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Jin M, Rouxel O, Quintin N, Geslin C. Molecular piracy in deep-sea hydrothermal vent: phage-plasmid interactions revealed by phage-FISH in Marinitoga piezophila. Appl Environ Microbiol 2025; 91:e0230624. [PMID: 40013789 PMCID: PMC11921389 DOI: 10.1128/aem.02306-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2024] [Accepted: 02/04/2025] [Indexed: 02/28/2025] Open
Abstract
Prokaryotes and mobile genetic elements (MGEs, such as viruses and plasmids) interact extensively, leading to horizontal gene transfer (HGT) and consequent microbial evolution and diversity. However, our knowledge of the interactions between MGEs in deep-sea hydrothermal ecosystems is limited. In this study, we adapted a phage-fluorescence in situ hybridization (phage-FISH) approach to visualize and quantify the dynamics of phage-plasmid interactions in an anaerobic, thermophilic deep-sea bacterium, Marinitoga piezophila. Notably, our results revealed that plasmid signals were detected in viral particles released from lysed cells, indicating that mitomycin C not only induced plasmid replication but also its packaging into phage particles. Further analysis of the DNA content in purified virions showed that the phage capsids incorporated plasmid DNA even without induction, and the majority of capsids (up to 70%) preferentially packaged plasmid DNA rather than viral DNA after induction. Therefore, this study provided direct evidence of molecular piracy in the deep-sea hydrothermal ecosystem, highlighting the important roles of selfish MGEs in virus-host interactions and HGT in extreme marine environments. IMPORTANCE Deep-sea hydrothermal vents are hotspots for microbes. Several studies revealed that virus-mediated horizontal gene transfer (HGT) in deep-sea hydrothermal vent ecosystems may be crucial to the survival and stability of prokaryotes in these extreme environments. However, little is known about the interaction between viruses and other mobile genetic elements (MGEs, such as plasmids), and how their interactions influence virus-mediated HGT in these ecosystems. In this study, we adapted a phage-fluorescence in situ hybridization approach to directly monitor the dynamics of phage-plasmid-host interactions at the single-cell level in the Marinitoga piezophila model. Interestingly, our results indicate that plasmid DNA could not only be induced by mitomycin C to a great extent but also hijacked viral assembly machinery to facilitate its propagation and spread. Therefore, the data presented here imply that the interaction between the viruses and other MGEs could play profound roles in virus-host interaction and virus-mediated HGT in the deep-sea hydrothermal ecosystem.
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Affiliation(s)
- Min Jin
- Univ Brest, Ifremer, BEEP, Plouzané, France
- State Key Laboratory Breeding Base of Marine Genetic Resource, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen, China
- LIA/IRP 1211 MicrobSea, Sino-French International Laboratory of Deep-Sea Microbiology, Plouzané, France
| | - Ouafae Rouxel
- Univ Brest, Ifremer, BEEP, Plouzané, France
- LIA/IRP 1211 MicrobSea, Sino-French International Laboratory of Deep-Sea Microbiology, Plouzané, France
| | - Nadège Quintin
- Univ Brest, Ifremer, BEEP, Plouzané, France
- LIA/IRP 1211 MicrobSea, Sino-French International Laboratory of Deep-Sea Microbiology, Plouzané, France
| | - Claire Geslin
- Univ Brest, Ifremer, BEEP, Plouzané, France
- LIA/IRP 1211 MicrobSea, Sino-French International Laboratory of Deep-Sea Microbiology, Plouzané, France
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2
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Hyman P. Are You My Host? An Overview of Methods Used to Link Bacteriophages with Hosts. Viruses 2025; 17:65. [PMID: 39861854 PMCID: PMC11769497 DOI: 10.3390/v17010065] [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: 12/14/2024] [Revised: 01/02/2025] [Accepted: 01/03/2025] [Indexed: 01/27/2025] Open
Abstract
Until recently, the only methods for finding out if a particular strain or species of bacteria could be a host for a particular bacteriophage was to see if the bacteriophage could infect that bacterium and kill it, releasing progeny phages. Establishing the host range of a bacteriophage thus meant infecting many different bacteria and seeing if the phage could kill each one. Detection of bacterial killing can be achieved on solid media (plaques, spots) or broth (culture clearing). More recently, additional methods to link phages and hosts have been developed. These include methods to show phage genome entry into host cells (e.g., PhageFISH); proximity of phage and host genomes (e.g., proximity ligation, polonies, viral tagging); and analysis of genomes and metagenomes (e.g., CRISPR spacer analysis, metagenomic co-occurrence). These methods have advantages and disadvantages. They also are not measuring the same interactions. Host range can be divided into multiple host ranges, each defined by how far the phage can progress in the infection cycle. For example, the ability to effect genome entry (penetrative host range) is different than the ability to produce progeny (productive host range). These different host ranges reflect bacterial defense mechanisms that block phage growth and development at various stages in the infection cycle. Here, I present a comparison of the various methods used to identify bacteriophage-host relationships with a focus on what type of host range is being measured or predicted.
