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Sayid R, van den Hurk AWM, Rothschild-Rodriguez D, Herrema H, de Jonge PA, Nobrega FL. Characteristics of phage-plasmids and their impact on microbial communities. Essays Biochem 2024; 68:583-592. [PMID: 39611587 DOI: 10.1042/ebc20240014] [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: 10/06/2024] [Revised: 11/20/2024] [Accepted: 11/25/2024] [Indexed: 11/30/2024]
Abstract
Bacteria host various foreign genetic elements, most notably plasmids and bacteriophages (or phages). Historically, these two classes were seen as separate, but recent research has shown considerable interplay between them. Phage-plasmids (P-Ps) exhibit characteristics of both phages and plasmids, allowing them to exist extrachromosomally within bacterial hosts as plasmids, but also to infect and lyse bacteria as phages. This dual functionality enables P-Ps to utilize the modes of transmission of both phage and plasmids, facilitating the rapid dissemination of genetic material, including antibiotic resistance and virulence genes, throughout bacterial populations. Additionally, P-Ps have been found to encode toxin-antitoxin and CRISPR-Cas adaptive immune systems, which enhance bacterial survival under stress and provide immunity against other foreign genetic elements. Despite a growing body of literature on P-Ps, large gaps remain in our understanding of their ecological roles and environmental prevalence. This review aims to synthesise existing knowledge and identify research gaps on the impacts of P-Ps on microbial communities.
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Affiliation(s)
- Ruweyda Sayid
- School of Biological Sciences, University of Southampton, Southampton, UK
| | - Anne W M van den Hurk
- Departments of Internal and Experimental Vascular Medicine, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam; the Netherlands
- Amsterdam Gastroenterology, Endocrinology & Metabolism; Endocrinology, metabolism & nutrition, Amsterdam UMC, Amsterdam, the Netherlands
- Amsterdam Cardiovascular Sciences, Diabetes & Metabolism, Amsterdam UMC, Amsterdam, the Netherlands
| | | | - Hilde Herrema
- Departments of Internal and Experimental Vascular Medicine, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam; the Netherlands
- Amsterdam Gastroenterology, Endocrinology & Metabolism; Endocrinology, metabolism & nutrition, Amsterdam UMC, Amsterdam, the Netherlands
- Amsterdam Cardiovascular Sciences, Diabetes & Metabolism, Amsterdam UMC, Amsterdam, the Netherlands
| | - Patrick A de Jonge
- Departments of Internal and Experimental Vascular Medicine, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam; the Netherlands
- Amsterdam Gastroenterology, Endocrinology & Metabolism; Endocrinology, metabolism & nutrition, Amsterdam UMC, Amsterdam, the Netherlands
- Amsterdam Cardiovascular Sciences, Diabetes & Metabolism, Amsterdam UMC, Amsterdam, the Netherlands
| | - Franklin L Nobrega
- School of Biological Sciences, University of Southampton, Southampton, UK
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Ulrich JU, Epping L, Pilz T, Walther B, Stingl K, Semmler T, Renard BY. Nanopore adaptive sampling effectively enriches bacterial plasmids. mSystems 2024; 9:e0094523. [PMID: 38376263 PMCID: PMC10949517 DOI: 10.1128/msystems.00945-23] [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: 09/04/2023] [Accepted: 01/23/2024] [Indexed: 02/21/2024] Open
Abstract
Bacterial plasmids play a major role in the spread of antibiotic resistance genes. However, their characterization via DNA sequencing suffers from the low abundance of plasmid DNA in those samples. Although sample preparation methods can enrich the proportion of plasmid DNA before sequencing, these methods are expensive and laborious, and they might introduce a bias by enriching only for specific plasmid DNA sequences. Nanopore adaptive sampling could overcome these issues by rejecting uninteresting DNA molecules during the sequencing process. In this study, we assess the application of adaptive sampling for the enrichment of low-abundant plasmids in known bacterial isolates using two different adaptive sampling tools. We show that a significant enrichment can be achieved even on expired flow cells. By applying adaptive sampling, we also improve the quality of de novo plasmid assemblies and reduce the sequencing time. However, our experiments also highlight issues with adaptive sampling if target and non-target sequences span similar regions. IMPORTANCE Antimicrobial resistance causes millions of deaths every year. Mobile genetic elements like bacterial plasmids are key drivers for the dissemination of antimicrobial resistance genes. This makes the characterization of plasmids via DNA sequencing an important tool for clinical microbiologists. Since plasmids are often underrepresented in bacterial samples, plasmid sequencing can be challenging and laborious. To accelerate the sequencing process, we evaluate nanopore adaptive sampling as an in silico method for the enrichment of low-abundant plasmids. Our results show the potential of this cost-efficient method for future plasmid research but also indicate issues that arise from using reference sequences.
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Affiliation(s)
- Jens-Uwe Ulrich
- Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany
- Department of Mathematics and Computer Science, Free University of Berlin, Berlin, Germany
- Phylogenomics Unit, Center for Artificial Intelligence in Public Health Research, Robert Koch Institute, Wildau, Germany
| | - Lennard Epping
- Genome Sequencing and Genomic Epidemiology, Robert Koch Institute, Berlin, Germany
| | - Tanja Pilz
- Genome Sequencing and Genomic Epidemiology, Robert Koch Institute, Berlin, Germany
| | - Birgit Walther
- Advanced Light and Electron Microscopy, Robert Koch Institute, Berlin, Germany
| | - Kerstin Stingl
- National Reference Laboratory for Campylobacter, Department of Biological Safety, German Federal Institute for Risk Assessment (BfR), Berlin, Germany
| | - Torsten Semmler
- Genome Sequencing and Genomic Epidemiology, Robert Koch Institute, Berlin, Germany
| | - Bernhard Y. Renard
- Hasso Plattner Institute, Digital Engineering Faculty, University of Potsdam, Potsdam, Germany
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Kläui A, Bütikofer U, Naskova J, Wagner E, Marti E. Fresh produce as a reservoir of antimicrobial resistance genes: A case study of Switzerland. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 907:167671. [PMID: 37813266 DOI: 10.1016/j.scitotenv.2023.167671] [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: 07/21/2023] [Revised: 10/03/2023] [Accepted: 10/06/2023] [Indexed: 10/11/2023]
Abstract
Antimicrobial resistance (AMR) can be transferred to humans through food and fresh produce can be an ideal vector as it is often consumed raw or minimally processed. The production environment of fresh produce and the agricultural practices and regulations can vary substantially worldwide, and consequently, the contamination sources of AMR. In this study, 75 imported and 75 non-imported fresh produce samples purchased from Swiss retailers were tested for the presence of antimicrobial resistant bacteria (ARB) and antimicrobial resistance genes (ARGs). Moreover, the plasmidome of 4 selected samples was sequenced to have an insight on the diversity of mobile resistome. In total, 91 ARB were isolated from fresh produce, mainly cephalosporin-resistant Enterobacterales (n = 64) and carbapenem-resistant P. aeruginosa (n = 13). All P. aeruginosa, as well as 16 Enterobacterales' isolates were multidrug-resistant. No differences between imported and Swiss fresh produce were found regarding the number of ARB. In 95 % of samples at least one ARG was detected, being the most frequent sul1, blaTEM, and ermB. Abundance of sul1 and intI1 correlated strongly with the total amount of ARGs, suggesting they could be good indicators for AMR in fresh produce. Furthermore, sul1 correlated with the fecal marker yccT, indicating that fecal contamination could be one of the sources of AMR. The gene sulI was significantly higher in most imported samples, suggesting higher anthropogenic contamination in the food production chain of imported produce. The analyses of the plasmidome of coriander and carrot samples revealed the presence of several ARGs as well as genes conferring resistance to antiseptics and disinfectants in mobile genetic elements. Overall, this study demonstrated that fresh produce contributes to the dissemination of ARGs and ARB.
