacterial studies. The results indicated a significant polyvalency of phages in the order of Caudovirales. Transmission electron microscopy (TEM) analysis of Fe3O4 nanoparticles formed by the co-precipitation method showed a particle size of 30 ± 5 nm and the selected area electron diffraction (SAED) pattern indicates a single-phase crystalline structure. To form NMCs, isolated phages (105 PFU/mL) were immobilized onto Fe3O4 nanoparticles. Further, surface modification of Fe3O4 nanoparticles enables the covalent association of phages. Biosurfactant-functionalized Fe3O4 nanoparticles (FNMCs) were found to have higher phage loading capacity, with a significant value of p < 0.0127 and a zeta potential of -22.2 mV. TEM studies and in vitro biofilm assay showed that NMCs exhibit promising antibacterial activity against various resistant bacterial strains. Pilot studies showed that NMCs can selectively eliminate up to 98.3% of AMR in wastewater. Thus, these findings indicate a synergistic effect of both phage and nanomaterial and this technology is expected to be a new lead in wastewater management.
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Affiliation(s)
- Hina Qamar
- Interdisciplinary Biotechnology Unit, Aligarh Muslim University, Aligarh, India; Department of Botany, Aligarh Muslim University, Aligarh, India.
| | - Mohd Owais
- Interdisciplinary Biotechnology Unit, Aligarh Muslim University, Aligarh, India
| | - Touseef Hussain
- Department of Botany, Aligarh Muslim University, Aligarh, India
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23
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Van Cauwenberghe J, Santamaría RI, Bustos P, González V. Novel lineages of single-stranded DNA phages that coevolved with the symbiotic bacteria Rhizobium. Front Microbiol 2022; 13:990394. [PMID: 36177468 PMCID: PMC9512667 DOI: 10.3389/fmicb.2022.990394] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Accepted: 08/19/2022] [Indexed: 11/27/2022] Open
Abstract
This study describes novel single-stranded DNA phages isolated from common bean agriculture soils by infection of the nitrogen-fixing symbiotic bacteria Rhizobium etli and R. phaseoli. A total of 29 phages analyzed have 4.3-6 kb genomes in size and GC 59-60%. They belong to different clades unrelated to other Microviridae subfamilies. Three-dimensional models of the major capsid protein (MCP) showed a conserved β-barrel structural "jelly-roll" fold. A variable-length loop in the MCPs distinguished three Rhizobium microvirus groups. Microviridae subfamilies were consistent with viral clusters determined by the protein-sharing network. All viral clusters, except for Bullavirinae, included mostly microviruses identified in metagenomes from distinct ecosystems. Two Rhizobium microvirus clusters, chaparroviruses, and chicoviruses, were included within large viral unknown clusters with microvirus genomes identified in diverse metagenomes. A third Rhizobium microvirus cluster belonged to the subfamily Amoyvirinae. Phylogenetic analysis of the MCP confirms the divergence of the Rhizobium microviruses into separate clades. The phylogeny of the bacterial hosts matches the microvirus MCP phylogeny, suggesting a coevolutionary history between the phages and their bacterial host. This study provided essential biological information on cultivated microvirus for understanding the evolution and ecological diversification of the Microviridae family in diverse microbial ecosystems.
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Affiliation(s)
- Jannick Van Cauwenberghe
- Centro de Ciencias Genómicas, Universidad Nacional Autonóma de México, Cuernavaca, Mexico
- Department of Integrative Biology, University of California, Berkeley, CA, United States
| | - Rosa I. Santamaría
- Centro de Ciencias Genómicas, Universidad Nacional Autonóma de México, Cuernavaca, Mexico
| | - Patricia Bustos
- Centro de Ciencias Genómicas, Universidad Nacional Autonóma de México, Cuernavaca, Mexico
| | - Víctor González
- Centro de Ciencias Genómicas, Universidad Nacional Autonóma de México, Cuernavaca, Mexico
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24
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Wagemans J, Holtappels D, Vainio E, Rabiey M, Marzachì C, Herrero S, Ravanbakhsh M, Tebbe CC, Ogliastro M, Ayllón MA, Turina M. Going Viral: Virus-Based Biological Control Agents for Plant Protection. ANNUAL REVIEW OF PHYTOPATHOLOGY 2022; 60:21-42. [PMID: 35300520 DOI: 10.1146/annurev-phyto-021621-114208] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
The most economically important biotic stresses in crop production are caused by fungi, oomycetes, insects, viruses, and bacteria. Often chemical control is still the most commonly used method to manage them. However, the development of resistance in the different pathogens/pests, the putative damage on the natural ecosystem, the toxic residues in the field, and, thus, the contamination of the environment have stimulated the search for saferalternatives such as the use of biological control agents (BCAs). Among BCAs, viruses, a major driver for controlling host populations and evolution, are somewhat underused, mostly because of regulatory hurdles that make the cost of registration of such host-specific BCAs not affordable in comparison with the limited potential market. Here, we provide a comprehensive overview of the state of the art of virus-based BCAs against fungi, bacteria, viruses, and insects, with a specific focus on new approaches that rely on not only the direct biocidal virus component but also the complex ecological interactions between viruses and their hosts that do not necessarily result in direct damage to the host.
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Affiliation(s)
| | | | - Eeva Vainio
- Forest Health and Biodiversity, Natural Resources Institute Finland (Luke), Helsinki, Finland
| | - Mojgan Rabiey
- School of Biosciences, University of Birmingham, Birmingham, United Kingdom
| | - Cristina Marzachì
- Istituto per la Protezione Sostenibile delle Piante, CNR, Torino, Italy;
| | - Salvador Herrero
- Department of Genetics and University Institute of Biotechnology and Biomedicine (BIOTECMED), Universitat de València, Burjassot, Spain
| | | | - Christoph C Tebbe
- Thünen Institute of Biodiversity, Federal Research Institute for Rural Areas, Forestry and Fisheries, Braunschweig, Germany
| | | | - María A Ayllón
- Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid-Instituto Nacional de Investigación Agraria y Alimentaria, Campus de Montegancedo, Pozuelo de Alarcón, Madrid, Spain
- Departamento Biotecnología-Biología Vegetal, E.T.S.I. Agronómica, Alimentaria y de Biosistemas, Universidad Politécnica de Madrid, Madrid, Spain
| | - Massimo Turina
- Istituto per la Protezione Sostenibile delle Piante, CNR, Torino, Italy;
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25
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Marantos A, Mitarai N, Sneppen K. From kill the winner to eliminate the winner in open phage-bacteria systems. PLoS Comput Biol 2022; 18:e1010400. [PMID: 35939510 PMCID: PMC9387927 DOI: 10.1371/journal.pcbi.1010400] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 08/18/2022] [Accepted: 07/17/2022] [Indexed: 11/23/2022] Open
Abstract
Phages and bacteria manage to coexist and sustain ecosystems with a high diversity of strains, despite limited resources and heavy predation. This diversity can be explained by the “kill the winner” model where virulent phages predominantly prey on fast-growing bacteria and thereby suppress the competitive exclusion of slower-growing bacteria. Here we computationally investigate the robustness of these systems against invasions, where new phages or bacteria may interact with more than one of the resident strains. The resulting interaction networks were found to self-organize into a network with strongly interacting specialized predator-prey pairs, resembling that of the “kill the winner” model. Furthermore, the “kill the winner” dynamics is enforced with the occasional elimination of even the fastest-growing bacteria strains due to a phage infecting the fast and slow growers. The frequency of slower-growing strains was increased with the introduction of even a few non-diagonal interactions. Hence, phages capable of infecting multiple hosts play significant roles both in the evolution of the ecosystem by eliminating the winner and in supporting diversity by allowing slow growers to coexist with faster growers. We demonstrate that in an open system of phages and bacteria with very limited resources, a bacterial strain that has a high growth rate can still be outcompeted by a slower-growing strain if they have a common phage. The impact of this on ecosystem structure is significant as soon as there is a small probability to have a common phage among bacterial strains. Furthermore, by analysing the structure of the interaction network we show that it self-organizes into a network with strongly interacting specialized predator-prey pairs, in order to reduce phages competition. Nevertheless, the presence of the remaining links is very important for the network dynamics since even a few of them significantly enhance the frequency of slower-growing strains.