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Affiliation(s)
- Paul Hyman
- Department of Biology and Toxicology, Ashland University, Ashland, OH 44805, USA
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3
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Mbogning Fonkou MD, Kong JD. Leveraging machine learning and big data techniques to map the global patent landscape of phage therapy. Nat Biotechnol 2024; 42:1781-1791. [PMID: 39663481 DOI: 10.1038/s41587-024-02493-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2024]
Affiliation(s)
| | - Jude Dzevela Kong
- Artificial Intelligence & Mathematical Modeling Lab (AIMM Lab), Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.
- Institute of Health Policy, Management and Evaluation (IHPME), University of Toronto, Toronto, Ontario, Canada.
- Department of Mathematics, University of Toronto, Toronto, Ontario, Canada.
- Africa-Canada Artificial Intelligence and Data Innovation Consortium (ACADIC), Toronto, Ontario, Canada.
- Global South Artificial Intelligence for Pandemic and Epidemic Preparedness and Response Network (AI4PEP), Toronto, Ontario, Canada.
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4
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Aggarwal S, Dhall A, Patiyal S, Choudhury S, Arora A, Raghava GPS. An ensemble method for prediction of phage-based therapy against bacterial infections. Front Microbiol 2023; 14:1148579. [PMID: 37032893 PMCID: PMC10076811 DOI: 10.3389/fmicb.2023.1148579] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 03/06/2023] [Indexed: 04/11/2023] Open
Abstract
Phage therapy is a viable alternative to antibiotics for treating microbial infections, particularly managing drug-resistant strains of bacteria. One of the major challenges in designing phage-based therapy is to identify the most appropriate potential phage candidate to treat bacterial infections. In this study, an attempt has been made to predict phage-host interactions with high accuracy to identify the potential bacteriophage that can be used for treating a bacterial infection. The developed models have been created using a training dataset containing 826 phage- host interactions, and have been evaluated on a validation dataset comprising 1,201 phage-host interactions. Firstly, alignment-based models have been developed using similarity between phage-phage (BLASTPhage), host-host (BLASTHost) and phage-CRISPR (CRISPRPred), where we achieved accuracy between 42.4-66.2% for BLASTPhage, 55-78.4% for BLASTHost, and 43.7-80.2% for CRISPRPred across five taxonomic levels. Secondly, alignment free models have been developed using machine learning techniques. Thirdly, hybrid models have been developed by integrating the alignment-free models and the similarity-scores where we achieved maximum performance of (60.6-93.5%). Finally, an ensemble model has been developed that combines the hybrid and alignment-based models. Our ensemble model achieved highest accuracy of 67.9, 80.6, 85.5, 90, and 93.5% at Genus, Family, Order, Class, and Phylum levels on validation dataset. In order to serve the scientific community, we have also developed a webserver named PhageTB and provided a standalone software package (https://webs.iiitd.edu.in/raghava/phagetb/) for the same.