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Affiliation(s)
- Anita Kläui
- Food Microbial Systems, Agroscope, Schwarzenburgstrasse 161, 3003 Bern, Switzerland
| | - Ueli Bütikofer
- Food Microbial Systems, Agroscope, Schwarzenburgstrasse 161, 3003 Bern, Switzerland
| | - Javorka Naskova
- Food Microbial Systems, Agroscope, Schwarzenburgstrasse 161, 3003 Bern, Switzerland
| | - Elvira Wagner
- Food Microbial Systems, Agroscope, Schwarzenburgstrasse 161, 3003 Bern, Switzerland
| | - Elisabet Marti
- Food Microbial Systems, Agroscope, Schwarzenburgstrasse 161, 3003 Bern, Switzerland.
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Moraïs S, Mazor M, Tovar-Herrera O, Zehavi T, Zorea A, Ifrach M, Bogumil D, Brandis A, Walter J, Elia N, Gur E, Mizrahi I. Plasmid-encoded toxin defence mediates mutualistic microbial interactions. Nat Microbiol 2024; 9:108-119. [PMID: 38151647 PMCID: PMC10769881 DOI: 10.1038/s41564-023-01521-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Accepted: 10/11/2023] [Indexed: 12/29/2023]
Abstract
Gut environments harbour dense microbial ecosystems in which plasmids are widely distributed. Plasmids facilitate the exchange of genetic material among microorganisms while enabling the transfer of a diverse array of accessory functions. However, their precise impact on microbial community composition and function remains largely unexplored. Here we identify a prevalent bacterial toxin and a plasmid-encoded resistance mechanism that mediates the interaction between Lactobacilli and Enterococci. This plasmid is widespread across ecosystems, including the rumen and human gut microbiota. Biochemical characterization of the plasmid revealed a defence mechanism against reuterin, a toxin produced by various gut microbes, such as Limosilactobacillus reuteri. Using a targeted metabolomic approach, we find reuterin to be prevalent across rumen ecosystems with impacts on microbial community structure. Enterococcus strains carrying the protective plasmid were isolated and their interactions with L. reuteri, the toxin producer, were studied in vitro. Interestingly, we found that by conferring resistance against reuterin, the plasmid mediates metabolic exchange between the defending and the attacking microbial species, resulting in a beneficial relationship or mutualism. Hence, we reveal here an ecological role for a plasmid-coded defence system in mediating a beneficial interaction.
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Affiliation(s)
- Sarah Moraïs
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Michael Mazor
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Omar Tovar-Herrera
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Tamar Zehavi
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Alvah Zorea
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Morya Ifrach
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - David Bogumil
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Alexander Brandis
- Life Sciences Core Facilities, Weizmann Institute of Science, Rehovot, Israel
| | - Jens Walter
- Department of Medicine, University College Cork, Cork, Ireland
| | - Natalie Elia
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Eyal Gur
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Be'er Sheva, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Itzhak Mizrahi
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Be'er Sheva, Israel.
- Department of Life Sciences, Ben-Gurion University of the Negev, Be'er Sheva, Israel.
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Be'er Sheva, Israel.
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5
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Androsiuk L, Shay T, Tal S. Characterization of the Environmental Plasmidome of the Red Sea. Microbiol Spectr 2023; 11:e0040023. [PMID: 37395658 PMCID: PMC10434023 DOI: 10.1128/spectrum.00400-23] [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: 01/26/2023] [Accepted: 06/13/2023] [Indexed: 07/04/2023] Open
Abstract
Plasmids contribute to microbial diversity and adaptation, providing microorganisms with the ability to thrive in a wide range of conditions in extreme environments. However, while the number of marine microbiome studies is constantly increasing, very little is known about marine plasmids, and they are very poorly represented in public databases. To extend the repertoire of environmental marine plasmids, we established a pipeline for the de novo assembly of plasmids in the marine environment by analyzing available microbiome metagenomic sequencing data. By applying the pipeline to data from the Red Sea, we identified 362 plasmid candidates. We showed that the distribution of plasmids corresponds to environmental conditions, particularly, depth, temperature, and physical location. At least 7 of the 362 candidates are most probably real plasmids, based on a functional analysis of their open reading frames (ORFs). Only one of the seven has been described previously. Three plasmids were identified in other public marine metagenomic data from different locations all over the world; these plasmids contained different cassettes of functional genes at each location. Analysis of antibiotic and metal resistance genes revealed that the same positions that were enriched with genes encoding resistance to antibiotics were also enriched with resistance to metals, suggesting that plasmids contribute site-dependent phenotypic modules to their ecological niches. Finally, half of the ORFs (50.8%) could not be assigned to a function, emphasizing the untapped potential of the unique marine plasmids to provide proteins with multiple novel functions. IMPORTANCE Marine plasmids are understudied and hence underrepresented in databases. Plasmid functional annotation and characterization is complicated but, if successful, may provide a pool of novel genes and unknown functions. Newly discovered plasmids and their functional repertoire are potentially valuable tools for predicting the dissemination of antimicrobial resistance, providing vectors for molecular cloning and an understanding of plasmid-bacterial interactions in various environments.
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Affiliation(s)
- Lucy Androsiuk
- Israel Oceanographic & Limnological Research Ltd., National Center for Mariculture, Eilat, Israel
- Marine Biology and Biotechnology Program, Department of Life Sciences, Ben-Gurion University of the Negev, Eilat, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Tal Shay
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Shay Tal
- Israel Oceanographic & Limnological Research Ltd., National Center for Mariculture, Eilat, Israel
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6
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Sánchez-Salazar AM, Taparia T, Olesen AK, Acuña JJ, Sørensen SJ, Jorquera MA. An overview of plasmid transfer in the plant microbiome. Plasmid 2023; 127:102695. [PMID: 37295540 DOI: 10.1016/j.plasmid.2023.102695] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 05/31/2023] [Accepted: 06/01/2023] [Indexed: 06/12/2023]
Abstract
Plant microbiomes are pivotal for healthy plant physiological development. Microbes live in complex co-association with plant hosts, and interactions within these microbial communities vary with plant genotype, plant compartment, phenological stage, and soil properties, among others. Plant microbiomes also harbor a substantial and diverse pool of mobile genes encoded on plasmids. Several plasmid functions attributed to plant-associated bacteria are relatively poorly understood. Additionally, the role of plasmids in disseminating genetic traits within plant compartments is not well known. Here, we present the current knowledge on the occurrence, diversity, function, and transfer of plasmids in plant microbiomes, emphasizing the factors that could modulate gene transfer in-planta. We also describe the role of the plant microbiome as a plasmid reservoir and the dissemination of its genetic material. We include a brief discussion on the current methodological limitations in studying plasmid transfer within plant microbiomes. This information could be useful to elucidate the dynamics of the bacterial gene pools, the adaptations different organisms have made, and variations in bacterial populations that might have never been described before, particularly in complex microbial communities associated with plants in natural and anthropogenic impacted environments.