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Affiliation(s)
- Anastasios Marantos
- Center for Models of Life, Niels Bohr Institute, University of Copenhagen, Copenhagen, Denmark
| | - Namiko Mitarai
- Center for Models of Life, Niels Bohr Institute, University of Copenhagen, Copenhagen, Denmark
| | - Kim Sneppen
- Center for Models of Life, Niels Bohr Institute, University of Copenhagen, Copenhagen, Denmark
- * E-mail:
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26
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Ataee S, Brochet X, Peña-Reyes CA. Bacteriophage Genetic Edition Using LSTM. FRONTIERS IN BIOINFORMATICS 2022; 2:932319. [PMID: 36353213 PMCID: PMC9639385 DOI: 10.3389/fbinf.2022.932319] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Accepted: 06/06/2022] [Indexed: 09/16/2023] Open
Abstract
Bacteriophages are gaining increasing interest as antimicrobial tools, largely due to the emergence of multi-antibiotic-resistant bacteria. Although their huge diversity and virulence make them particularly attractive for targeting a wide range of bacterial pathogens, it is difficult to select suitable phages due to their high specificity which limits their host range. In addition, other challenges remain such as structural fragility under certain environmental conditions, immunogenicity of phage therapy, or development of bacterial resistance. The use of genetically engineered phages may reduce characteristics that hinder prophylactic and therapeutic applications of phages. Nowadays, there is no systematic method to modify a given phage genome conferring its sought characteristics. We explore the use of artificial intelligence for this purpose as it has the potential to both guide and accelerate genome modification to generate phage variants with unique properties that overcome the limitations of natural phages. We propose an original architecture composed of two deep learning-driven components: a phage-bacterium interaction predictor and a phage genome-sequence generator. The former is a multi-branch 1-D convolutional neural network (1D-CNN) that analyses phage and bacterial genomes to predict interactions. The latter is a recurrent neural network, more particularly a long short-term memory (LSTM), that performs genomic modifications to a phage to offer substantial host range improvement. For this component, we developed two different architectures composed of one or two stacked LSTM layers with 256 neurons each. These generators are used to modify, more precisely to rewrite, the genome sequence of 42 selected phages, while the predictor is used to estimate the host range of the modified bacteriophages across 46 strains of Pseudomonas aeruginosa. The proposed generators, trained with an average accuracy of 96.1%, are able to improve the host range for an average of 18 phages among the 42 under study, increasing both their average host range, by 73.0 and 103.7%, and the maximum host ranges from 21 to 24 and 29, respectively. These promising results showed that the use of deep learning methodologies allows genetic modification of phages to extend, for instance, their host range, confirming the potential of these approaches to guide bacteriophage engineering.
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Affiliation(s)
- Shabnam Ataee
- Institute of Information and Communication Technology (IICT), School of Management and Engineering Vaud (HEIG-VD), Yverdon-les-Bains, Switzerland
- HES-SO University of Applied Sciences and Arts Western Switzerland, Delémont, Switzerland
- CI4CB—Computational Intelligence for Computational Biology, SIB—Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Xavier Brochet
- Institute of Information and Communication Technology (IICT), School of Management and Engineering Vaud (HEIG-VD), Yverdon-les-Bains, Switzerland
- HES-SO University of Applied Sciences and Arts Western Switzerland, Delémont, Switzerland
- CI4CB—Computational Intelligence for Computational Biology, SIB—Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Carlos Andrés Peña-Reyes
- Institute of Information and Communication Technology (IICT), School of Management and Engineering Vaud (HEIG-VD), Yverdon-les-Bains, Switzerland
- HES-SO University of Applied Sciences and Arts Western Switzerland, Delémont, Switzerland
- CI4CB—Computational Intelligence for Computational Biology, SIB—Swiss Institute of Bioinformatics, Lausanne, Switzerland
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27
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Venturini C, Petrovic Fabijan A, Fajardo Lubian A, Barbirz S, Iredell J. Biological foundations of successful bacteriophage therapy. EMBO Mol Med 2022; 14:e12435. [PMID: 35620963 PMCID: PMC9260219 DOI: 10.15252/emmm.202012435] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 04/13/2022] [Accepted: 04/19/2022] [Indexed: 12/20/2022] Open
Abstract
Bacteriophages (phages) are selective viral predators of bacteria. Abundant and ubiquitous in nature, phages can be used to treat bacterial infections (phage therapy), including refractory infections and those resistant to antibiotics. However, despite an abundance of anecdotal evidence of efficacy, significant hurdles remain before routine implementation of phage therapy into medical practice, including a dearth of robust clinical trial data. Phage-bacterium interactions are complex and diverse, characterized by co-evolution trajectories that are significantly influenced by the environments in which they occur (mammalian body sites, water, soil, etc.). An understanding of the molecular mechanisms underpinning these dynamics is essential for successful clinical translation. This review aims to cover key aspects of bacterium-phage interactions that affect bacterial killing by describing the most relevant published literature and detailing the current knowledge gaps most likely to influence therapeutic success.
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Affiliation(s)
- Carola Venturini
- Centre for Infectious Diseases and MicrobiologyWestmead Institute for Medical ResearchWestmeadNSWAustralia
- Faculty of ScienceSydney School of Veterinary ScienceThe University of SydneySydneyNSWAustralia
| | - Aleksandra Petrovic Fabijan
- Centre for Infectious Diseases and MicrobiologyWestmead Institute for Medical ResearchWestmeadNSWAustralia
- Faculty of Health and MedicineSchool of MedicineSydney Medical SchoolThe University of SydneySydneyNSWAustralia
| | - Alicia Fajardo Lubian
- Centre for Infectious Diseases and MicrobiologyWestmead Institute for Medical ResearchWestmeadNSWAustralia
- Faculty of Health and MedicineSchool of MedicineSydney Medical SchoolThe University of SydneySydneyNSWAustralia
| | - Stefanie Barbirz
- Department of MedicineScience FacultyMSB Medical School BerlinBerlinGermany
| | - Jonathan Iredell
- Centre for Infectious Diseases and MicrobiologyWestmead Institute for Medical ResearchWestmeadNSWAustralia
- Faculty of Health and MedicineSchool of MedicineSydney Medical SchoolThe University of SydneySydneyNSWAustralia
- Westmead HospitalWestern Sydney Local Health DistrictWestmeadNSWAustralia
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28
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Navarro R, Ambrós S, Butković A, Carrasco JL, González R, Martínez F, Wu B, Elena SF. Defects in Plant Immunity Modulate the Rates and Patterns of RNA Virus Evolution. Virus Evol 2022; 8:veac059. [PMID: 35821716 PMCID: PMC9272744 DOI: 10.1093/ve/veac059] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 06/10/2022] [Accepted: 06/18/2022] [Indexed: 11/13/2022] Open
Abstract
It is assumed that host genetic variability for susceptibility to infection conditions virus evolution. Differences in host susceptibility can drive a virus to diversify into strains that track different defense alleles (e.g. antigenic diversity) or to infect only the most susceptible genotypes. Here, we have studied how variability in host defenses determines the evolutionary fate of a plant RNA virus. We performed evolution experiments with Turnip mosaic potyvirus in Arabidopsis thaliana mutants that had disruptions in infection-response signaling pathways or in genes whose products are essential for potyvirus infection. Plant genotypes were classified into five phenogroups according to their response to infection. We found that evolution proceeded faster in more restrictive hosts than in more permissive ones. Most of the phenotypic differences shown by the ancestral virus across host genotypes were removed after evolution, suggesting the combined action of selection and chance. When all evolved viral lineages were tested in all plant genotypes used in the experiments, we found compelling evidences that the most restrictive plant genotypes selected for more generalist viruses, while more permissive genotypes selected for more specialist viruses. Sequencing the genomes of the evolved viral lineages, we found that selection targeted the multifunctional genome-linked protein VPg in most host genotypes. Overall, this work illustrates how different host defenses modulate the rates and extent of virus evolution.