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Affiliation(s)
- Suchet Aggarwal
- Department of Computer Science and Engineering, Indraprastha Institute of Information Technology, New Delhi, India
| | - Anjali Dhall
- Department of Computational Biology, Indraprastha Institute of Information Technology, New Delhi, India
| | - Sumeet Patiyal
- Department of Computational Biology, Indraprastha Institute of Information Technology, New Delhi, India
| | - Shubham Choudhury
- Department of Computational Biology, Indraprastha Institute of Information Technology, New Delhi, India
| | - Akanksha Arora
- Department of Computational Biology, Indraprastha Institute of Information Technology, New Delhi, India
| | - Gajendra P. S. Raghava
- Department of Computational Biology, Indraprastha Institute of Information Technology, New Delhi, India
- *Correspondence: Gajendra P. S. Raghava,
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Ngo VQH, Enault F, Midoux C, Mariadassou M, Chapleur O, Mazéas L, Loux V, Bouchez T, Krupovic M, Bize A. Diversity of novel archaeal viruses infecting methanogens discovered through coupling of stable isotope probing and metagenomics. Environ Microbiol 2022; 24:4853-4868. [PMID: 35848130 PMCID: PMC9796341 DOI: 10.1111/1462-2920.16120] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 06/01/2022] [Accepted: 06/29/2022] [Indexed: 01/01/2023]
Abstract
Diversity of viruses infecting non-extremophilic archaea has been grossly understudied. This is particularly the case for viruses infecting methanogenic archaea, key players in the global carbon biogeochemical cycle. Only a dozen of methanogenic archaeal viruses have been isolated so far. In the present study, we implemented an original coupling between stable isotope probing and complementary shotgun metagenomic analyses to identify viruses of methanogens involved in the bioconversion of formate, which was used as the sole carbon source in batch anaerobic digestion microcosms. Under our experimental conditions, the microcosms were dominated by methanogens belonging to the order Methanobacteriales (Methanobacterium and Methanobrevibacter genera). Metagenomic analyses yielded several previously uncharacterized viral genomes, including a complete genome of a head-tailed virus (class Caudoviricetes, proposed family Speroviridae, Methanobacterium host) and several near-complete genomes of spindle-shaped viruses. The two groups of viruses are predicted to infect methanogens of the Methanobacterium and Methanosarcina genera and represent two new virus families. The metagenomics results are in good agreement with the electron microscopy observations, which revealed the dominance of head-tailed virus-like particles and the presence of spindle-shaped particles. The present study significantly expands the knowledge on the viral diversity of viruses of methanogens.
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Affiliation(s)
- Vuong Quoc Hoang Ngo
- Université Paris‐Saclay, INRAE, PRocédés biOtechnologiques au Service de l'EnvironnementAntonyFrance
| | - François Enault
- Université Clermont Auvergne, CNRS, LMGEClermont‐FerrandFrance
| | - Cédric Midoux
- Université Paris‐Saclay, INRAE, PRocédés biOtechnologiques au Service de l'EnvironnementAntonyFrance
- Université Paris‐Saclay, INRAE, MaIAGEJouy‐en‐JosasFrance
- Université Paris‐Saclay, INRAE, BioinfOmics, MIGALE Bioinformatics FacilityJouy‐en‐JosasFrance
| | - Mahendra Mariadassou
- Université Paris‐Saclay, INRAE, MaIAGEJouy‐en‐JosasFrance
- Université Paris‐Saclay, INRAE, BioinfOmics, MIGALE Bioinformatics FacilityJouy‐en‐JosasFrance
| | - Olivier Chapleur
- Université Paris‐Saclay, INRAE, PRocédés biOtechnologiques au Service de l'EnvironnementAntonyFrance
| | - Laurent Mazéas
- Université Paris‐Saclay, INRAE, PRocédés biOtechnologiques au Service de l'EnvironnementAntonyFrance
| | - Valentin Loux
- Université Paris‐Saclay, INRAE, MaIAGEJouy‐en‐JosasFrance
- Université Paris‐Saclay, INRAE, BioinfOmics, MIGALE Bioinformatics FacilityJouy‐en‐JosasFrance
| | - Théodore Bouchez
- Université Paris‐Saclay, INRAE, PRocédés biOtechnologiques au Service de l'EnvironnementAntonyFrance
| | - Mart Krupovic
- Institut Pasteur, Université de Paris, CNRS UMR6047, Archaeal Virology UnitParisFrance
| | - Ariane Bize
- Université Paris‐Saclay, INRAE, PRocédés biOtechnologiques au Service de l'EnvironnementAntonyFrance
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Melo LDR, Monteiro R, Pires DP, Azeredo J. Phage-Host Interaction Analysis by Flow Cytometry Allows for Rapid and Efficient Screening of Phages. Antibiotics (Basel) 2022; 11:antibiotics11020164. [PMID: 35203767 PMCID: PMC8868278 DOI: 10.3390/antibiotics11020164] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Revised: 01/22/2022] [Accepted: 01/24/2022] [Indexed: 01/27/2023] Open
Abstract