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Affiliation(s)
- Angela M Sánchez-Salazar
- Programa de Doctorado en Ciencias de Recursos Naturales, Facultad de Ingeniería y Ciencia, Universidad de La Frontera, Av. Francisco Salazar, 01145 Temuco, Chile; Laboratorio de Ecología Microbiana Aplicada, Departamento de Ciencias Químicas y Recursos Naturales, Universidad de La Frontera, Av. Francisco Salazar, 01145 Temuco, Chile
| | - Tanvi Taparia
- Section for Microbiology, Department of Biology, University of Copenhagen, Universitetsparken 15 Bldg 1, 2100 Copenhagen, Denmark
| | - Asmus K Olesen
- Section for Microbiology, Department of Biology, University of Copenhagen, Universitetsparken 15 Bldg 1, 2100 Copenhagen, Denmark
| | - Jacquelinne J Acuña
- Laboratorio de Ecología Microbiana Aplicada, Departamento de Ciencias Químicas y Recursos Naturales, Universidad de La Frontera, Av. Francisco Salazar, 01145 Temuco, Chile; The Network for Extreme Environment Research (NEXER), Scientific and Technological Bioresource Nucleus, Universidad de La Frontera, Av. Francisco Salazar, 01145 Temuco, Chile
| | - Søren J Sørensen
- Section for Microbiology, Department of Biology, University of Copenhagen, Universitetsparken 15 Bldg 1, 2100 Copenhagen, Denmark.
| | - Milko A Jorquera
- Laboratorio de Ecología Microbiana Aplicada, Departamento de Ciencias Químicas y Recursos Naturales, Universidad de La Frontera, Av. Francisco Salazar, 01145 Temuco, Chile; The Network for Extreme Environment Research (NEXER), Scientific and Technological Bioresource Nucleus, Universidad de La Frontera, Av. Francisco Salazar, 01145 Temuco, Chile.
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7
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Meng M, Li Y, Yao H. Plasmid-Mediated Transfer of Antibiotic Resistance Genes in Soil. Antibiotics (Basel) 2022; 11:antibiotics11040525. [PMID: 35453275 PMCID: PMC9024699 DOI: 10.3390/antibiotics11040525] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 04/09/2022] [Accepted: 04/13/2022] [Indexed: 12/18/2022] Open
Abstract
Due to selective pressure from the widespread use of antibiotics, antibiotic resistance genes (ARGs) are found in human hosts, plants, and animals and virtually all natural environments. Their migration and transmission in different environmental media are often more harmful than antibiotics themselves. ARGs mainly move between different microorganisms through a variety of mobile genetic elements (MGEs), such as plasmids and phages. The soil environment is regarded as the most microbially active biosphere on the Earth’s surface and is closely related to human activities. With the increase in human activity, soils are becoming increasingly contaminated with antibiotics and ARGs. Soil plasmids play an important role in this process. This paper reviews the current scenario of plasmid-mediated migration and transmission of ARGs in natural environments and under different antibiotic selection pressures, summarizes the current methods of plasmid extraction and analysis, and briefly introduces the mechanism of plasmid splice transfer using the F factor as an example. However, as the global spread of drug-resistant bacteria has increased and the knowledge of MGEs improves, the contribution of soil plasmids to resistance gene transmission needs to be further investigated. The prevalence of multidrug-resistant bacteria has also made the effective prevention of the transmission of resistance genes through the plasmid-bacteria pathway a major research priority.
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Affiliation(s)
- Miaoling Meng
- Research Center for Environmental Ecology and Engineering, School of Environmental Ecology and Biological Engineering, Wuhan Institute of Technology, Wuhan 430073, China;
| | - Yaying Li
- Key Laboratory of Urban Environment and Health, Ningbo Observation and Research Station, Institute of Urban Environment, Chinese Academy of Sciences, Xiamen 361021, China;
- Zhejiang Key Laboratory of Urban Environmental Processes and Pollution Control, CAS Haixi Industrial Technology Innovation Center in Beilun, Ningbo 315830, China
| | - Huaiying Yao
- Research Center for Environmental Ecology and Engineering, School of Environmental Ecology and Biological Engineering, Wuhan Institute of Technology, Wuhan 430073, China;
- Key Laboratory of Urban Environment and Health, Ningbo Observation and Research Station, Institute of Urban Environment, Chinese Academy of Sciences, Xiamen 361021, China;
- Zhejiang Key Laboratory of Urban Environmental Processes and Pollution Control, CAS Haixi Industrial Technology Innovation Center in Beilun, Ningbo 315830, China
- Correspondence: ; Tel.: +86-0574-8678-4812
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8
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Long range PCR reveals the genetic cargo of IncP-1 plasmids in the complex microbial community of an on-farm biopurification system treating pesticide contaminated wastewater. Appl Environ Microbiol 2021; 88:e0164821. [PMID: 34878814 DOI: 10.1128/aem.01648-21] [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
Promiscuous plasmids like IncP-1 plasmids play an important role in the bacterial adaptation to pollution by acquiring and distributing xenobiotic catabolic genes. However, most information comes from isolates and the role of plasmids in governing community-wide bacterial adaptation to xenobiotics and other adaptive forces is not fully understood. Current information on the contribution of IncP-1 plasmids in community adaptation is limited because methods are lacking that directly isolate and identify the plasmid borne adaptive functions in whole-community DNA. In this study, we optimized long range PCR to directly access and identify the cargo carried by IncP-1 plasmids in environmental DNA. The DNA between the IncP-1 backbone genes trbP and traC, a main insertion site of adaptive trait determinants, is amplified and its content analysed by high-throughput sequencing. The method was applied to DNA of an on-farm biopurification system (BPS), treating pesticide contaminated wastewater, to examine whether horizontal gene exchange of catabolic functions by IncP-1 plasmids is a main driver of community adaptation in BPS. The cargo recovered from BPS community DNA, encoded catabolic but also resistance traits and various other (un)known functions. Unexpectedly, catabolic traits composed only a minor fraction of the cargo, indicating that the IncP-1 region between trbP and traC is not a major contributor to catabolic adaptation of the BPS microbiome. Instead, it contains a functionally diverse set of genes which either may assist biodegradation functions, be remnants of random gene recruitment, or confer other crucial functions for proliferation in the BPS environment. IMPORTANCE This study presents a long range PCR for direct and cultivation-independent access to the identity of the cargo of a major insertion hot spot of adaptive genes in IncP-1 plasmids and hence a new mobilome tool for understanding the role of IncP-1 plasmids in complex communities. The method was applied to DNA of an on-farm biopurification system (BPS) treating pesticide-contaminated wastewater, aiming at new insights on whether horizontal exchange of catabolic functions by IncP-1 plasmids is a main driver of community adaptation in BPS. Unexpectedly, catabolic functions represented a small fraction of the cargo genes while multiple other gene functions were recovered. These results show that the cargo of the target insertion hot spot in IncP-1 plasmids in a community, not necessarily relates to the main selective trait imposed on that community. Instead these functions might contribute to adaptation to unknown selective forces or represent remnants of random gene recruitment.
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Pellow D, Zorea A, Probst M, Furman O, Segal A, Mizrahi I, Shamir R. SCAPP: an algorithm for improved plasmid assembly in metagenomes. MICROBIOME 2021; 9:144. [PMID: 34172093 PMCID: PMC8228940 DOI: 10.1186/s40168-021-01068-z] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Accepted: 04/01/2021] [Indexed: 05/28/2023]
Abstract
BACKGROUND Metagenomic sequencing has led to the identification and assembly of many new bacterial genome sequences. These bacteria often contain plasmids: usually small, circular double-stranded DNA molecules that may transfer across bacterial species and confer antibiotic resistance. These plasmids are generally less studied and understood than their bacterial hosts. Part of the reason for this is insufficient computational tools enabling the analysis of plasmids in metagenomic samples. RESULTS We developed SCAPP (Sequence Contents-Aware Plasmid Peeler)-an algorithm and tool to assemble plasmid sequences from metagenomic sequencing. SCAPP builds on some key ideas from the Recycler algorithm while improving plasmid assemblies by integrating biological knowledge about plasmids. We compared the performance of SCAPP to Recycler and metaplasmidSPAdes on simulated metagenomes, real human gut microbiome samples, and a human gut plasmidome dataset that we generated. We also created plasmidome and metagenome data from the same cow rumen sample and used the parallel sequencing data to create a novel assessment procedure. Overall, SCAPP outperformed Recycler and metaplasmidSPAdes across this wide range of datasets. CONCLUSIONS SCAPP is an easy to use Python package that enables the assembly of full plasmid sequences from metagenomic samples. It outperformed existing metagenomic plasmid assemblers in most cases and assembled novel and clinically relevant plasmids in samples we generated such as a human gut plasmidome. SCAPP is open-source software available from: https://github.com/Shamir-Lab/SCAPP . Video abstract.
