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Gu X, Yang Y, Mao F, Lee WL, Armas F, You F, Needham DM, Ng C, Chen H, Chandra F, Gin KY. A comparative study of flow cytometry-sorted communities and shotgun viral metagenomics in a Singapore municipal wastewater treatment plant. IMETA 2022; 1:e39. [PMID: 38868719 PMCID: PMC10989988 DOI: 10.1002/imt2.39] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Revised: 04/30/2022] [Accepted: 06/19/2022] [Indexed: 06/14/2024]
Abstract
Traditional or "bulk" viral enrichment and amplification methods used in viral metagenomics introduce unavoidable bias in viral diversity. This bias is due to shortcomings in existing viral enrichment methods and overshadowing by the more abundant viral populations. To reduce the complexity and improve the resolution of viral diversity, we developed a strategy coupling fluorescence-activated cell sorting (FACS) with random amplification and compared this to bulk metagenomics. This strategy was validated on both influent and effluent samples from a municipal wastewater treatment plant using the Modified Ludzack-Ettinger (MLE) process as the treatment method. We found that DNA and RNA communities generated using bulk samples were mostly different from those derived following FACS for both treatments before and after MLE. Before MLE treatment, FACS identified five viral families and 512 viral annotated contigs. Up to 43% of mapped reads were not detected in bulk samples. Nucleo-cytoplasmic large DNA viral families were enriched to a greater extent in the FACS-coupled subpopulations compared with bulk samples. FACS-coupled viromes captured a single-contig viral genome associated with Anabaena phage, which was not observed in bulk samples or in FACS-sorted samples after MLE. These short metagenomic reads, which were assembled into a high-quality draft genome of 46 kbp, were found to be highly dominant in one of the pre-MLE FACS annotated virome fractions (57.4%). Using bulk metagenomics, we identified that between Primary Settling Tank and Secondary Settling Tank viromes, Virgaviridae, Astroviridae, Parvoviridae, Picobirnaviridae, Nodaviridae, and Iridoviridae were susceptible to MLE treatment. In all, bulk and FACS-coupled metagenomics are complementary approaches that enable a more thorough understanding of the community structure of DNA and RNA viruses in complex environmental samples, of which the latter is critical for increasing the sensitivity of detection of viral signatures that would otherwise be lost through bulk viral metagenomics.
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Affiliation(s)
- Xiaoqiong Gu
- Department of Civil and Environmental EngineeringNational University of SingaporeSingaporeSingapore
- Antimicrobial Resistance Interdisciplinary Research GroupSingapore‐MIT Alliance for Research and TechnologySingaporeSingapore
| | - Yi Yang
- NUS Environmental Research InstituteNational University of SingaporeSingaporeSingapore
| | - Feijian Mao
- Department of Civil and Environmental EngineeringNational University of SingaporeSingaporeSingapore
| | - Wei Lin Lee
- Antimicrobial Resistance Interdisciplinary Research GroupSingapore‐MIT Alliance for Research and TechnologySingaporeSingapore
| | - Federica Armas
- Antimicrobial Resistance Interdisciplinary Research GroupSingapore‐MIT Alliance for Research and TechnologySingaporeSingapore
| | - Fang You
- Department of Civil and Environmental EngineeringNational University of SingaporeSingaporeSingapore
| | - David M. Needham
- Monterey Bay Aquarium Research InstituteMoss LandingCaliforniaUSA
- GEOMAR Helmholtz Centre for Ocean ResearchOcean EcoSystems Biology UnitKielGermany
- Department of Biological EngineeringMassachusetts Institute of TechnologyCambridgeMassachusettsUSA
| | - Charmaine Ng
- Department of Civil and Environmental EngineeringNational University of SingaporeSingaporeSingapore
| | - Hongjie Chen
- Department of Civil and Environmental EngineeringNational University of SingaporeSingaporeSingapore
- Antimicrobial Resistance Interdisciplinary Research GroupSingapore‐MIT Alliance for Research and TechnologySingaporeSingapore
| | - Franciscus Chandra
- Department of Civil and Environmental EngineeringNational University of SingaporeSingaporeSingapore
| | - Karina Yew‐Hoong Gin
- Department of Civil and Environmental EngineeringNational University of SingaporeSingaporeSingapore
- NUS Environmental Research InstituteNational University of SingaporeSingaporeSingapore
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2
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Chitcharoen S, Sivapornnukul P, Payungporn S. Revolutionized virome research using systems microbiology approaches. Exp Biol Med (Maywood) 2022; 247:1135-1147. [PMID: 35723062 PMCID: PMC9335507 DOI: 10.1177/15353702221102895] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Currently, both pathogenic and commensal viruses are continuously being discovered and acknowledged as ubiquitous components of microbial communities. The advancements of systems microbiological approaches have changed the face of virome research. Here, we focus on viral metagenomic approach to study virus community and their interactions with other microbial members as well as their hosts. This review also summarizes challenges, limitations, and benefits of the current virome approaches. Potentially, the studies of virome can be further applied in various biological and clinical fields.