Recently, phages have become popular as an alternative to antibiotics. This increased demand for phage therapy needs rapid and efficient methods to screen phages infecting specific hosts. Existing methods are time-consuming, and for clinical purposes, novel, quick, and reliable screening methods are highly needed. Flow cytometry (FC) allows a quick differentiation and enumeration of bacterial cell populations and has been used to assess in vitro the activity of antimicrobial compounds. In this work, we propose FC as a rapid and reliable method to assess the susceptibility of a bacterial population to phage infection. For that, the interaction of phages vB_PaeM_CEB_DP1 and vB_PaeP_PE3 with Pseudomonas aeruginosa PAO1 was characterized by FC. Synchronous infection assays were performed, and samples were collected at different time points and stained with SYTO BC and PI before analysis. Part of the collected samples was used to characterize the expression of early, middle, and late genes by qPCR. Both FC and qPCR results were correlated with phage propagation assays. Results showed that SYTO BC median fluorescence intensity (MFI) values increased in the first 25 min of PE3 and DP1 infection. The increase of fluorescence is due to the expression of phage genes observed by qPCR. Since SYTO BC MFI values increase with gene expression, it allows the determination of host susceptibility to a phage in a short period of time, avoiding false positives caused by lysis from without. In conclusion, this method may allow for a quick and high-throughput real-time screening of different phages to a specific host, which can be crucial for a quick phage selection in clinical practice.
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Affiliation(s)
- Luís D. R. Melo
- LIBRO—Laboratório de Investigação em Biofilmes Rosário Oliveira, Centre of Biological Engineering, Campus de Gualtar, University of Minho, 4700-057 Braga, Portugal; (R.M.); (D.P.P.)
- LABBELS—Associate Laboratory, Braga, 4800-122 Guimarães, Portugal
- Correspondence: (L.D.R.M.); (J.A.); Tel.: +351-253-601-989 (L.D.R.M.); +351-253-604-414 (J.A.)
| | - Rodrigo Monteiro
- LIBRO—Laboratório de Investigação em Biofilmes Rosário Oliveira, Centre of Biological Engineering, Campus de Gualtar, University of Minho, 4700-057 Braga, Portugal; (R.M.); (D.P.P.)
- LABBELS—Associate Laboratory, Braga, 4800-122 Guimarães, Portugal
| | - Diana P. Pires
- LIBRO—Laboratório de Investigação em Biofilmes Rosário Oliveira, Centre of Biological Engineering, Campus de Gualtar, University of Minho, 4700-057 Braga, Portugal; (R.M.); (D.P.P.)
- LABBELS—Associate Laboratory, Braga, 4800-122 Guimarães, Portugal
| | - Joana Azeredo
- LIBRO—Laboratório de Investigação em Biofilmes Rosário Oliveira, Centre of Biological Engineering, Campus de Gualtar, University of Minho, 4700-057 Braga, Portugal; (R.M.); (D.P.P.)
- LABBELS—Associate Laboratory, Braga, 4800-122 Guimarães, Portugal
- Correspondence: (L.D.R.M.); (J.A.); Tel.: +351-253-601-989 (L.D.R.M.); +351-253-604-414 (J.A.)
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Turzynski V, Monsees I, Moraru C, Probst AJ. Imaging Techniques for Detecting Prokaryotic Viruses in Environmental Samples. Viruses 2021; 13:2126. [PMID: 34834933 PMCID: PMC8622608 DOI: 10.3390/v13112126] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 10/15/2021] [Accepted: 10/18/2021] [Indexed: 12/28/2022] Open
Abstract
Viruses are the most abundant biological entities on Earth with an estimate of 1031 viral particles across all ecosystems. Prokaryotic viruses-bacteriophages and archaeal viruses-influence global biogeochemical cycles by shaping microbial communities through predation, through the effect of horizontal gene transfer on the host genome evolution, and through manipulating the host cellular metabolism. Imaging techniques have played an important role in understanding the biology and lifestyle of prokaryotic viruses. Specifically, structure-resolving microscopy methods, for example, transmission electron microscopy, are commonly used for understanding viral morphology, ultrastructure, and host interaction. These methods have been applied mostly to cultivated phage-host pairs. However, recent advances in environmental genomics have demonstrated that the majority of viruses remain uncultivated, and thus microscopically uncharacterized. Although light- and structure-resolving microscopy of viruses from environmental samples is possible, quite often the link between the visualization and the genomic information of uncultivated prokaryotic viruses is missing. In this minireview, we summarize the current state of the art of imaging techniques available for characterizing viruses in environmental samples and discuss potential links between viral imaging and environmental genomics for shedding light on the morphology of uncultivated viruses and their lifestyles in Earth's ecosystems.