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Affiliation(s)
- David Pellow
- Blavatnik School of Computer Science, Tel Aviv University, Tel Aviv, 6997801 Israel
| | - Alvah Zorea
- Department of Life Sciences, Ben-Gurion University of the Negev and the National Institute for Biotechnology in the Negev, Beer-Sheva, 8410501 Israel
| | - Maraike Probst
- Institute of Microbiology, University of Innsbruck, Innsbruck, A-6020 Austria
| | - Ori Furman
- Department of Life Sciences, Ben-Gurion University of the Negev and the National Institute for Biotechnology in the Negev, Beer-Sheva, 8410501 Israel
| | - Arik Segal
- Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, 8410501 Israel
- Soroka University Medical Center, Beer-Sheva, 8410501 Israel
| | - Itzhak Mizrahi
- Department of Life Sciences, Ben-Gurion University of the Negev and the National Institute for Biotechnology in the Negev, Beer-Sheva, 8410501 Israel
| | - Ron Shamir
- Blavatnik School of Computer Science, Tel Aviv University, Tel Aviv, 6997801 Israel
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10
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Alanin KWS, Jørgensen TS, Browne PD, Petersen B, Riber L, Kot W, Hansen LH. An improved direct metamobilome approach increases the detection of larger-sized circular elements across kingdoms. Plasmid 2021; 115:102576. [PMID: 33872684 DOI: 10.1016/j.plasmid.2021.102576] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Revised: 04/12/2021] [Accepted: 04/12/2021] [Indexed: 10/21/2022]
Abstract
Mobile genetic elements (MGEs) are instrumental in natural prokaryotic genome editing, permitting genome plasticity and allowing microbes to accumulate genetic diversity. MGEs serve as a vast communal gene pool and include DNA elements such as plasmids and bacteriophages (phages) among others. These mobile DNA elements represent a human health risk as they can introduce new traits, such as antibiotic resistance or virulence, to a bacterial strain. Sequencing libraries targeting environmental circular MGEs, referred to as metamobilomes, may broaden our current understanding of the mechanisms behind the mobility, prevalence and content of these elements. However, metamobilomics is affected by a severe bias towards small circular elements, introduced by multiple displacement amplification (MDA). MDA is typically used to overcome limiting DNA quantities after the removal of non-circular DNA during library preparations. By examining the relationship between sequencing coverage and the size of circular MGEs in paired metamobilome datasets with and without MDA, we show that larger circular elements are lost when using MDA. This study is the first to systematically demonstrate that MDA is detrimental to detecting larger-sized plasmids if small plasmids are present. It is also the first to show that MDA can be omitted when using enzyme-based DNA fragmentation and PCR in library preparation kits such as Nextera XT® from Illumina.
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Affiliation(s)
- Katrine Wacenius Skov Alanin
- Department of Environmental Science, Aarhus University, Roskilde, Denmark; Department of Plant and Environmental Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Tue Sparholt Jørgensen
- Department of Environmental Science, Aarhus University, Roskilde, Denmark; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby, Denmark; Department of Science and Environment, Roskilde University, Denmark
| | - Patrick Denis Browne
- Department of Environmental Science, Aarhus University, Roskilde, Denmark; Department of Plant and Environmental Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Bent Petersen
- Globe Institute, Faculty of Health and Biomedical Sciences, University of Copenhagen, Copenhagen, Denmark; Centre of Excellence for Omics-Driven Computational Biodiscovery (COMBio), Faculty of Applied Sciences, AIMST University, Kedah, Malaysia
| | - Leise Riber
- Department of Biology, Functional Genomics, University of Copenhagen, Copenhagen, Denmark
| | - Witold Kot
- Department of Environmental Science, Aarhus University, Roskilde, Denmark; Department of Plant and Environmental Sciences, University of Copenhagen, Copenhagen, Denmark.
| | - Lars Hestbjerg Hansen
- Department of Environmental Science, Aarhus University, Roskilde, Denmark; Department of Plant and Environmental Sciences, University of Copenhagen, Copenhagen, Denmark.
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11
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Blake KS, Choi J, Dantas G. Approaches for characterizing and tracking hospital-associated multidrug-resistant bacteria. Cell Mol Life Sci 2021; 78:2585-2606. [PMID: 33582841 PMCID: PMC8005480 DOI: 10.1007/s00018-020-03717-2] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2020] [Revised: 10/26/2020] [Accepted: 11/17/2020] [Indexed: 12/24/2022]
Abstract
Hospital-associated infections are a major concern for global public health. Infections with antibiotic-resistant pathogens can cause empiric treatment failure, and for infections with multidrug-resistant bacteria which can overcome antibiotics of "last resort" there exists no alternative treatments. Despite extensive sanitization protocols, the hospital environment is a potent reservoir and vector of antibiotic-resistant organisms. Pathogens can persist on hospital surfaces and plumbing for months to years, acquire new antibiotic resistance genes by horizontal gene transfer, and initiate outbreaks of hospital-associated infections by spreading to patients via healthcare workers and visitors. Advancements in next-generation sequencing of bacterial genomes and metagenomes have expanded our ability to (1) identify species and track distinct strains, (2) comprehensively profile antibiotic resistance genes, and (3) resolve the mobile elements that facilitate intra- and intercellular gene transfer. This information can, in turn, be used to characterize the population dynamics of hospital-associated microbiota, track outbreaks to their environmental reservoirs, and inform future interventions. This review provides a detailed overview of the approaches and bioinformatic tools available to study isolates and metagenomes of hospital-associated bacteria, and their multi-layered networks of transmission.
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Affiliation(s)
- Kevin S Blake
- The Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, 63110, USA.
| | - JooHee Choi
- The Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Gautam Dantas
- The Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, 63110, USA.
- Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, MO, 63110, USA.
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA.
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, 63130, USA.
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12
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Oliveira V, Polónia ARM, Cleary DFR, Huang YM, de Voogd NJ, da Rocha UN, Gomes NCM. Characterization of putative circular plasmids in sponge-associated bacterial communities using a selective multiply-primed rolling circle amplification. Mol Ecol Resour 2021; 21:110-121. [PMID: 32866335 DOI: 10.1111/1755-0998.13248] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2020] [Revised: 07/22/2020] [Accepted: 08/14/2020] [Indexed: 11/28/2022]
Abstract
Plasmid transfers among bacterial populations can directly influence the ecological adaptation of these populations and their interactions with host species and environment. In this study, we developed a selective multiply-primed rolling circle amplification (smRCA) approach to enrich and characterize circular plasmid DNA from sponge microbial symbionts via high-throughput sequencing (HTS). DNA (plasmid and total community DNA) obtained from sponge (Cinachyrella sp.) samples and a bacterial symbiont (Vibrio sp. CyArs1) isolated from the same sponge species (carrying unknown plasmids) were used to develop and validate our methodology. The smRCA was performed during 16 hr with 141 plasmid-specific primers covering all known circular plasmid groups. The amplified products were purified and subjected to a reamplification with random hexamer primers (2 hr) and then sequenced using Illumina MiSeq. The developed method resulted in the successful amplification and characterization of the sponge plasmidome and allowed us to detect plasmids associated with the bacterial symbiont Vibrio sp. CyArs1 in the sponge host. In addition to this, a large number of small (<2 kbp) and cryptic plasmids were also amplified in sponge samples. Functional analysis identified proteins involved in the control of plasmid partitioning, maintenance and replication. However, most plasmids contained unknown genes, which could potentially serve as a resource of unknown genetic information and novel replication systems. Overall, our results indicate that the smRCA-HTS approach developed here was able to selectively enrich and characterize plasmids from bacterial isolates and sponge host microbial communities, including plasmids larger than 20 kbp.