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Affiliation(s)
- Suwalak Chitcharoen
- Program in Bioinformatics and Computational Biology, Graduate School, Chulalongkorn University, Bangkok 10330, Thailand,Research Unit of Systems Microbiology, Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand
| | - Pavaret Sivapornnukul
- Research Unit of Systems Microbiology, Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand,Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand
| | - Sunchai Payungporn
- Research Unit of Systems Microbiology, Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand,Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand,Sunchai Payungporn.
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3
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Smith SE, Huang W, Tiamani K, Unterer M, Khan Mirzaei M, Deng L. Emerging technologies in the study of the virome. Curr Opin Virol 2022; 54:101231. [DOI: 10.1016/j.coviro.2022.101231] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 04/16/2022] [Accepted: 04/19/2022] [Indexed: 11/03/2022]
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4
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Cibulski S, Alves de Lima D, Fernandes Dos Santos H, Teixeira TF, Tochetto C, Mayer FQ, Roehe PM. A plate of viruses: Viral metagenomics of supermarket chicken, pork and beef from Brazil. Virology 2021; 552:1-9. [PMID: 33032031 PMCID: PMC7521440 DOI: 10.1016/j.virol.2020.09.005] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 09/12/2020] [Accepted: 09/13/2020] [Indexed: 02/08/2023]
Abstract
A viral metagenomics study was conducted in beef, pork, and chicken sold in supermarkets from Southern Brazil. From chicken, six distinct gyroviruses (GyV) were detected, including GyV3 and GyV6, which for the first time were detected in samples from avian species, plus a novel smacovirus species and two highly divergent circular Rep-encoding ssDNA (CRESS-DNA) viruses. From pork, genomes of numerous anelloviruses, porcine parvovirus 5 (PPV5) and 6 (PPV6), two new genomoviruses and two new CRESS-DNA viruses were found. Finally, two new CRESS-DNA genomes were recovered from beef. Although none of these viruses have history of transmission to humans, the findings reported here reveal that such agents are inevitably consumed in diets that include these types of meat.
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Affiliation(s)
- Samuel Cibulski
- Centro de Biotecnologia - CBiotec, Laboratório de Biotecnologia Celular e Molecular, Universidade Federal da Paraíba - UFPB, João Pessoa, Paraíba, Brazil.