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Affiliation(s)
- Rebeca Navarro
- Instituto de Biología Integrativa de Sistemas (CSIC - Universitat de València) , Paterna, 46182 València, Spain
| | - Silvia Ambrós
- Instituto de Biología Integrativa de Sistemas (CSIC - Universitat de València) , Paterna, 46182 València, Spain
| | - Anamarija Butković
- Instituto de Biología Integrativa de Sistemas (CSIC - Universitat de València) , Paterna, 46182 València, Spain
| | - José L Carrasco
- Instituto de Biología Integrativa de Sistemas (CSIC - Universitat de València) , Paterna, 46182 València, Spain
| | - Rubén González
- Instituto de Biología Integrativa de Sistemas (CSIC - Universitat de València) , Paterna, 46182 València, Spain
| | - Fernando Martínez
- Instituto de Biología Integrativa de Sistemas (CSIC - Universitat de València) , Paterna, 46182 València, Spain
| | - Beilei Wu
- Instituto de Biología Integrativa de Sistemas (CSIC - Universitat de València) , Paterna, 46182 València, Spain
| | - Santiago F Elena
- Instituto de Biología Integrativa de Sistemas (CSIC - Universitat de València) , Paterna, 46182 València, Spain
- The Santa Fe Institute , Santa Fe NM87501, USA
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29
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Liu Z, Yan Q, Jiang C, Li J, Jian H, Fan L, Zhang R, Xiao X, Meng D, Liu X, Wang J, Yin H. Growth rate determines prokaryote-provirus network modulated by temperature and host genetic traits. MICROBIOME 2022; 10:92. [PMID: 35701838 PMCID: PMC9195381 DOI: 10.1186/s40168-022-01288-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Accepted: 05/12/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Prokaryote-virus interactions play key roles in driving biogeochemical cycles. However, little is known about the drivers shaping their interaction network structures, especially from the host features. Here, we compiled 7656 species-level genomes in 39 prokaryotic phyla across environments globally and explored how their interaction specialization is constrained by host life history traits, such as growth rate. RESULTS We first reported that host growth rate indicated by the reverse of minimal doubling time was negatively related to interaction specialization for host in host-provirus network across various ecosystems and taxonomy groups. Such a negative linear growth rate-specialization relationship (GrSR) was dependent on host optimal growth temperature (OGT), and stronger toward the two gradient ends of OGT. For instance, prokaryotic species with an OGT ≥ 40 °C showed a stronger GrSR (Pearson's r = -0.525, P < 0.001). Significant GrSRs were observed with the presences of host genes in promoting the infection cycle at stages of adsorption, establishment, and viral release, but nonsignificant with the presence of immune systems, such as restriction-modification systems and CRISPR-Cas systems. Moreover, GrSR strength was increased with the presence of temperature-dependent lytic switches, which was also confirmed by mathematical modeling. CONCLUSIONS Together, our results advance our understanding of the interactions between prokaryotes and proviruses and highlight the importance of host growth rate in interaction specialization during lysogenization. Video Abstract.
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Affiliation(s)
- Zhenghua Liu
- Key Laboratory of Biometallurgy of Ministry of Education, School of Minerals Processing and Bioengineering, Central South University, Changsha, 410006, China
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China
| | - Qingyun Yan
- Environmental Microbiomics Research Center, School of Environmental Science and Engineering, Sun Yat-sen University, Guangzhou, 510006, China
| | - Chengying Jiang
- State Key Laboratory of Microbial Resources, Institute of Microbiology, Chinese Academy of Sciences, Beijing, 100101, China
| | - Juan Li
- College of Agronomy, Hunan Agricultural University, Changsha, 410125, China
| | - Huahua Jian
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Lu Fan
- Department of Ocean Science and Engineering, Southern University of Science and Technology, Shenzhen, 518055, China
| | - Rui Zhang
- State Key Laboratory of Marine Environmental Science, The Institute of Marine Microbes and Ecospheres, Xiamen University, Xiamen, 361102, China
| | - Xiang Xiao
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Delong Meng
- Key Laboratory of Biometallurgy of Ministry of Education, School of Minerals Processing and Bioengineering, Central South University, Changsha, 410006, China
| | - Xueduan Liu
- Key Laboratory of Biometallurgy of Ministry of Education, School of Minerals Processing and Bioengineering, Central South University, Changsha, 410006, China
| | - Jianjun Wang
- State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing, 210008, China.
| | - Huaqun Yin
- Key Laboratory of Biometallurgy of Ministry of Education, School of Minerals Processing and Bioengineering, Central South University, Changsha, 410006, China.
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30
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Díaz-Galián MV, Vega-Rodríguez MA, Molina F. PhageCocktail: An R package to design phage cocktails from experimental phage-bacteria infection networks. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2022; 221:106865. [PMID: 35576688 DOI: 10.1016/j.cmpb.2022.106865] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Revised: 04/18/2022] [Accepted: 05/07/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND AND OBJECTIVE Phage therapy is a resurgent strategy used in medicine and the food industry to lyse bacteria that cause damage to health or spoil a food product. Frequently, phage-bacteria infection networks have a large size, making it impossible to manually study all possible phage cocktails. Thus, this article presents an R package called PhageCocktail to automatically design efficient phage cocktails from phage-bacteria infection networks. METHODS This R package includes four different methods for designing phage cocktails: ExhaustiveSearch, ExhaustivePhi, ClusteringSearch, and ClusteringPhi. These four methods are explained in detail and are evaluated using 13 empirical phage-bacteria infection networks. More specifically, runtime and expected success (fraction of lysed bacteria) are analyzed. RESULTS The four methods have variations in terms of runtime and quality of the results. ExhaustiveSearch always provides the best possible phage cocktail, but its runtime could be long. ExhaustivePhi only focuses on one cocktail size, the one estimated as the best; thus, its runtime is less than ExhaustiveSearch, but it can produce cocktails with more phages than necessary. ClusteringSearch and ClusteringPhi are very fast (generally, less than one millisecond), providing always immediate results due to clustering techniques, but their accuracies can be lower, yielding cocktails with lower expected successes. CONCLUSIONS The larger the phage-bacteria infection network is, the more complex its analysis is. Thus, this tool eases this task for scientists and other users while designing phage cocktails of good quality. This R package includes four different methods; therefore, users may choose among them, considering their preferences in speed and accuracy of results.
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Affiliation(s)
- María Victoria Díaz-Galián
- Escuela Politécnica, Universidad de Extremadura (https://ror.org/0174shg90), Avda. de la Universidad s/n, Cáceres, 10003, Spain.
| | - Miguel A Vega-Rodríguez
- Escuela Politécnica, Universidad de Extremadura (https://ror.org/0174shg90), Avda. de la Universidad s/n, Cáceres, 10003, Spain.
| | - Felipe Molina
- Facultad de Ciencias, Universidad de Extremadura (https://ror.org/0174shg90), Avda. de Elvas s/n, Badajoz, 06006, Spain.
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31
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A review of methods for the inference and experimental confirmation of microbial association networks in cheese. Int J Food Microbiol 2022; 368:109618. [DOI: 10.1016/j.ijfoodmicro.2022.109618] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Revised: 02/21/2022] [Accepted: 03/06/2022] [Indexed: 12/15/2022]
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32
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Temporal Transcriptional Responses of a Vibrio alginolyticus Strain to
Podoviridae
Phage HH109 Revealed by RNA-Seq. mSystems 2022; 7:e0010622. [PMID: 35400200 PMCID: PMC9040624 DOI: 10.1128/msystems.00106-22] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Vibrio alginolyticus
is a common opportunistic pathogen that causes mass mortality in cultured marine animals. Phage HH109 lyses pathogenic
V. alginolyticus
strain E110 with high efficiency and thus serves as a useful model to understand the dynamic interplay of a phage and its host.