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Affiliation(s)
- Vanessa Oliveira
- Department of Biology and Centre for Environmental and Marine Studies (CESAM), University of Aveiro, Aveiro, Portugal
| | - Ana R M Polónia
- Department of Biology and Centre for Environmental and Marine Studies (CESAM), University of Aveiro, Aveiro, Portugal
| | - Daniel F R Cleary
- Department of Biology and Centre for Environmental and Marine Studies (CESAM), University of Aveiro, Aveiro, Portugal
| | - Yusheng M Huang
- Tropical Island Sustainable Development Research Center, National Penghu University of Science and Technology, Magong City Penghu, Taiwan
- Department of Marine Recreation, National Penghu University of Science and Technology, Magong City Penghu, Taiwan
| | - Nicole J de Voogd
- Marine Biodiversity, Naturalis Biodiversity Center, Leiden, The Netherlands
- Institute of Environmental Sciences (CML), Leiden University, Leiden, The Netherlands
| | - Ulisses N da Rocha
- Department of Environmental Microbiology, Helmholtz Centre for Environmental Research-UFZ, Leipzig, Germany
| | - Newton C M Gomes
- Department of Biology and Centre for Environmental and Marine Studies (CESAM), University of Aveiro, Aveiro, Portugal
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13
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Carr VR, Shkoporov A, Hill C, Mullany P, Moyes DL. Probing the Mobilome: Discoveries in the Dynamic Microbiome. Trends Microbiol 2020; 29:158-170. [PMID: 32448763 DOI: 10.1016/j.tim.2020.05.003] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Revised: 04/30/2020] [Accepted: 05/05/2020] [Indexed: 02/06/2023]
Abstract
There has been an explosion of metagenomic data representing human, animal, and environmental microbiomes. This provides an unprecedented opportunity for comparative and longitudinal studies of many functional aspects of the microbiome that go beyond taxonomic classification, such as profiling genetic determinants of antimicrobial resistance, interactions with the host, potentially clinically relevant functions, and the role of mobile genetic elements (MGEs). One of the most important but least studied of these aspects are the MGEs, collectively referred to as the 'mobilome'. Here we elaborate on the benefits and limitations of using different metagenomic protocols, discuss the relative merits of various sequencing technologies, and highlight relevant bioinformatics tools and pipelines to predict the presence of MGEs and their microbial hosts.
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Affiliation(s)
- Victoria R Carr
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral and Craniofacial Sciences, King's College London, London, UK; The Alan Turing Institute, British Library, London, UK.
| | - Andrey Shkoporov
- APC Microbiome Ireland, School of Microbiology, University College Cork, Cork, Ireland
| | - Colin Hill
- APC Microbiome Ireland, School of Microbiology, University College Cork, Cork, Ireland
| | - Peter Mullany
- Eastman Dental Institute, University College London, London, UK
| | - David L Moyes
- Centre for Host-Microbiome Interactions, Faculty of Dentistry, Oral and Craniofacial Sciences, King's College London, London, UK.
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14
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Brown Kav A, Rozov R, Bogumil D, Sørensen SJ, Hansen LH, Benhar I, Halperin E, Shamir R, Mizrahi I. Unravelling plasmidome distribution and interaction with its hosting microbiome. Environ Microbiol 2019; 22:32-44. [DOI: 10.1111/1462-2920.14813] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2019] [Revised: 09/24/2019] [Accepted: 09/28/2019] [Indexed: 11/29/2022]
Affiliation(s)
- Aya Brown Kav
- Faculty of Natural Sciences, Department of Life Sciences, The National Institute for Biotechnology in the NegevBen‐Gurion University of the Negev, P.O.B. 653 Beer‐Sheva, Building 41, Room 228 Beer‐Sheva Israel
- School of Molecular Cell Biology and BiotechnologyTel Aviv University Tel Aviv Israel
| | - Roye Rozov
- Blavatnik School of Computer ScienceTel Aviv University Tel Aviv Israel
| | - David Bogumil
- Faculty of Natural Sciences, Department of Life Sciences, The National Institute for Biotechnology in the NegevBen‐Gurion University of the Negev, P.O.B. 653 Beer‐Sheva, Building 41, Room 228 Beer‐Sheva Israel
| | | | - Lars Hestbjerg Hansen
- Department of Plant and Environmental SciencesUniversity of Copenhagen Frederiksberg Denmark
| | - Itai Benhar
- School of Molecular Cell Biology and BiotechnologyTel Aviv University Tel Aviv Israel
| | - Eran Halperin
- School of Molecular Cell Biology and BiotechnologyTel Aviv University Tel Aviv Israel
- Blavatnik School of Computer ScienceTel Aviv University Tel Aviv Israel
- Departments of Computer Science, Computational MedicineHuman Genetics, Anesthesiology and Perioperative Medicine, University of California Los Angeles California
| | - Ron Shamir
- Blavatnik School of Computer ScienceTel Aviv University Tel Aviv Israel
| | - Itzhak Mizrahi
- Faculty of Natural Sciences, Department of Life Sciences, The National Institute for Biotechnology in the NegevBen‐Gurion University of the Negev, P.O.B. 653 Beer‐Sheva, Building 41, Room 228 Beer‐Sheva Israel
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15
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Mukhtar S, Ahmad S, Bashir A, Mehnaz S, Mirza MS, Malik KA. Identification of plasmid encoded osmoregulatory genes from halophilic bacteria isolated from the rhizosphere of halophytes. Microbiol Res 2019; 228:126307. [DOI: 10.1016/j.micres.2019.126307] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2019] [Revised: 07/25/2019] [Accepted: 08/02/2019] [Indexed: 12/27/2022]
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16
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Krawczyk PS, Lipinski L, Dziembowski A. PlasFlow: predicting plasmid sequences in metagenomic data using genome signatures. Nucleic Acids Res 2019; 46:e35. [PMID: 29346586 PMCID: PMC5887522 DOI: 10.1093/nar/gkx1321] [Citation(s) in RCA: 306] [Impact Index Per Article: 51.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2017] [Accepted: 12/28/2017] [Indexed: 12/14/2022] Open
Abstract
Plasmids are mobile genetics elements that play an important role in the environmental adaptation of microorganisms. Although plasmids are usually analyzed in cultured microorganisms, there is a need for methods that allow for the analysis of pools of plasmids (plasmidomes) in environmental samples. To that end, several molecular biology and bioinformatics methods have been developed; however, they are limited to environments with low diversity and cannot recover large plasmids. Here, we present PlasFlow, a novel tool based on genomic signatures that employs a neural network approach for identification of bacterial plasmid sequences in environmental samples. PlasFlow can recover plasmid sequences from assembled metagenomes without any prior knowledge of the taxonomical or functional composition of samples with an accuracy up to 96%. It can also recover sequences of both circular and linear plasmids and can perform initial taxonomical classification of sequences. Compared to other currently available tools, PlasFlow demonstrated significantly better performance on test datasets. Analysis of two samples from heavy metal-contaminated microbial mats revealed that plasmids may constitute an important fraction of their metagenomes and carry genes involved in heavy-metal homeostasis, proving the pivotal role of plasmids in microorganism adaptation to environmental conditions.