| | - Diane Alves de Lima
- Departamento de Microbiologia Imunologia e Parasitologia, Laboratório de Virologia, Universidade Federal do Rio Grande do Sul - UFRGS, Porto Alegre, Porto Alegre, Rio Grande do Sul, Brazil; Centro Universitário da Serra Gaúcha - FSG, Caxias do Sul, Grande do Sul, Brazil
| | - Helton Fernandes Dos Santos
- Departamento de Medicina Veterinária Preventiva, Universidade Federal de Santa Maria - UFSM, Santa Maria, Rio Grande do Sul, Brazil
| | - Thais Fumaco Teixeira
- Centro de Pesquisa em Saúde Animal, Instituto de Pesquisas Veterinárias Desidério Finamor (IPVDF), Departamento de Diagnóstico e Pesquisa Agropecuária, Secretaria de Agricultura, Pecuária e Desenvolvimento Rural, Eldorado do Sul, RS, Brazil
| | - Caroline Tochetto
- Departamento de Microbiologia Imunologia e Parasitologia, Laboratório de Virologia, Universidade Federal do Rio Grande do Sul - UFRGS, Porto Alegre, Porto Alegre, Rio Grande do Sul, Brazil
| | - Fabiana Quoos Mayer
- Centro de Pesquisa em Saúde Animal, Instituto de Pesquisas Veterinárias Desidério Finamor (IPVDF), Departamento de Diagnóstico e Pesquisa Agropecuária, Secretaria de Agricultura, Pecuária e Desenvolvimento Rural, Eldorado do Sul, RS, Brazil
| | - Paulo Michel Roehe
- Departamento de Microbiologia Imunologia e Parasitologia, Laboratório de Virologia, Universidade Federal do Rio Grande do Sul - UFRGS, Porto Alegre, Porto Alegre, Rio Grande do Sul, Brazil
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5
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Federici S, Nobs SP, Elinav E. Phages and their potential to modulate the microbiome and immunity. Cell Mol Immunol 2020; 18:889-904. [PMID: 32901128 DOI: 10.1038/s41423-020-00532-4] [Citation(s) in RCA: 78] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Accepted: 08/06/2020] [Indexed: 02/07/2023] Open
Abstract
Bacteriophages (hence termed phages) are viruses that target bacteria and have long been considered as potential future treatments against antibiotic-resistant bacterial infection. However, the molecular nature of phage interactions with bacteria and the human host has remained elusive for decades, limiting their therapeutic application. While many phages and their functional repertoires remain unknown, the advent of next-generation sequencing has increasingly enabled researchers to decode new lytic and lysogenic mechanisms by which they attack and destroy bacteria. Furthermore, the last decade has witnessed a renewed interest in the utilization of phages as therapeutic vectors and as a means of targeting pathogenic or commensal bacteria or inducing immunomodulation. Importantly, the narrow host range, immense antibacterial repertoire, and ease of manipulating phages may potentially allow for their use as targeted modulators of pathogenic, commensal and pathobiont members of the microbiome, thereby impacting mammalian physiology and immunity along mucosal surfaces in health and in microbiome-associated diseases. In this review, we aim to highlight recent advances in phage biology and how a mechanistic understanding of phage-bacteria-host interactions may facilitate the development of novel phage-based therapeutics. We provide an overview of the challenges of the therapeutic use of phages and how these could be addressed for future use of phages as specific modulators of the human microbiome in a variety of infectious and noncommunicable human diseases.
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Affiliation(s)
- Sara Federici
- Immunology Department, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Samuel P Nobs
- Immunology Department, Weizmann Institute of Science, Rehovot, 7610001, Israel
| | - Eran Elinav
- Immunology Department, Weizmann Institute of Science, Rehovot, 7610001, Israel. .,Cancer-Microbiome Division Deutsches Krebsforschungszentrum (DKFZ), Neuenheimer Feld 280, 69120, Heidelberg, Germany.