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33
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Wang L, Zhao J, Wang Z, Li N, Song J, Zhang R, Jiao N, Zhang Y. phoH-carrying virus communities responded to multiple factors and their correlation network with prokaryotes in sediments along Bohai Sea, Yellow Sea, and East China Sea in China. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 812:152477. [PMID: 34952046 DOI: 10.1016/j.scitotenv.2021.152477] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 11/18/2021] [Accepted: 12/13/2021] [Indexed: 06/14/2023]
Abstract
Viruses carrying phoH genes are an important functional group that may boost phosphate metabolism of their prokaryote hosts and affect phosphorus cycle in the ocean. However, at present, very little is known about the phoH-carrying viruses' community structure and diversity in marine sediments, as well as their correlation network with prokaryotes and environment. Here, via a large spatial scale investigation along the Bohai Sea, Yellow Sea, and East China Sea, for the first time, diverse unknown benthic phoH-carrying viruses were uncovered, which were mainly affiliated to three clusters. Interestingly, these viruses presented a very distinct community structure compared to those in seawaters. Correlation network analysis implied that these viruses might mainly infect the prokaryotes of Gamm-/Delta-proteobacteria, Thaumarchaeota, and Cyanobacteria in sediments. Distinct virus-prokaryote correlation network modules were shown in different sea areas. These modules' highly nested feature implied their coevolution with prokaryotes during long-term arms race. Their distribution in sediments was influenced by multiple factors including geographic separation and the key environmental variables of total organic carbon and total phosphorus, and responded to terrestrial inputs and coastal aquaculture activities. The results of this study provide novel insights into the benthic virus communities potentially participating in phosphorus cycling in the ocean.
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Affiliation(s)
- Long Wang
- Key Laboratory of Biofuels, Shandong Provincial Key Laboratory of Energy Genetics, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China; Institute of Marine Microbes and Ecospheres, State Key Laboratory of Marine Environmental Science, Xiamen University, Xiamen 361101, China
| | - Jiulong Zhao
- Key Laboratory of Biofuels, Shandong Provincial Key Laboratory of Energy Genetics, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Zengmeng Wang
- Key Laboratory of Biofuels, Shandong Provincial Key Laboratory of Energy Genetics, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Ning Li
- CAS Key Laboratory of Marine Ecology and Environmental Sciences, Institute of Oceanology, Chinese Academy of Sciences, Qingdao 266071, China
| | - Jinming Song
- CAS Key Laboratory of Marine Ecology and Environmental Sciences, Institute of Oceanology, Chinese Academy of Sciences, Qingdao 266071, China
| | - Rui Zhang
- Institute of Marine Microbes and Ecospheres, State Key Laboratory of Marine Environmental Science, Xiamen University, Xiamen 361101, China
| | - Nianzhi Jiao
- Institute of Marine Microbes and Ecospheres, State Key Laboratory of Marine Environmental Science, Xiamen University, Xiamen 361101, China
| | - Yongyu Zhang
- Key Laboratory of Biofuels, Shandong Provincial Key Laboratory of Energy Genetics, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China; University of Chinese Academy of Sciences, Beijing 100049, China.
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Campylobacter jejuni Developed the Resistance to Bacteriophage CP39 by Phase Variable Expression of 06875 Encoding the CGPTase. Viruses 2022; 14:v14030485. [PMID: 35336892 PMCID: PMC8949473 DOI: 10.3390/v14030485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 02/18/2022] [Accepted: 02/25/2022] [Indexed: 11/18/2022] Open
Abstract
Bacteriophage (phage) is regarded as an antimicrobial alternative for Campylobacter in food production. However, the development of phage resistance to the host is a main concern for the phage application. This study characterized the phage CP39 and investigated the phage resistance of CP39 in Campylobacter jejuni NCTC12662. We determined that phage CP39 belonged to the Myoviridae family by the WGS and phylogenetic analysis. Phage CP39 was confirmed as a capsular polysaccharide (CPS)-dependent phage by primary C. jejuni phage typing. It was further confirmed that the phage could not be adsorbed by the acapsular mutant ΔkpsM but showed the same lytic ability in both the wild-type strain NCTC 12662 and the ΔmotA mutant lacking motile flagella filaments. We further determined that the 06875 gene encoding CDP-glycerol:poly (glycerophosphate) glycerophosphotransferase (CGPTase) in the CPS loci was related to phage CP39 adsorption by SNP analysis and observed a rapid development of phage resistance in NCTC 12662 during the phage infection. Furthermore, we observed a high mutation frequency of 06875 (32%), which randomly occurred in nine different sites in the gene according to colony PCR sequencing. The mutation of the 06875 gene could cause the phase variable expression of non-functional protein and allow the bacteria against the phage infection by modifying the CPS. Our study confirmed the 06875 gene responsible for the CPS-phage adsorption for the first time and demonstrated the phase variable expression as a main mechanism for the bacteria to defend phage CP39. Our study provided knowledge for the evolutionary adaption of bacteria against the bacteriophage, which could add more information to understand the phage resistance mechanism before applying in the industry.
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35
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Manca F, Mulà C, Gustafsson C, Mauri A, Roslin T, Thomas DN, Benedetti-Cecchi L, Norkko A, Strona G. Unveiling the complexity and ecological function of aquatic macrophyte-animal networks in coastal ecosystems. Biol Rev Camb Philos Soc 2022; 97:1306-1324. [PMID: 35174616 PMCID: PMC9544924 DOI: 10.1111/brv.12842] [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: 10/01/2021] [Revised: 02/09/2022] [Accepted: 02/09/2022] [Indexed: 11/30/2022]
Abstract
Network theory offers innovative tools to explore the complex ecological mechanisms regulating species associations and interactions. Although interest in ecological networks has grown steadily during the last two decades, the application of network approaches has been unequally distributed across different study systems: while some kinds of interactions (e.g. plant-pollinator and host-parasite) have been extensively investigated, others remain relatively unexplored. Among the latter, aquatic macrophyte-animal associations in coastal environments have been largely neglected, despite their major role in littoral ecosystems. The ubiquity of macrophyte systems, their accessibility and multi-faceted ecological, economical and societal importance make macrophyte-animal systems an ideal subject for ecological network science. In fact, macrophyte-animal networks offer an aquatic counterpart to terrestrial plant-animal networks. In this review, we show how the application of network analysis to aquatic macrophyte-animal associations has the potential to broaden our understanding of how coastal ecosystems function. Network analysis can also provide a key to understanding how such ecosystems will respond to on-going and future threats from anthropogenic disturbance and environmental change. For this, we: (i) identify key issues that have limited the application of network theory and modelling to aquatic animal-macrophyte associations; (ii) illustrate through examples based on empirical data how network analysis can offer new insights on the complexity and functioning of coastal ecosystems; and (iii) provide suggestions for how to design future studies and establish this new research line into network ecology.