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Affiliation(s)
- Pawel S Krawczyk
- Institute of Biochemistry and Biophysics, Polish Academy of Sciences, Pawinskiego 5a, 02-106 Warsaw, Poland.,Department of Genetics and Biotechnology, Faculty of Biology, University of Warsaw, Pawinskiego 5a, 02-106 Warsaw, Poland
| | - Leszek Lipinski
- Institute of Biochemistry and Biophysics, Polish Academy of Sciences, Pawinskiego 5a, 02-106 Warsaw, Poland
| | - Andrzej Dziembowski
- Institute of Biochemistry and Biophysics, Polish Academy of Sciences, Pawinskiego 5a, 02-106 Warsaw, Poland.,Department of Genetics and Biotechnology, Faculty of Biology, University of Warsaw, Pawinskiego 5a, 02-106 Warsaw, Poland
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17
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Large Circular Plasmids from Groundwater Plasmidomes Span Multiple Incompatibility Groups and Are Enriched in Multimetal Resistance Genes. mBio 2019; 10:mBio.02899-18. [PMID: 30808697 PMCID: PMC6391923 DOI: 10.1128/mbio.02899-18] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Naturally occurring plasmids constitute a major category of mobile genetic elements responsible for harboring and transferring genes important in survival and fitness. A targeted evaluation of plasmidomes can reveal unique adaptations required by microbial communities. We developed a model system to optimize plasmid DNA isolation procedures targeted to groundwater samples which are typically characterized by low cell density (and likely variations in the plasmid size and copy numbers). The optimized method resulted in successful identification of several hundred circular plasmids, including some large plasmids (11 plasmids more than 50 kb in size, with the largest being 1.7 Mb in size). Several interesting observations were made from the analysis of plasmid DNA isolated in this study. The plasmid pool (plasmidome) was more conserved than the corresponding microbiome distribution (16S rRNA based). The circular plasmids were diverse as represented by the presence of seven plasmid incompatibility groups. The genes carried on these groundwater plasmids were highly enriched in metal resistance. Results from this study confirmed that traits such as metal, antibiotic, and phage resistance along with toxin-antitoxin systems are encoded on abundant circular plasmids, all of which could confer novel and advantageous traits to their hosts. This study confirms the ecological role of the plasmidome in maintaining the latent capacity of a microbiome, enabling rapid adaptation to environmental stresses.IMPORTANCE Plasmidomes have been typically studied in environments abundant in bacteria, and this is the first study to explore plasmids from an environment characterized by low cell density. We specifically target groundwater, a significant source of water for human/agriculture use. We used samples from a well-studied site and identified hundreds of circular plasmids, including one of the largest sizes reported in plasmidome studies. The striking similarity of the plasmid-borne ORFs in terms of taxonomical and functional classifications across several samples suggests a conserved plasmid pool, in contrast to the observed variability in the 16S rRNA-based microbiome distribution. Additionally, the stress response to environmental factors has stronger conservation via plasmid-borne genes as marked by abundance of metal resistance genes. Last, identification of novel and diverse plasmids enriches the existing plasmid database(s) and serves as a paradigm to increase the repertoire of biological parts that are available for modifying novel environmental strains.
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18
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Delaney S, Murphy R, Walsh F. A Comparison of Methods for the Extraction of Plasmids Capable of Conferring Antibiotic Resistance in a Human Pathogen From Complex Broiler Cecal Samples. Front Microbiol 2018; 9:1731. [PMID: 30150971 PMCID: PMC6100392 DOI: 10.3389/fmicb.2018.01731] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Accepted: 07/11/2018] [Indexed: 01/28/2023] Open
Abstract
The direct extraction of plasmid DNA containing antibiotic resistance genes from complex samples is imperative when studying plasmid-mediated antibiotic resistance from a One Health perspective, in order to obtain a wide representation of all the resistance plasmids present in these microbial communities. There are also relatively few bacterial species from natural environments which can be cultured in vitro. Extracting plasmids from the cultivable fraction of these complex microbiomes may only represent a fraction of the total antibiotic resistance plasmids present. We compared different methods of plasmid extraction from broiler cecal samples, whose resistance could be expressed in a human pathogen—Escherichia coli. We found that kits designed for DNA extraction from complex samples such as soil or feces did not extract intact plasmid DNA. Commercial kits specific for plasmid extraction were also generally unsuccessful, most likely due to the complexity of our sample and intended use of the kits with bacterial culture. An alkaline lysis method specific for plasmid extraction was ineffective, even with further optimization. Transposon-aided capture of plasmids (TRACA) allowed for the acquirement of a small range of resistance plasmids. Multiple displacement amplification provided the broadest range of resistance plasmids by amplifying all extracted circular plasmid DNA, but the results were not reproducible across all samples. Exogenous plasmid isolation enabled the extraction of resistance plasmids from the microbial fraction by relying on the mobility of the plasmids in the sample. This was the most consistent method from which we obtained a range of resistance plasmids from our samples. We therefore recommend the use of the exogenous plasmid isolation method in order to reliably obtain the greatest representation of the total antibiotic resistance plasmidome in complex samples. While this method has limitations, it is one which will vastly increase our current knowledge of antibiotic resistance plasmids present in complex environments and which are capable of transferring to a human and animal pathogen and environmental contaminant.
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Affiliation(s)
- Sarah Delaney
- Antimicrobial Resistance and Microbiome Research Group, Department of Biology, Maynooth University, Maynooth, Ireland.,Alltech European Bioscience Centre, Dunboyne, Ireland
| | | | - Fiona Walsh
- Antimicrobial Resistance and Microbiome Research Group, Department of Biology, Maynooth University, Maynooth, Ireland
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19
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A framework and an algorithm to detect low-abundance DNA by a handy sequencer and a palm-sized computer. Bioinformatics 2018; 35:584-592. [DOI: 10.1093/bioinformatics/bty663] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2018] [Revised: 07/03/2018] [Accepted: 07/23/2018] [Indexed: 02/04/2023] Open
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20
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Rozov R, Brown Kav A, Bogumil D, Shterzer N, Halperin E, Mizrahi I, Shamir R. Recycler: an algorithm for detecting plasmids from de novo assembly graphs. Bioinformatics 2017; 33:475-482. [PMID: 28003256 PMCID: PMC5408804 DOI: 10.1093/bioinformatics/btw651] [Citation(s) in RCA: 79] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2016] [Accepted: 10/09/2016] [Indexed: 12/16/2022] Open
Abstract
Motivation Plasmids and other mobile elements are central contributors to microbial evolution and genome innovation. Recently, they have been found to have important roles in antibiotic resistance and in affecting production of metabolites used in industrial and agricultural applications. However, their characterization through deep sequencing remains challenging, in spite of rapid drops in cost and throughput increases for sequencing. Here, we attempt to ameliorate this situation by introducing a new circular element assembly algorithm, leveraging assembly graphs provided by a conventional de novo assembler and alignments of paired-end reads to assemble cyclic sequences likely to be plasmids, phages and other circular elements. Results We introduce Recycler, the first tool that can extract complete circular contigs from sequence data of isolate microbial genomes, plasmidome and metagenome sequence data. We show that Recycler greatly increases the number of true plasmids recovered relative to other approaches while remaining highly accurate. We demonstrate this trend via simulations of plasmidomes, comparisons of predictions with reference data for isolate samples, and assessments of annotation accuracy on metagenome data. In addition, we provide validation by DNA amplification of 77 plasmids predicted by Recycler from the different sequenced samples in which Recycler showed mean accuracy of 89% across all data types—isolate, microbiome and plasmidome. Availability and Implementation Recycler is available at http://github.com/Shamir-Lab/Recycler Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Roye Rozov
- Blavatnik School of Computer Science, Tel-Aviv University, Tel Aviv, Israel
| | - Aya Brown Kav
- The Department of Life Sciences & the National Institute for Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - David Bogumil
- The Department of Life Sciences & the National Institute for Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Naama Shterzer
- The Department of Life Sciences & the National Institute for Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Eran Halperin
- Blavatnik School of Computer Science, Tel-Aviv University, Tel Aviv, Israel.,Molecular Microbiology and Biotechnology Department, Tel-Aviv University, Tel Aviv, Israel.,International Computer Science Institute, Berkeley, CA, USA
| | - Itzhak Mizrahi
- The Department of Life Sciences & the National Institute for Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Ron Shamir
- Blavatnik School of Computer Science, Tel-Aviv University, Tel Aviv, Israel
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21
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Martini MC, Wibberg D, Lozano M, Torres Tejerizo G, Albicoro FJ, Jaenicke S, van Elsas JD, Petroni A, Garcillán-Barcia MP, de la Cruz F, Schlüter A, Pühler A, Pistorio M, Lagares A, Del Papa MF. Genomics of high molecular weight plasmids isolated from an on-farm biopurification system. Sci Rep 2016; 6:28284. [PMID: 27321040 PMCID: PMC4913263 DOI: 10.1038/srep28284] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2016] [Accepted: 05/31/2016] [Indexed: 12/02/2022] Open
Abstract
The use of biopurification systems (BPS) constitutes an efficient strategy to eliminate pesticides from polluted wastewaters from farm activities. BPS environments contain a high microbial density and diversity facilitating the exchange of information among bacteria, mediated by mobile genetic elements (MGEs), which play a key role in bacterial adaptation and evolution in such environments. Here we sequenced and characterized high-molecular-weight plasmids from a bacterial collection of an on-farm BPS. The high-throughput-sequencing of the plasmid pool yielded a total of several Mb sequence information. Assembly of the sequence data resulted in six complete replicons. Using in silico analyses we identified plasmid replication genes whose encoding proteins represent 13 different Pfam families, as well as proteins involved in plasmid conjugation, indicating a large diversity of plasmid replicons and suggesting the occurrence of horizontal gene transfer (HGT) events within the habitat analyzed. In addition, genes conferring resistance to 10 classes of antimicrobial compounds and those encoding enzymes potentially involved in pesticide and aromatic hydrocarbon degradation were found. Global analysis of the plasmid pool suggest that the analyzed BPS represents a key environment for further studies addressing the dissemination of MGEs carrying catabolic genes and pathway assembly regarding degradation capabilities.