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6
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De novo sequence assembly requires bioinformatic checking of chimeric sequences. PLoS One 2020; 15:e0237455. [PMID: 32777809 PMCID: PMC7417191 DOI: 10.1371/journal.pone.0237455] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Accepted: 07/27/2020] [Indexed: 11/24/2022] Open
Abstract
De novo assembly of sequence reads from next generation sequencing platforms is a common strategy for detecting presence and sequencing of viruses in biospecimens. Amplification artifacts and presence of several related viruses in the same specimen can lead to assembly of erroneous, chimeric sequences. We now report that such chimeras can also occur between viral and non-viral biological sequences incorrectly joined together which may cause erroneous detection of viruses, highlighting the importance of performing a chimera checking step in bioinformatics pipelines. Using Illumina NextSeq and metagenomic sequencing, we analyzed 80 consecutive non-melanoma skin cancers (NMSCs) from 11 immunosuppressed patients together with 11 NMSCs from patients who had only developed 1 NMSC. We aligned high-quality reads against a Human Papillomavirus (HPV) database and found HPV sequences in 9/91 specimens. A previous bioinformatic analysis of the same crude sequencing data from some of these samples had found an additional 3 specimens to be HPV-positive after performing de novo assembly. The reason for the discrepancy was investigated and found to be mostly caused by chimeric sequences containing both viral and non-viral sequences. Non-viral sequences were present in these 3 samples. To avoid erroneous detection of HPV when performing sequencing, we thus developed a novel script to identify HPV chimeric sequences.
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7
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Khan Mirzaei M, Xue J, Costa R, Ru J, Schulz S, Taranu ZE, Deng L. Challenges of Studying the Human Virome - Relevant Emerging Technologies. Trends Microbiol 2020; 29:171-181. [PMID: 32622559 DOI: 10.1016/j.tim.2020.05.021] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Revised: 05/27/2020] [Accepted: 05/28/2020] [Indexed: 01/17/2023]
Abstract
In this review we provide an overview of current challenges and advances in bacteriophage research within the growing field of viromics. In particular, we discuss, from a human virome study perspective, the current and emerging technologies available, their limitations in terms of de novo discoveries, and possible solutions to overcome present experimental and computational biases associated with low abundance of viral DNA or RNA. We summarize recent breakthroughs in metagenomics assembling tools and single-cell analysis, which have the potential to increase our understanding of phage biology, diversity, and interactions with both the microbial community and the human body. We expect that these recent and future advances in the field of viromics will have a strong impact on how we develop phage-based therapeutic approaches.
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Affiliation(s)
- Mohammadali Khan Mirzaei
- Institute of Virology, Helmholtz Centre Munich and Technical University of Munich, Neuherberg, Bavaria 85764, Germany
| | - Jinling Xue
- Institute of Virology, Helmholtz Centre Munich and Technical University of Munich, Neuherberg, Bavaria 85764, Germany
| | - Rita Costa
- Institute of Virology, Helmholtz Centre Munich and Technical University of Munich, Neuherberg, Bavaria 85764, Germany
| | - Jinlong Ru
- Institute of Virology, Helmholtz Centre Munich and Technical University of Munich, Neuherberg, Bavaria 85764, Germany
| | - Sarah Schulz
- Institute of Virology, Helmholtz Centre Munich and Technical University of Munich, Neuherberg, Bavaria 85764, Germany
| | - Zofia E Taranu
- Aquatic Contaminants Research Division (ACRD), Environment and Climate Change Canada (ECCC), Montréal, QC H2Y 2E7, Canada
| | - Li Deng
- Institute of Virology, Helmholtz Centre Munich and Technical University of Munich, Neuherberg, Bavaria 85764, Germany.
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8
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Shkoporov AN, Hill C. Bacteriophages of the Human Gut: The "Known Unknown" of the Microbiome. Cell Host Microbe 2019; 25:195-209. [PMID: 30763534 DOI: 10.1016/j.chom.2019.01.017] [Citation(s) in RCA: 339] [Impact Index Per Article: 67.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
The human gut microbiome is a dense and taxonomically diverse consortium of microorganisms. While the bacterial components of the microbiome have received considerable attention, comparatively little is known about the composition and physiological significance of human gut-associated bacteriophage populations (phageome). By extrapolating our knowledge of phage-host interactions from other environments, one could expect that >1012 viruses reside in the human gut, and we can predict that they play important roles in regulating the complex microbial networks operating in this habitat. Before delving into their function, we need to first overcome the challenges associated with studying and characterizing the phageome. In this Review, we summarize the available methods and main findings regarding taxonomic composition, community structure, and population dynamics in the human gut phageome. We also discuss the main challenges in the field and identify promising avenues for future research.