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Affiliation(s)
- Federica Manca
- Faculty of Biological and Environmental Sciences, Organismal and Evolutionary Biology Research Programme, University of Helsinki, PO Box 65 Viikinkaari 1, Helsinki, 00014, Finland
| | - Clelia Mulà
- Faculty of Biological and Environmental Sciences, Organismal and Evolutionary Biology Research Programme, University of Helsinki, PO Box 65 Viikinkaari 1, Helsinki, 00014, Finland
| | - Camilla Gustafsson
- Tvärminne Zoological Station, University of Helsinki, J.A. Palménin tie 260, Hanko, 10900, Finland
| | - Achille Mauri
- Faculty of Biological and Environmental Sciences, Organismal and Evolutionary Biology Research Programme, University of Helsinki, PO Box 65 Viikinkaari 1, Helsinki, 00014, Finland
| | - Tomas Roslin
- Department of Ecology, Swedish University of Agricultural Sciences, Ulls väg 16, Uppsala, 756 51, Sweden.,Spatial Foodweb Ecology Group, Department of Agricultural Sciences, University of Helsinki, PO Box 27 Latokartanonkaari 5, Helsinki, 00014, Finland
| | - David N Thomas
- Faculty of Biological and Environmental Sciences, Ecosystems and Environment Research Programme, University of Helsinki, PO Box 65 Viikinkaari 1, Helsinki, 00014, Finland
| | | | - Alf Norkko
- Tvärminne Zoological Station, University of Helsinki, J.A. Palménin tie 260, Hanko, 10900, Finland.,Baltic Sea Centre, Stockholm University, Svante Arrhenius väg 20 F, Stockholm, 106 91, Sweden
| | - Giovanni Strona
- Faculty of Biological and Environmental Sciences, Organismal and Evolutionary Biology Research Programme, University of Helsinki, PO Box 65 Viikinkaari 1, Helsinki, 00014, Finland.,Research Centre for Ecological Change, Organismal and Evolutionary Biology Research Programme, University of Helsinki, PO Box 65 Viikinkaari 1, Helsinki, 00014, Finland
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36
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Molina F, Menor-Flores M, Fernández L, Vega-Rodríguez MA, García P. Systematic analysis of putative phage-phage interactions on minimum-sized phage cocktails. Sci Rep 2022; 12:2458. [PMID: 35165352 PMCID: PMC8844382 DOI: 10.1038/s41598-022-06422-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 01/31/2022] [Indexed: 12/30/2022] Open
Abstract
The application of bacteriophages as antibacterial agents has many benefits in the “post-antibiotic age”. To increase the number of successfully targeted bacterial strains, phage cocktails, instead of a single phage, are commonly formulated. Nevertheless, there is currently no consensus pipeline for phage cocktail development. Thus, although large cocktails increase the spectrum of activity, they could produce side effects such as the mobilization of virulence or antibiotic resistance genes. On the other hand, coinfection (simultaneous infection of one host cell by several phages) might reduce the potential for bacteria to evolve phage resistance, but some antagonistic interactions amongst phages might be detrimental for the outcome of phage cocktail application. With this in mind, we introduce here a new method, which considers the host range and each individual phage-host interaction, to design the phage mixtures that best suppress the target bacteria while minimizing the number of phages to restrict manufacturing costs. Additionally, putative phage-phage interactions in cocktails and phage-bacteria networks are compared as the understanding of the complex interactions amongst bacteriophages could be critical in the development of realistic phage therapy models in the future.
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37
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Gupta A, Peng S, Leung CY, Borin JM, Medina S, Weitz JS, Meyer JR. Leapfrog dynamics in phage‐bacteria coevolution revealed by joint analysis of cross‐infection phenotypes and whole genome sequencing. Ecol Lett 2022; 25:876-888. [PMID: 35092147 PMCID: PMC10167754 DOI: 10.1111/ele.13965] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 10/21/2021] [Accepted: 11/10/2021] [Indexed: 01/21/2023]
Abstract
Viruses and their hosts can undergo coevolutionary arms races where hosts evolve increased resistance and viruses evolve counter-resistance. Given these arms race dynamics (ARD), both players are predicted to evolve along a single trajectory as more recently evolved genotypes replace their predecessors. By coupling phenotypic and genomic analyses of coevolving populations of bacteriophage λ and Escherichia coli, we find conflicting evidence for ARD. Virus-host infection phenotypes fit the ARD model, yet genomic analyses revealed fluctuating selection dynamics. Rather than coevolution unfolding along a single trajectory, cryptic genetic variation emerges and is maintained at low frequency for generations until it eventually supplants dominant lineages. These observations suggest a hybrid 'leapfrog' dynamic, revealing weaknesses in the predictive power of standard coevolutionary models. The findings shed light on the mechanisms that structure coevolving ecological networks and reveal the limits of using phenotypic or genomic data alone to differentiate coevolutionary dynamics.
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Affiliation(s)
- Animesh Gupta
- Department of Physics University of California San Diego La Jolla California USA
| | - Shengyun Peng
- School of Biological Sciences Georgia Institute of Technology Atlanta Georgia USA
| | - Chung Yin Leung
- School of Biological Sciences Georgia Institute of Technology Atlanta Georgia USA
| | - Joshua M. Borin
- Division of Biological Science University of California San Diego La Jolla California USA
| | - Sarah J. Medina
- Division of Biological Science University of California San Diego La Jolla California USA
| | - Joshua S. Weitz
- School of Biological Sciences Georgia Institute of Technology Atlanta Georgia USA
- School of Physics Georgia Institute of Technology Atlanta Georgia USA
| | - Justin R. Meyer
- Division of Biological Science University of California San Diego La Jolla California USA
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38
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Kauffman KM, Chang WK, Brown JM, Hussain FA, Yang J, Polz MF, Kelly L. Resolving the structure of phage-bacteria interactions in the context of natural diversity. Nat Commun 2022; 13:372. [PMID: 35042853 PMCID: PMC8766483 DOI: 10.1038/s41467-021-27583-z] [Citation(s) in RCA: 32] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Accepted: 11/12/2021] [Indexed: 12/12/2022] Open
Abstract
Microbial communities are shaped by viral predators. Yet, resolving which viruses (phages) and bacteria are interacting is a major challenge in the context of natural levels of microbial diversity. Thus, fundamental features of how phage-bacteria interactions are structured and evolve in the wild remain poorly resolved. Here we use large-scale isolation of environmental marine Vibrio bacteria and their phages to obtain estimates of strain-level phage predator loads, and use all-by-all host range assays to discover how phage and host genomic diversity shape interactions. We show that lytic interactions in environmental interaction networks (as observed in agar overlay) are sparse-with phage predator loads being low for most bacterial strains, and phages being host-strain-specific. Paradoxically, we also find that although overlap in killing is generally rare between tailed phages, recombination is common. Together, these results suggest that recombination during cryptic co-infections is an important mode of phage evolution in microbial communities. In the development of phages for bioengineering and therapeutics it is important to consider that nucleic acids of introduced phages may spread into local phage populations through recombination, and that the likelihood of transfer is not predictable based on lytic host range.
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Affiliation(s)
- Kathryn M Kauffman
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
- Department of Oral Biology, The University at Buffalo, Buffalo, NY, 14214, USA
| | - William K Chang
- Department of Systems and Computational Biology, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
| | - Julia M Brown
- Department of Systems and Computational Biology, Albert Einstein College of Medicine, Bronx, NY, 10461, USA
- Bigelow Laboratory for Ocean Sciences, East Boothbay, ME, 04544, USA
| | - Fatima A Hussain
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA, 02139, USA
| | - Joy Yang
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
| | - Martin F Polz
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA.
- Division of Microbial Ecology, Department of Microbiology and Ecosystem Science, Centre for Microbiology and Environmental Systems Science, University of Vienna, Vienna, Austria.
| | - Libusha Kelly
- Department of Systems and Computational Biology, Albert Einstein College of Medicine, Bronx, NY, 10461, USA.
- Department of Microbiology and Immunology, Albert Einstein College of Medicine, Bronx, NY, 10461, USA.
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39
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Dewald-Wang EA, Parr N, Tiley K, Lee A, Koskella B. Multiyear Time-Shift Study of Bacteria and Phage Dynamics in the Phyllosphere. Am Nat 2022; 199:126-140. [DOI: 10.1086/717181] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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40
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Menor-Flores M, Vega-Rodríguez MA, Molina F. Computational design of phage cocktails based on phage-bacteria infection networks. Comput Biol Med 2022; 142:105186. [PMID: 34998221 DOI: 10.1016/j.compbiomed.2021.105186] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 12/22/2021] [Accepted: 12/26/2021] [Indexed: 01/16/2023]
Abstract
The misuse and overuse of antibiotics have boosted the proliferation of multidrug-resistant (MDR) bacteria, which are considered a major public health issue in the twenty-first century. Phage therapy may be a promising way in the treatment of infections caused by MDR pathogens, without the side effects of the current available antimicrobials. Phage therapy is based on phage cocktails, that is, combinations of phages able to lyse the target bacteria. In this work, we present and explain in detail two innovative computational methods to design phage cocktails taking into account a given phage-bacteria infection network. One of the methods (Exhaustive Search) always generates the best possible phage cocktail, while the other method (Network Metrics) always keeps a very reduced runtime (a few milliseconds). Both methods have been included in a Cytoscape application that is available for any user. A complete experimental study has been performed, evaluating and comparing the biological quality, runtime, and the impact when additional phages are included in the cocktail.