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Affiliation(s)
- María C Martini
- Instituto de Biotecnología y Biología Molecular (IBBM), CONICET- Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Calles 47 y 115 (1900) La Plata, Argentina
| | - Daniel Wibberg
- Center for Biotechnology (CeBiTec), Bielefeld University, Institute for Genome Research and Systems Biology, D-33615 Bielefeld, Germany
| | - Mauricio Lozano
- Instituto de Biotecnología y Biología Molecular (IBBM), CONICET- Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Calles 47 y 115 (1900) La Plata, Argentina
| | - Gonzalo Torres Tejerizo
- Instituto de Biotecnología y Biología Molecular (IBBM), CONICET- Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Calles 47 y 115 (1900) La Plata, Argentina
| | - Francisco J Albicoro
- Instituto de Biotecnología y Biología Molecular (IBBM), CONICET- Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Calles 47 y 115 (1900) La Plata, Argentina
| | - Sebastian Jaenicke
- Center for Biotechnology (CeBiTec), Bielefeld University, Institute for Genome Research and Systems Biology, D-33615 Bielefeld, Germany
| | | | - Alejandro Petroni
- Servicio Antimicrobianos, Departamento de Bacteriología, Instituto Nacional de Enfermedades Infecciosas-ANLIS Dr. Carlos G. Malbrán, Buenos Aires, Argentina
| | - M Pilar Garcillán-Barcia
- Instituto de Biomedicina y Biotecnología de Cantabria (IBBTEC), Universidad de Cantabria-Consejo Superior de Investigaciones Científicas (CSIC), 39011 Santander, Spain
| | - Fernando de la Cruz
- Instituto de Biomedicina y Biotecnología de Cantabria (IBBTEC), Universidad de Cantabria-Consejo Superior de Investigaciones Científicas (CSIC), 39011 Santander, Spain
| | - Andreas Schlüter
- Center for Biotechnology (CeBiTec), Bielefeld University, Institute for Genome Research and Systems Biology, D-33615 Bielefeld, Germany
| | - Alfred Pühler
- Center for Biotechnology (CeBiTec), Bielefeld University, Institute for Genome Research and Systems Biology, D-33615 Bielefeld, Germany
| | - Mariano Pistorio
- Instituto de Biotecnología y Biología Molecular (IBBM), CONICET- Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Calles 47 y 115 (1900) La Plata, Argentina
| | - Antonio Lagares
- Instituto de Biotecnología y Biología Molecular (IBBM), CONICET- Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Calles 47 y 115 (1900) La Plata, Argentina
| | - María F Del Papa
- Instituto de Biotecnología y Biología Molecular (IBBM), CONICET- Departamento de Ciencias Biológicas, Facultad de Ciencias Exactas, Universidad Nacional de La Plata, Calles 47 y 115 (1900) La Plata, Argentina
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22
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Kaplan E, Sela N, Doron-Faigenboim A, Navon-Venezia S, Jurkevitch E, Cytryn E. Genomic and Functional Characterization of qnr-Encoding Plasmids from Municipal Wastewater Biosolid Klebsiella pneumoniae Isolates. Front Microbiol 2015; 6:1354. [PMID: 26696974 PMCID: PMC4672061 DOI: 10.3389/fmicb.2015.01354] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2015] [Accepted: 11/16/2015] [Indexed: 11/13/2022] Open
Abstract
Municipal wastewater treatment facilities are considered to be “hotspots” for antibiotic resistance, since they conjoin high densities of environmental and fecal bacteria with selective pressure in the form of sub-therapeutic concentrations of antibiotics. Discharged effluents and biosolids from these facilities can disseminate antibiotic resistant genes to terrestrial and aquatic environments, potentially contributing to the increasing global trend in antibiotic resistance. This phenomenon is especially pertinent when resistance genes are associated with mobile genetic elements such as conjugative plasmids, which can be transferred between bacterial phyla. Fluoroquinolones are among the most abundant antibiotic compounds detected in wastewater treatment facilities, especially in biosolids, where due to their hydrophobic properties they accumulate to concentrations that may exceed 40 mg/L. Although fluoroquinolone resistance is traditionally associated with mutations in the gyrA/topoisomerase IV genes, there is increasing evidence of plasmid-mediated quinolone resistance, which is primarily encoded on qnr genes. In this study, we sequenced seven qnr-harboring plasmids from a diverse collection of Klebsiella strains, isolated from dewatered biosolids from a large wastewater treatment facility in Israel. One of the plasmids, termed pKPSH-11XL was a large (185.4 kbp), multi-drug resistance, IncF-type plasmid that harbored qnrB and 10 additional antibiotic resistance genes that conferred resistance to five different antibiotic families. It was highly similar to the pKPN3-like plasmid family that has been detected in multidrug resistant clinical Klebsiella isolates. In contrast, the six additional plasmids were much smaller (7–9 Kbp) and harbored a qnrS -type gene. These plasmids were highly similar to each other and closely resembled pGNB2, a plasmid isolated from a German wastewater treatment facility. Comparative genome analyses of pKPSH-11XL and other pKPN3-like plasmids concomitant to phylogenetic analysis of housekeeping genes from host Klebsiella strains, revealed that these plasmids are limited to a predominantly human-associated sub-clade of Klebsiella, suggesting that their host range is very narrow. Conversely, the pGNB2-like plasmids had a much broader host range and appeared to be associated with Klebsiella residing in natural environments. This study suggests that: (A) qnrB-harboring multidrug-resistant pKPN3-like plasmids can endure the rigorous wastewater treatment process and may therefore be disseminated to downstream environments; and (B) that small qnrS-harboring pGNB2-like plasmids are ubiquitous in wastewater treatment facilities and are most likely environmental in origin.