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Affiliation(s)
- Andrey N Shkoporov
- APC Microbiome Ireland & School of Microbiology, University College Cork, Co. Cork, Ireland.
| | - Colin Hill
- APC Microbiome Ireland & School of Microbiology, University College Cork, Co. Cork, Ireland
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9
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Defining the human gut host–phage network through single-cell viral tagging. Nat Microbiol 2019; 4:2192-2203. [DOI: 10.1038/s41564-019-0526-2] [Citation(s) in RCA: 72] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Accepted: 06/25/2019] [Indexed: 12/18/2022]
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10
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Fernández-Orth D, Miró E, Brown-Jaque M, Rodríguez-Rubio L, Espinal P, Rodriguez-Navarro J, González-López JJ, Muniesa M, Navarro F. Faecal phageome of healthy individuals: presence of antibiotic resistance genes and variations caused by ciprofloxacin treatment. J Antimicrob Chemother 2019; 74:854-864. [DOI: 10.1093/jac/dky540] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2018] [Revised: 11/19/2018] [Accepted: 11/26/2018] [Indexed: 12/12/2022] Open
Affiliation(s)
| | - Elisenda Miró
- Servei de Microbiologia, Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomèdica Sant Pau, Sant Quintí 89, Barcelona, Spain
| | - Maryury Brown-Jaque
- Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Diagonal 643, Annex, Floor 0, Barcelona, Spain
| | - Lorena Rodríguez-Rubio
- Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Diagonal 643, Annex, Floor 0, Barcelona, Spain
| | - Paula Espinal
- Servei de Microbiologia, Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomèdica Sant Pau, Sant Quintí 89, Barcelona, Spain
| | - Judith Rodriguez-Navarro
- Servei de Microbiologia, Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomèdica Sant Pau, Sant Quintí 89, Barcelona, Spain
- Departament de Genètica i de Microbiologia, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Juan José González-López
- Departament de Genètica i de Microbiologia, Universitat Autònoma de Barcelona, Barcelona, Spain
- Department of Clinical Microbiology, Hospital Vall d'Hebron, Vall d'Hebron Institut de Recerca (VHIR), Pg Vall d’Hebron 119-129, Barcelona, Spain
| | - Maite Muniesa
- Department of Genetics, Microbiology and Statistics, Universitat de Barcelona, Diagonal 643, Annex, Floor 0, Barcelona, Spain
| | - Ferran Navarro
- Servei de Microbiologia, Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomèdica Sant Pau, Sant Quintí 89, Barcelona, Spain
- Departament de Genètica i de Microbiologia, Universitat Autònoma de Barcelona, Barcelona, Spain
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11
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Complementary Methodologies To Investigate Human Gut Microbiota in Host Health, Working towards Integrative Systems Biology. J Bacteriol 2018; 200:JB.00376-17. [PMID: 28874411 DOI: 10.1128/jb.00376-17] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
In 1680, Antonie van Leeuwenhoek noted compositional differences in his oral and fecal microbiota, pioneering the study of the diversity of the human microbiome. From Leeuwenhoek's time to successful modern attempts at changing the gut microbial landscape to cure disease, there has been an exponential increase in the recognition of our resident microbes as part of ourselves. Thus, the human host and microbiome have evolved in parallel to configure a balanced system in which microbes survive in homeostasis with our innate and acquired immune systems, unless disease occurs. A growing number of studies have demonstrated a correlation between the presence/absence of microbial taxa and some of their functional molecules (i.e., genes, proteins, and metabolites) with health and disease states. Nevertheless, misleading experimental design on human subjects and the cost and lack of standardized animal models pose challenges to answering the question of whether changes in microbiome composition are cause or consequence of a certain biological state. In this review, we evaluate the state of the art of methodologies that enable the study of the gut microbiome, encouraging a change in broadly used analytic strategies by choosing effector molecules (proteins and metabolites) in combination with coding nucleic acids. We further explore microbial and effector microbial product imbalances that relate to disease and health.