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Affiliation(s)
- Victoria Turzynski
- Department of Chemistry, Environmental Microbiology and Biotechnology (EMB), University of Duisburg-Essen, Universitätsstraße 5, 45141 Essen, Germany;
| | - Indra Monsees
- Department of Chemistry, Environmental Microbiology and Biotechnology (EMB), University of Duisburg-Essen, Universitätsstraße 5, 45141 Essen, Germany;
| | - Cristina Moraru
- Institute for Chemistry and Biology of the Marine Environment (ICBM), Carl-von-Ossietzky-University Oldenburg, Carl-von-Ossietzky-Straße 9-11, 26111 Oldenburg, Germany;
| | - Alexander J. Probst
- Department of Chemistry, Environmental Microbiology and Biotechnology (EMB), University of Duisburg-Essen, Universitätsstraße 5, 45141 Essen, Germany;
- Centre of Water and Environmental Research (ZWU), University of Duisburg-Essen, Universitätsstraße 5, 45141 Essen, Germany
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8
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Sommers P, Chatterjee A, Varsani A, Trubl G. Integrating Viral Metagenomics into an Ecological Framework. Annu Rev Virol 2021; 8:133-158. [PMID: 34033501 DOI: 10.1146/annurev-virology-010421-053015] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Viral metagenomics has expanded our knowledge of the ecology of uncultured viruses, within both environmental (e.g., terrestrial and aquatic) and host-associated (e.g., plants and animals, including humans) contexts. Here, we emphasize the implementation of an ecological framework in viral metagenomic studies to address questions in virology rarely considered ecological, which can change our perception of viruses and how they interact with their surroundings. An ecological framework explicitly considers diverse variants of viruses in populations that make up communities of interacting viruses, with ecosystem-level effects. It provides a structure for the study of the diversity, distributions, dynamics, and interactions of viruses with one another, hosts, and the ecosystem, including interactions with abiotic factors. An ecological framework in viral metagenomics stands poised to broadly expand our knowledge in basic and applied virology. We highlight specific fundamental research needs to capitalize on its potential and advance the field. Expected final online publication date for the Annual Review of Virology, Volume 8 is September 2021. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Pacifica Sommers
- Department of Ecology and Evolutionary Biology, University of Colorado at Boulder, Boulder, Colorado 80309, USA.,These authors contributed equally to this article
| | - Anushila Chatterjee
- Department of Ecology and Evolutionary Biology, University of Colorado at Boulder, Boulder, Colorado 80309, USA.,These authors contributed equally to this article
| | - Arvind Varsani
- The Biodesign Center for Fundamental and Applied Microbiomics, Center for Evolution and Medicine, School of Life Sciences, Arizona State University, Tempe, Arizona 85287, USA; .,Structural Biology Research Unit, Department of Integrative Biomedical Sciences, University of Cape Town, Observatory 7925, South Africa
| | - Gareth Trubl
- Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California 94550, USA
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Abstract
The possibility of visualizing bacteriophage-host interactions through fluorescence in situ hybridization (FISH)-derived methods is gaining relevance in the last few years. These methods allow the possibility of discriminating between phage-infected and noninfected cells and the assessment of the different infection stages at the single cell level. In opposition to bacterial cells, the detection of phages is more challenging due to the low number of nucleic acid copies. However, by using a conserved region of the phage genome that is highly expressed during transcription, a FISH signal targeting phage DNA copies and mRNA transcripts can be easily visible inside the bacterial host cells.In this book chapter, we will cover both the design of locked nucleic acid (LNA) probes for phages and a FISH method for the detection of phages inside bacterial cells.
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