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Affiliation(s)
- Manuel Menor-Flores
- Escuela Politécnica, Universidad de Extremadura(1), Avda. de la Universidad s/n, 10 003, Cáceres, Spain.
| | - Miguel A Vega-Rodríguez
- Escuela Politécnica, Universidad de Extremadura(1), Avda. de la Universidad s/n, 10 003, Cáceres, Spain.
| | - Felipe Molina
- Facultad de Ciencias, Universidad de Extremadura(1), Avda. de Elvas s/n, 06 006, Badajoz, Spain.
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41
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Adler BA, Kazakov AE, Zhong C, Liu H, Kutter E, Lui LM, Nielsen TN, Carion H, Deutschbauer AM, Mutalik VK, Arkin AP. The genetic basis of phage susceptibility, cross-resistance and host-range in Salmonella. MICROBIOLOGY (READING, ENGLAND) 2021; 167. [PMID: 34910616 PMCID: PMC8744999 DOI: 10.1099/mic.0.001126] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Though bacteriophages (phages) are known to play a crucial role in bacterial fitness and virulence, our knowledge about the genetic basis of their interaction, cross-resistance and host-range is sparse. Here, we employed genome-wide screens in Salmonella enterica serovar Typhimurium to discover host determinants involved in resistance to eleven diverse lytic phages including four new phages isolated from a therapeutic phage cocktail. We uncovered 301 diverse host factors essential in phage infection, many of which are shared between multiple phages demonstrating potential cross-resistance mechanisms. We validate many of these novel findings and uncover the intricate interplay between RpoS, the virulence-associated general stress response sigma factor and RpoN, the nitrogen starvation sigma factor in phage cross-resistance. Finally, the infectivity pattern of eleven phages across a panel of 23 genome sequenced Salmonella strains indicates that additional constraints and interactions beyond the host factors uncovered here define the phage host range.
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Affiliation(s)
- Benjamin A Adler
- The UC Berkeley-UCSF Graduate Program in Bioengineering, Berkeley, California, USA.,Department of Bioengineering, University of California, Berkeley, Berkeley, California, USA.,Innovative Genomics Institute, University of California, Berkeley, California, USA
| | - Alexey E Kazakov
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Crystal Zhong
- Department of Bioengineering, University of California, Berkeley, Berkeley, California, USA
| | - Hualan Liu
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | | | - Lauren M Lui
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Torben N Nielsen
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Heloise Carion
- Department of Bioengineering, University of California, Berkeley, Berkeley, California, USA
| | - Adam M Deutschbauer
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA.,Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, California, USA
| | - Vivek K Mutalik
- Innovative Genomics Institute, University of California, Berkeley, California, USA.,Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Adam P Arkin
- Department of Bioengineering, University of California, Berkeley, Berkeley, California, USA.,Innovative Genomics Institute, University of California, Berkeley, California, USA.,Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
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42
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Characterization of N4-like Pseudomonas Phage vB_Pae-PA14 Isolated from Seawater Sampled in Thailand. JOURNAL OF PURE AND APPLIED MICROBIOLOGY 2021. [DOI: 10.22207/jpam.15.4.59] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Bacteriophage, a predator virus of bacteria, is an abundant biological entity in the biosphere. With ultimate applications in medicine and biotechnology, new phages are extensively being isolated and characterized. The objective of the present study was to characterize lytic bacteriophage vB_Pae-PA14 infecting Pseudomonas aeruginosa ATCC 27853 that was isolated from seawater in Thailand. vB_Pae-PA14 was subjected to whole genome phylogenetic analysis, host range test, biofilm test and characterization. Results showed that the phage belonged to a group of N4-like viruses, could infect P. aeruginosa isolates including carbapenem-resistant P. aeruginosa. The burst size of vB_Pae-PA14 was 86 plaque-forming unit/infected cells. Also, the phage showed a greater ability to control planktonic P. aeruginosa cells than the biofilm cells. Phage could withstand physical stresses especially the high salt concentration. In brief, lytic bacteriophage vB_Pae-PA14 infecting P. aeruginosa was isolated and characterized, which might be useful in further bacteriophage lytic applications.
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43
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Göller PC, Elsener T, Lorgé D, Radulovic N, Bernardi V, Naumann A, Amri N, Khatchatourova E, Coutinho FH, Loessner MJ, Gómez-Sanz E. Multi-species host range of staphylococcal phages isolated from wastewater. Nat Commun 2021; 12:6965. [PMID: 34845206 PMCID: PMC8629997 DOI: 10.1038/s41467-021-27037-6] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Accepted: 10/21/2021] [Indexed: 12/19/2022] Open
Abstract
The host range of bacteriophages defines their impact on bacterial communities and genome diversity. Here, we characterize 94 novel staphylococcal phages from wastewater and establish their host range on a diversified panel of 117 staphylococci from 29 species. Using this high-resolution phage-bacteria interaction matrix, we unveil a multi-species host range as a dominant trait of the isolated staphylococcal phages. Phage genome sequencing shows this pattern to prevail irrespective of taxonomy. Network analysis between phage-infected bacteria reveals that hosts from multiple species, ecosystems, and drug-resistance phenotypes share numerous phages. Lastly, we show that phages throughout this network can package foreign genetic material enclosing an antibiotic resistance marker at various frequencies. Our findings indicate a weak host specialism of the tested phages, and therefore their potential to promote horizontal gene transfer in this environment.
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Affiliation(s)
- Pauline C. Göller
- grid.5801.c0000 0001 2156 2780Institute of Food, Nutrition and Health, ETH Zurich, 8092 Zurich, Switzerland
| | - Tabea Elsener
- grid.5801.c0000 0001 2156 2780Institute of Food, Nutrition and Health, ETH Zurich, 8092 Zurich, Switzerland
| | - Dominic Lorgé
- grid.5801.c0000 0001 2156 2780Institute of Food, Nutrition and Health, ETH Zurich, 8092 Zurich, Switzerland
| | - Natasa Radulovic
- grid.5801.c0000 0001 2156 2780Institute of Food, Nutrition and Health, ETH Zurich, 8092 Zurich, Switzerland
| | - Viona Bernardi
- grid.5801.c0000 0001 2156 2780Institute of Food, Nutrition and Health, ETH Zurich, 8092 Zurich, Switzerland
| | - Annika Naumann
- grid.5801.c0000 0001 2156 2780Institute of Food, Nutrition and Health, ETH Zurich, 8092 Zurich, Switzerland
| | - Nesrine Amri
- grid.5801.c0000 0001 2156 2780Institute of Food, Nutrition and Health, ETH Zurich, 8092 Zurich, Switzerland
| | - Ekaterina Khatchatourova
- grid.5801.c0000 0001 2156 2780Institute of Food, Nutrition and Health, ETH Zurich, 8092 Zurich, Switzerland
| | - Felipe Hernandes Coutinho
- grid.26811.3c0000 0001 0586 4893Departamento de Producción Vegetal y Microbiología, Universidad Miguel Hernández, San Juan de Alicante, Spain
| | - Martin J. Loessner
- grid.5801.c0000 0001 2156 2780Institute of Food, Nutrition and Health, ETH Zurich, 8092 Zurich, Switzerland
| | - Elena Gómez-Sanz
- Institute of Food, Nutrition and Health, ETH Zurich, 8092, Zurich, Switzerland. .,Área de Microbiología Molecular, Centro de Investigación Biomédica de La Rioja (CIBIR), Logroño, Spain.