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12
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Carding SR, Davis N, Hoyles L. Review article: the human intestinal virome in health and disease. Aliment Pharmacol Ther 2017; 46:800-815. [PMID: 28869283 PMCID: PMC5656937 DOI: 10.1111/apt.14280] [Citation(s) in RCA: 151] [Impact Index Per Article: 21.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2017] [Revised: 04/07/2017] [Accepted: 08/07/2017] [Indexed: 02/06/2023]
Abstract
BACKGROUND The human virome consists of animal-cell viruses causing transient infections, bacteriophage (phage) predators of bacteria and archaea, endogenous retroviruses and viruses causing persistent and latent infections. High-throughput, inexpensive, sensitive sequencing methods and metagenomics now make it possible to study the contribution dsDNA, ssDNA and RNA virus-like particles make to the human virome, and in particular the intestinal virome. AIM To review and evaluate the pioneering studies that have attempted to characterise the human virome and generated an increased interest in understanding how the intestinal virome might contribute to maintaining health, and the pathogenesis of chronic diseases. METHODS Relevant virome-related articles were selected for review following extensive language- and date-unrestricted, electronic searches of the literature. RESULTS The human intestinal virome is personalised and stable, and dominated by phages. It develops soon after birth in parallel with prokaryotic communities of the microbiota, becoming established during the first few years of life. By infecting specific populations of bacteria, phages can alter microbiota structure by killing host cells or altering their phenotype, enabling phages to contribute to maintaining intestinal homeostasis or microbial imbalance (dysbiosis), and the development of chronic infectious and autoimmune diseases including HIV infection and Crohn's disease, respectively. CONCLUSIONS Our understanding of the intestinal virome is fragmented and requires standardised methods for virus isolation and sequencing to provide a more complete picture of the virome, which is key to explaining the basis of virome-disease associations, and how enteric viruses can contribute to disease aetiologies and be rationalised as targets for interventions.
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Affiliation(s)
- S. R. Carding
- Norwich Medical SchoolUniversity of East AngliaNorwichUK,The Gut Health and Food Safety Research ProgrammeThe Quadram InstituteNorwich Research ParkNorwichUK
| | - N. Davis
- Norwich Medical SchoolUniversity of East AngliaNorwichUK
| | - L. Hoyles
- Department of Surgery and CancerImperial College LondonLondonUK
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Ferrer M, Raczkowska BA, Martínez-Martínez M, Barbas C, Rojo D. Phenotyping of gut microbiota: Focus on capillary electrophoresis. Electrophoresis 2017; 38:2275-2286. [DOI: 10.1002/elps.201700056] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2017] [Revised: 05/04/2017] [Accepted: 06/01/2017] [Indexed: 01/29/2023]
Affiliation(s)
- Manuel Ferrer
- Institute of Catalysis; Consejo Superior de Investigaciones Científicas (CSIC); Madrid Spain
| | - Beata Anna Raczkowska
- Department of Endocrinology; Diabetology and Internal Medicine, Medical University of Bialystok; Bialystok Poland
| | | | - Coral Barbas
- Centro de Metabolómica y Bioanálisis (CEMBIO); Facultad de Farmacia, Universidad CEU San Pablo, Campus Montepríncipe; Madrid Spain
| | - David Rojo
- Centro de Metabolómica y Bioanálisis (CEMBIO); Facultad de Farmacia, Universidad CEU San Pablo, Campus Montepríncipe; Madrid Spain
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14
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Rojo D, Méndez-García C, Raczkowska BA, Bargiela R, Moya A, Ferrer M, Barbas C. Exploring the human microbiome from multiple perspectives: factors altering its composition and function. FEMS Microbiol Rev 2017; 41:453-478. [PMID: 28333226 PMCID: PMC5812509 DOI: 10.1093/femsre/fuw046] [Citation(s) in RCA: 80] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2016] [Accepted: 12/15/2016] [Indexed: 02/07/2023] Open
Abstract
Our microbiota presents peculiarities and characteristics that may be altered by multiple factors. The degree and consequences of these alterations depend on the nature, strength and duration of the perturbations as well as the structure and stability of each microbiota. The aim of this review is to sketch a very broad picture of the factors commonly influencing different body sites, and which have been associated with alterations in the human microbiota in terms of composition and function. To do so, first, a graphical representation of bacterial, fungal and archaeal genera reveals possible associations among genera affected by different factors. Then, the revision of sequence-based predictions provides associations with functions that become part of the active metabolism. Finally, examination of microbial metabolite contents and fluxes reveals whether metabolic alterations are a reflection of the differences observed at the level of population structure, and in the last step, link microorganisms to functions under perturbations that differ in nature and aetiology. The utilisation of complementary technologies and methods, with a special focus on metabolomics research, is thoroughly discussed to obtain a global picture of microbiota composition and microbiome function and to convey the urgent need for the standardisation of protocols.
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Affiliation(s)
- David Rojo
- Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad CEU San Pablo, Campus Montepríncipe, 28668 Madrid, Spain
| | | | - Beata Anna Raczkowska
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, 15-276 Bialystok, Poland
| | - Rafael Bargiela
- Institute of Catalysis, Consejo Superior de Investigaciones Científicas (CSIC), 28049 Madrid, Spain
| | - Andrés Moya
- Foundation for the Promotion of Health and Biomedical Research in the Valencian Community Public Health (FISABIO), 46020 Valencia, Spain
- Network Research Center for Epidemiology and Public Health (CIBER-ESP), 28029 Madrid, Spain
- Instituto Cavanilles de Biodiversidad y Biología Evolutiva, Universidad de Valencia, Paterna, 46980 Valencia, Spain
- These authors contributed equally to this work
| | - Manuel Ferrer
- Institute of Catalysis, Consejo Superior de Investigaciones Científicas (CSIC), 28049 Madrid, Spain
- Corresponding author: Institute of Catalysis, Consejo Superior de Investigaciones Científicas (CSIC), 28049 Madrid, Spain. Tel: (+34) 915854872; E-mail:
| | - Coral Barbas
- Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad CEU San Pablo, Campus Montepríncipe, 28668 Madrid, Spain
- These authors contributed equally to this work
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15
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Ferrer M, Méndez-García C, Rojo D, Barbas C, Moya A. Antibiotic use and microbiome function. Biochem Pharmacol 2017; 134:114-126. [PMID: 27641814 DOI: 10.1016/j.bcp.2016.09.007] [Citation(s) in RCA: 191] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2016] [Accepted: 09/12/2016] [Indexed: 02/06/2023]
Abstract
Our microbiome should be understood as one of the most complex components of the human body. The use of β-lactam antibiotics is one of the microbiome covariates that influence its composition. The extent to which our microbiota changes after an antibiotic intervention depends not only on the chemical nature of the antibiotic or cocktail of antibiotics used to treat specific infections, but also on the type of administration, duration and dose, as well as the level of resistance that each microbiota develops. We have begun to appreciate that not all bacteria within our microbiota are vulnerable or reactive to different antibiotic interventions, and that their influence on both microbial composition and metabolism may differ. Antibiotics are being used worldwide on a huge scale and the prescription of antibiotics is continuing to rise; however, their effects on our microbiota have been reported for only a limited number of them. This article presents a critical review of the antibiotics or antibiotic cocktails whose use in humans has been linked to changes in the composition of our microbial communities, with a particular focus on the gut, oral, respiratory, skin and vaginal microbiota, and on their molecular agents (genes, proteins and metabolites). We review the state of the art as of June 2016, and cover a total of circa 68 different antibiotics. The data herein are the first to compile information about the bacteria, fungi, archaea and viruses most influenced by the main antibiotic treatments prescribed nowadays.