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44
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Zhou W, Li Y, Li Z, Ma B, Jiang X, Hu C, Ai Y, Luo P. Genomic Changes and Genetic Divergence of Vibrio alginolyticus Under Phage Infection Stress Revealed by Whole-Genome Sequencing and Resequencing. Front Microbiol 2021; 12:710262. [PMID: 34671325 PMCID: PMC8521149 DOI: 10.3389/fmicb.2021.710262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2021] [Accepted: 09/14/2021] [Indexed: 11/13/2022] Open
Abstract
Bacteriophages (phages) and their bacterial hosts were the most abundant and genetically highly diverse organisms on the earth. In this study, a series of phage-resistant mutant (PRM) strains derived from Vibrio alginolyticus were isolated and Infrequent-restriction-site PCR (IRS-PCR) was used to investigate the genetic diversity of the PRM strains. Phenotypic variations of eight PRM strains were analyzed using profiles of utilizing carbon sources and chemical sensitivity. Genetic variations of eight PRM strains and coevolved V. alginolyticus populations with phages were analyzed by whole-genome sequencing and resequencing, respectively. The results indicated that eight genetically discrepant PRM stains exhibited abundant and abundant phenotypic variations. Eight PRM strains and coevolved V. alginolyticus populations (VE1, VE2, and VE3) contained numerous single nucleotide variations (SNVs) and insertions/indels (InDels) and exhibited obvious genetic divergence. Most of the SNVs and InDels in coding genes were related to the synthesis of flagellar, extracellular polysaccharide (EPS), which often served as the receptors of phage invasion. The PRM strains and the coevolved cell populations also contained frequent mutations in tRNA and rRNA genes. Two out of three coevolved populations (VE1 and VE2) contained a large mutation segment severely deconstructing gene nrdA, which was predictably responsible for the booming of mutation rate in the genome. In summary, numerous mutations and genetic divergence were detected in the genomes of V. alginolyticus PRM strains and in coevolved cell populations of V. alginolyticus under phage infection stress. The phage infection stress may provide an important force driving genomic evolution of V. alginolyticus.
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Affiliation(s)
- Wenjie Zhou
- College of Animal Science, Jilin University, Changchun, China
- CAS Key Laboratory of Tropical Marine Bio-Resources and Ecology (LMB), Guangdong Provincial Key Laboratory of Applied Marine Biology (LAMB), South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
| | - Yingying Li
- CAS Key Laboratory of Tropical Marine Bio-Resources and Ecology (LMB), Guangdong Provincial Key Laboratory of Applied Marine Biology (LAMB), South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
- Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou, China
- Geological Survey Institute of Guangzhou, Guangzhou, China
| | - Zhuobo Li
- CAS Key Laboratory of Tropical Marine Bio-Resources and Ecology (LMB), Guangdong Provincial Key Laboratory of Applied Marine Biology (LAMB), South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
- Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Bo Ma
- CAS Key Laboratory of Tropical Marine Bio-Resources and Ecology (LMB), Guangdong Provincial Key Laboratory of Applied Marine Biology (LAMB), South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
- Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Xiao Jiang
- CAS Key Laboratory of Tropical Marine Bio-Resources and Ecology (LMB), Guangdong Provincial Key Laboratory of Applied Marine Biology (LAMB), South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
- Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou, China
| | - Chaoqun Hu
- CAS Key Laboratory of Tropical Marine Bio-Resources and Ecology (LMB), Guangdong Provincial Key Laboratory of Applied Marine Biology (LAMB), South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
- Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou, China
| | - Yongxing Ai
- College of Animal Science, Jilin University, Changchun, China
| | - Peng Luo
- CAS Key Laboratory of Tropical Marine Bio-Resources and Ecology (LMB), Guangdong Provincial Key Laboratory of Applied Marine Biology (LAMB), South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
- Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou, China
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45
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Abstract
Mediators of the initiation, development, and recurrence of periodontitis include the oral microbiome embedded in subgingival plaque and the host immune response to a dysbiosis within this dynamic and complex microbial community. Although mediators have been studied extensively, researchers in the field have been unable to fully ascribe certain clinical presentations of periodontitis to their nature. Emergence of high-throughput sequencing technologies has resulted in better characterization of the microbial oral dysbiosis that extends beyond the extensively studied putative bacterial periodontopathogens to a shift in the oral virome composition during disease conditions. Although the biological dark matter inserted by retroviruses was once believed to be nonfunctional, research has revealed that it encodes historical viral-eukaryotic interactions and influences host development. The objective of this review is to evaluate the proposed association of herpesviruses to the etiology and pathogenesis of periodontal disease and survey the highly abundant prokaryotic viruses to delineate their potential roles in biofilm dynamics, as well as their interactions with putative bacterial periodontopathogens and eukaryotic cells. The findings suggest that potential novel periodontal therapies targeting or utilizing the oral virome can alleviate certain clinical presentations of periodontitis. Perhaps it is time to embrace the viral dark matter within the periodontal environment to fully comprehend the pathogenesis and systemic implications of periodontitis.
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Affiliation(s)
- April Martínez
- Orofacial Sciences DepartmentSchool of DentistryUniversity of California, San FranciscoSan FranciscoCaliforniaUSA
| | - Ryutaro Kuraji
- Orofacial Sciences DepartmentSchool of DentistryUniversity of California, San FranciscoSan FranciscoCaliforniaUSA
- Department of Life Science DentistryThe Nippon Dental UniversityTokyoJapan
- Department of PeriodontologyThe Nippon Dental University School of Life Dentistry at TokyoTokyoJapan
| | - Yvonne L. Kapila
- Orofacial Sciences DepartmentSchool of DentistryUniversity of California, San FranciscoSan FranciscoCaliforniaUSA
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46
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Alharbi NM, Ziadi MM. Wastewater as a fertility source for novel bacteriophages against multi-drug resistant bacteria. Saudi J Biol Sci 2021; 28:4358-4364. [PMID: 34354420 PMCID: PMC8324929 DOI: 10.1016/j.sjbs.2021.04.025] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 04/07/2021] [Accepted: 04/08/2021] [Indexed: 01/21/2023] Open
Abstract
Antibiotic resistance is a common and serious public health worldwide. As an alternative to antibiotics, bacteriophage (phage) therapy offers one of the best solutions to antibiotic resistance. Bacteriophages survive where their bacterial hosts are found; thus, they exist in almost all environments and their applications are quite varied in the medical, environmental, and industrial fields. Moreover, a single phage or a mixture of phages can be used in phage therapy; mixed phages tend to be more effective in reducing the number and/or activity of pathogenic bacteria than that of a single phage.
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Affiliation(s)
- Najwa M. Alharbi
- College of Science, King Abdulaziz University, Jeddah, Saudi Arabia
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47
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Correa AMS, Howard-Varona C, Coy SR, Buchan A, Sullivan MB, Weitz JS. Revisiting the rules of life for viruses of microorganisms. Nat Rev Microbiol 2021; 19:501-513. [PMID: 33762712 DOI: 10.1038/s41579-021-00530-x] [Citation(s) in RCA: 65] [Impact Index Per Article: 21.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/15/2021] [Indexed: 02/01/2023]
Abstract
Viruses that infect microbial hosts have traditionally been studied in laboratory settings with a focus on either obligate lysis or persistent lysogeny. In the environment, these infection archetypes are part of a continuum that spans antagonistic to beneficial modes. In this Review, we advance a framework to accommodate the context-dependent nature of virus-microorganism interactions in ecological communities by synthesizing knowledge from decades of virology research, eco-evolutionary theory and recent technological advances. We discuss that nuanced outcomes, rather than the extremes of the continuum, are particularly likely in natural communities given variability in abiotic factors, the availability of suboptimal hosts and the relevance of multitrophic partnerships. We revisit the 'rules of life' in terms of how long-term infections shape the fate of viruses and microbial cells, populations and ecosystems.
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Affiliation(s)
| | | | - Samantha R Coy
- BioSciences Department, Rice University, Houston, TX, USA
| | - Alison Buchan
- Department of Microbiology, University of Tennessee, Knoxville, TN, USA.
| | - Matthew B Sullivan
- Department of Microbiology, The Ohio State University, Columbus, OH, USA. .,Department of Civil, Environmental, and Geodetic Engineering, The Ohio State University, Columbus, OH, 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.