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Affiliation(s)
- Manuel Ferrer
- Institute of Catalysis, Consejo Superior de Investigaciones Científicas (CSIC), Madrid, Spain.
| | | | - David Rojo
- Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad CEU San Pablo, Campus Montepríncipe, Madrid, Spain
| | - Coral Barbas
- Centro de Metabolómica y Bioanálisis (CEMBIO), Facultad de Farmacia, Universidad CEU San Pablo, Campus Montepríncipe, Madrid, Spain
| | - Andrés Moya
- Foundation for the Promotion of Health and Biomedical Research in the Valencian Community Public Health (FISABIO), Valencia, Spain; Network Research Center for Epidemiology and Public Health (CIBER-ESP), Madrid, Spain; Instituto Cavanilles de Biodiversidad y Biología Evolutiva (Universidad de Valencia), Valencia, Spain.
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Hesse U, van Heusden P, Kirby BM, Olonade I, van Zyl LJ, Trindade M. Virome Assembly and Annotation: A Surprise in the Namib Desert. Front Microbiol 2017; 8:13. [PMID: 28167933 PMCID: PMC5253355 DOI: 10.3389/fmicb.2017.00013] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2016] [Accepted: 01/03/2017] [Indexed: 11/13/2022] Open
Abstract
Sequencing, assembly, and annotation of environmental virome samples is challenging. Methodological biases and differences in species abundance result in fragmentary read coverage; sequence reconstruction is further complicated by the mosaic nature of viral genomes. In this paper, we focus on biocomputational aspects of virome analysis, emphasizing latent pitfalls in sequence annotation. Using simulated viromes that mimic environmental data challenges we assessed the performance of five assemblers (CLC-Workbench, IDBA-UD, SPAdes, RayMeta, ABySS). Individual analyses of relevant scaffold length fractions revealed shortcomings of some programs in reconstruction of viral genomes with excessive read coverage (IDBA-UD, RayMeta), and in accurate assembly of scaffolds ≥50 kb (SPAdes, RayMeta, ABySS). The CLC-Workbench assembler performed best in terms of genome recovery (including highly covered genomes) and correct reconstruction of large scaffolds; and was used to assemble a virome from a copper rich site in the Namib Desert. We found that scaffold network analysis and cluster-specific read reassembly improved reconstruction of sequences with excessive read coverage, and that strict data filtering for non-viral sequences prior to downstream analyses was essential. In this study we describe novel viral genomes identified in the Namib Desert copper site virome. Taxonomic affiliations of diverse proteins in the dataset and phylogenetic analyses of circovirus-like proteins indicated links to the marine habitat. Considering additional evidence from this dataset we hypothesize that viruses may have been carried from the Atlantic Ocean into the Namib Desert by fog and wind, highlighting the impact of the extended environment on an investigated niche in metagenome studies.
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Affiliation(s)
- Uljana Hesse
- Institute for Microbial Biotechnology and Metagenomics, University of the Western CapeBellville, South Africa
- South African National Bioinformatics Institute, University of the Western CapeBellville, South Africa
| | - Peter van Heusden
- South African National Bioinformatics Institute, University of the Western CapeBellville, South Africa
| | - Bronwyn M. Kirby
- Institute for Microbial Biotechnology and Metagenomics, University of the Western CapeBellville, South Africa
| | - Israel Olonade
- Institute for Microbial Biotechnology and Metagenomics, University of the Western CapeBellville, South Africa
| | - Leonardo J. van Zyl
- Institute for Microbial Biotechnology and Metagenomics, University of the Western CapeBellville, South Africa
| | - Marla Trindade
- Institute for Microbial Biotechnology and Metagenomics, University of the Western CapeBellville, South Africa
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