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48
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Braga MP, Janz N, Nylin S, Ronquist F, Landis MJ. Phylogenetic reconstruction of ancestral ecological networks through time for pierid butterflies and their host plants. Ecol Lett 2021; 24:2134-2145. [PMID: 34297474 DOI: 10.1111/ele.13842] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 06/19/2021] [Indexed: 12/14/2022]
Abstract
The study of herbivorous insects underpins much of the theory that concerns the evolution of species interactions. In particular, Pieridae butterflies and their host plants have served as a model system for studying evolutionary arms races. To learn more about the coevolution of these two clades, we reconstructed ancestral ecological networks using stochastic mappings that were generated by a phylogenetic model of host-repertoire evolution. We then measured if, when, and how two ecologically important structural features of the ancestral networks (modularity and nestedness) evolved over time. Our study shows that as pierids gained new hosts and formed new modules, a subset of them retained or recolonised the ancestral host(s), preserving connectivity to the original modules. Together, host-range expansions and recolonisations promoted a phase transition in network structure. Our results demonstrate the power of combining network analysis with Bayesian inference of host-repertoire evolution to understand changes in complex species interactions over time.
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Affiliation(s)
- Mariana P Braga
- Department of Zoology, Stockholm University, Stockholm, Sweden.,Department of Biology, Washington University in St. Louis, St. Louis, MO, USA
| | - Niklas Janz
- Department of Zoology, Stockholm University, Stockholm, Sweden
| | - Sören Nylin
- Department of Zoology, Stockholm University, Stockholm, Sweden
| | - Fredrik Ronquist
- Department of Bioinformatics and Genetics, Swedish Museum of Natural History, Stockholm, Sweden
| | - Michael J Landis
- Department of Biology, Washington University in St. Louis, St. Louis, MO, USA
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49
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Park WJ, Kong SJ, Park JH. Kimchi bacteriophages of lactic acid bacteria: population, characteristics, and their role in watery kimchi. Food Sci Biotechnol 2021; 30:949-957. [PMID: 34395026 PMCID: PMC8302715 DOI: 10.1007/s10068-021-00930-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Revised: 05/18/2021] [Accepted: 06/08/2021] [Indexed: 11/27/2022] Open
Abstract
The bacteriophages (phages) in the watery kimchis (Baek-kimchi and Dongchimi) were characterized to determine the phage ecology of lactic acid bacteria (LAB). Kimchi obtained from the Seoul markets had an average of 2.1 log phage particles/mL, corresponding to 28% of the bacterial counts on a log scale. High counts of 5.5-6.5 log particles/mL of phages were noted in the early phase of fermentation (reaching pH 4), and 2.1-3.0 log phage particles/mL were found in the later phase, with some fluctuation in numbers. The LAB hosts changed from Weissella and Leuconostoc to Lactobacillus during Dongchimi fermentation. Fifteen phages, except for those of Lactobacillus, were isolated from diverse strains in the early phase. Five Weissella phages were Podoviridae, and all 10 Leuconostoc phages were Myoviridae. Phages had narrow and different host infection spectra to strains of the same species and high acidic stability. Therefore, the mortality and diversity of LAB during natural kimchi fermentation may be related to the specific phages of the hosts. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s10068-021-00930-y.
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Affiliation(s)
- Won-Jeong Park
- Department of Food Science and Biotechnology, College of Bionano Technology, Gachon University, Seongnam, 13120 Republic of Korea
| | - Se-Jin Kong
- Department of Food Science and Biotechnology, College of Bionano Technology, Gachon University, Seongnam, 13120 Republic of Korea
| | - Jong-Hyun Park
- Department of Food Science and Biotechnology, College of Bionano Technology, Gachon University, Seongnam, 13120 Republic of Korea
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50
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Makalatia K, Kakabadze E, Bakuradze N, Grdzelishvili N, Stamp B, Herman E, Tapinos A, Coffey A, Lee D, Papadopoulos NG, Robertson DL, Chanishvili N, Megremis S. Investigation of Salmonella Phage-Bacteria Infection Profiles: Network Structure Reveals a Gradient of Target-Range from Generalist to Specialist Phage Clones in Nested Subsets. Viruses 2021; 13:1261. [PMID: 34203492 PMCID: PMC8310288 DOI: 10.3390/v13071261] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Revised: 06/16/2021] [Accepted: 06/23/2021] [Indexed: 01/21/2023] Open
Abstract
Bacteriophages that lyse Salmonella enterica are potential tools to target and control Salmonella infections. Investigating the host range of Salmonella phages is a key to understand their impact on bacterial ecology, coevolution and inform their use in intervention strategies. Virus-host infection networks have been used to characterize the "predator-prey" interactions between phages and bacteria and provide insights into host range and specificity. Here, we characterize the target-range and infection profiles of 13 Salmonella phage clones against a diverse set of 141 Salmonella strains. The environmental source and taxonomy contributed to the observed infection profiles, and genetically proximal phages shared similar infection profiles. Using in vitro infection data, we analyzed the structure of the Salmonella phage-bacteria infection network. The network has a non-random nested organization and weak modularity suggesting a gradient of target-range from generalist to specialist species with nested subsets, which are also observed within and across the different phage infection profile groups. Our results have implications for our understanding of the coevolutionary mechanisms shaping the ecological interactions between Salmonella phages and their bacterial hosts and can inform strategies for targeting Salmonella enterica with specific phage preparations.
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Affiliation(s)
- Khatuna Makalatia
- Eliava Institute of Bacteriophage, Microbiology and Virology, Tbilisi 0162, Georgia; (K.M.); (E.K.); (N.B.); (N.G.)
- Faculty of Medicine, Teaching University Geomedi, Tbilisi 0114, Georgia
| | - Elene Kakabadze
- Eliava Institute of Bacteriophage, Microbiology and Virology, Tbilisi 0162, Georgia; (K.M.); (E.K.); (N.B.); (N.G.)
| | - Nata Bakuradze
- Eliava Institute of Bacteriophage, Microbiology and Virology, Tbilisi 0162, Georgia; (K.M.); (E.K.); (N.B.); (N.G.)
| | - Nino Grdzelishvili
- Eliava Institute of Bacteriophage, Microbiology and Virology, Tbilisi 0162, Georgia; (K.M.); (E.K.); (N.B.); (N.G.)
| | - Ben Stamp
- MRC-University of Glasgow Centre for Virus Research, University of Glasgow, Glasgow G61 1QH, UK; (B.S.); (D.L.R.)
| | - Ezra Herman
- Department of Biology, University of York, Wentworth Way, York YO10 5DD, UK;
| | - Avraam Tapinos
- Division of Evolution and Genomic Sciences, The University of Manchester, Manchester M13 9GB, UK;
| | - Aidan Coffey
- Department of Biological Sciences, Munster Technological University, T12 P928 Cork, Ireland; (A.C.); (D.L.)
| | - David Lee
- Department of Biological Sciences, Munster Technological University, T12 P928 Cork, Ireland; (A.C.); (D.L.)
| | - Nikolaos G. Papadopoulos
- Division of Infection, Immunity and Respiratory Medicine, The University of Manchester, Manchester M13 9PL, UK;
- Allergy Department, 2nd Paediatric Clinic, National and Kapodistrian University of Athens, 115 27 Athens, Greece
| | - David L. Robertson
- MRC-University of Glasgow Centre for Virus Research, University of Glasgow, Glasgow G61 1QH, UK; (B.S.); (D.L.R.)
| | - Nina Chanishvili
- Eliava Institute of Bacteriophage, Microbiology and Virology, Tbilisi 0162, Georgia; (K.M.); (E.K.); (N.B.); (N.G.)
| | - Spyridon Megremis
- Division of Evolution and Genomic Sciences, The University of Manchester, Manchester M13 9GB, UK;
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