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Affiliation(s)
- Ella Kaplan
- Department of Soil Chemistry, Plant Nutrition and Microbiology, Institute of Soil, Water and Environmental Sciences, The Volcani Center, Agricultural Research Organization Beit Dagan, Israel ; Department of Agroecology and Plant Health, The Robert H. Smith Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem Rehovot, Israel
| | - Noa Sela
- Department of Soil Chemistry, Plant Nutrition and Microbiology, Institute of Soil, Water and Environmental Sciences, The Volcani Center, Agricultural Research Organization Beit Dagan, Israel
| | - Adi Doron-Faigenboim
- Department of Soil Chemistry, Plant Nutrition and Microbiology, Institute of Soil, Water and Environmental Sciences, The Volcani Center, Agricultural Research Organization Beit Dagan, Israel ; Department of Plant Pathology, The Volcani Center, Agricultural Research Organization Beit Dagan, Israel
| | | | - Edouard Jurkevitch
- Department of Agroecology and Plant Health, The Robert H. Smith Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem Rehovot, Israel
| | - Eddie Cytryn
- Department of Soil Chemistry, Plant Nutrition and Microbiology, Institute of Soil, Water and Environmental Sciences, The Volcani Center, Agricultural Research Organization Beit Dagan, Israel
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23
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Dib JR, Wagenknecht M, Farías ME, Meinhardt F. Strategies and approaches in plasmidome studies-uncovering plasmid diversity disregarding of linear elements? Front Microbiol 2015; 6:463. [PMID: 26074886 PMCID: PMC4443254 DOI: 10.3389/fmicb.2015.00463] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2014] [Accepted: 04/28/2015] [Indexed: 01/01/2023] Open
Abstract
The term plasmid was originally coined for circular, extrachromosomal genetic elements. Today, plasmids are widely recognized not only as important factors facilitating genome restructuring but also as vehicles for the dissemination of beneficial characters within bacterial communities. Plasmid diversity has been uncovered by means of culture-dependent or -independent approaches, such as endogenous or exogenous plasmid isolation as well as PCR-based detection or transposon-aided capture, respectively. High-throughput-sequencing made possible to cover total plasmid populations in a given environment, i.e., the plasmidome, and allowed to address the quality and significance of self-replicating genetic elements. Since such efforts were and still are rather restricted to circular molecules, here we put equal emphasis on the linear plasmids which—despite their frequent occurrence in a large number of bacteria—are largely neglected in prevalent plasmidome conceptions.
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Affiliation(s)
- Julián R Dib
- Planta Piloto de Procesos Industriales Microbiológicos-Consejo Nacional de Investigaciones Científicas y Técnicas , Tucumán, Argentina ; Institut für Molekulare Mikrobiologie und Biotechnologie, Westfälische Wilhelms-Universität Münster , Münster, Germany ; Instituto de Microbiología, Facultad de Bioquímica, Química y Farmacia, Universidad Nacional de Tucumán , Tucumán, Argentina
| | - Martin Wagenknecht
- Institut für Molekulare Mikrobiologie und Biotechnologie, Westfälische Wilhelms-Universität Münster , Münster, Germany ; Institut für Biologie und Biotechnologie der Pflanzen, Westfälische Wilhelms-Universität Münster , Münster, Germany
| | - María E Farías
- Planta Piloto de Procesos Industriales Microbiológicos-Consejo Nacional de Investigaciones Científicas y Técnicas , Tucumán, Argentina
| | - Friedhelm Meinhardt
- Institut für Molekulare Mikrobiologie und Biotechnologie, Westfälische Wilhelms-Universität Münster , Münster, Germany
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24
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Abstract
In this minireview, we examine horizontal gene transfer (HGT) events in the mammalian gastrointestinal tract and their role in the evolutionary adaptation of microorganisms to the gut environment. We explore the notion of the mammalian gut as a melting pot of genetic exchange, resulting in the large extent of HGT occurrence.
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Affiliation(s)
- N Shterzer
- Department of Ruminant Sciences, Institute of Animal Science, Agricultural Research Organization, P.O. Box 6, Bet-Dagan 50250, Israel.,Department of Ruminant Sciences, Institute of Animal Science, Agricultural Research Organization, P.O. Box 6, Bet-Dagan 50250, Israel
| | - I Mizrahi
- Department of Ruminant Sciences, Institute of Animal Science, Agricultural Research Organization, P.O. Box 6, Bet-Dagan 50250, Israel.,Department of Ruminant Sciences, Institute of Animal Science, Agricultural Research Organization, P.O. Box 6, Bet-Dagan 50250, Israel
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25
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Shintani M, Sanchez ZK, Kimbara K. Genomics of microbial plasmids: classification and identification based on replication and transfer systems and host taxonomy. Front Microbiol 2015; 6:242. [PMID: 25873913 PMCID: PMC4379921 DOI: 10.3389/fmicb.2015.00242] [Citation(s) in RCA: 188] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2014] [Accepted: 03/12/2015] [Indexed: 12/21/2022] Open
Abstract
Plasmids are important "vehicles" for the communication of genetic information between bacteria. The exchange of plasmids transmits pathogenically and environmentally relevant traits to the host bacteria, promoting their rapid evolution and adaptation to various environments. Over the past six decades, a large number of plasmids have been identified and isolated from different microbes. With the revolution of sequencing technology, more than 4600 complete sequences of plasmids found in bacteria, archaea, and eukaryotes have been determined. The classification of a wide variety of plasmids is not only important to understand their features, host ranges, and microbial evolution but is also necessary to effectively use them as genetic tools for microbial engineering. This review summarizes the current situation of the classification of fully sequenced plasmids based on their host taxonomy and their features of replication and conjugative transfer. The majority of the fully sequenced plasmids are found in bacteria in the Proteobacteria, Firmicutes, Spirochaetes, Actinobacteria, Cyanobacteria and Euryarcheota phyla, and key features of each phylum are included. Recent advances in the identification of novel types of plasmids and plasmid transfer by culture-independent methods using samples from natural environments are also discussed.
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Affiliation(s)
- Masaki Shintani
- Department of Applied Chemistry and Biochemical Engineering, Graduate School of Engineering, Shizuoka University Shizuoka, Japan ; Department of Bioscience, Graduate School of Science and Technology, Shizuoka University Shizuoka, Japan
| | - Zoe K Sanchez
- Department of Applied Chemistry and Biochemical Engineering, Graduate School of Engineering, Shizuoka University Shizuoka, Japan
| | - Kazuhide Kimbara
- Department of Applied Chemistry and Biochemical Engineering, Graduate School of Engineering, Shizuoka University Shizuoka, Japan
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26
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Jørgensen TS, Kiil AS, Hansen MA, Sørensen SJ, Hansen LH. Current strategies for mobilome research. Front Microbiol 2015; 5:750. [PMID: 25657641 PMCID: PMC4302988 DOI: 10.3389/fmicb.2014.00750] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2014] [Accepted: 12/10/2014] [Indexed: 11/30/2022] Open
Abstract
Mobile genetic elements (MGEs) are pivotal for bacterial evolution and adaptation, allowing shuffling of genes even between distantly related bacterial species. The study of these elements is biologically interesting as the mode of genetic propagation is kaleidoscopic and important, as MGEs are the main vehicles of the increasing bacterial antibiotic resistance that causes thousands of human deaths each year. The study of MGEs has previously focused on plasmids from individual isolates, but the revolution in sequencing technology has allowed the study of mobile genomic elements of entire communities using metagenomic approaches. The problem in using metagenomic sequencing for the study of MGEs is that plasmids and other mobile elements only comprise a small fraction of the total genetic content that are difficult to separate from chromosomal DNA based on sequence alone. The distinction between plasmid and chromosome is important as the mobility and regulation of genes largely depend on their genetic context. Several different approaches have been proposed that specifically enrich plasmid DNA from community samples. Here, we review recent approaches used to study entire plasmid pools from complex environments, and point out possible future developments for and pitfalls of these approaches. Further, we discuss the use of the PacBio long-read sequencing technology for MGE discovery.
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Affiliation(s)
- Tue S Jørgensen
- Section of Microbiology, Department of Biology, University of Copenhagen Copenhagen, Denmark
| | - Anne S Kiil
- Section of Microbiology, Department of Biology, University of Copenhagen Copenhagen, Denmark
| | - Martin A Hansen
- Section of Microbiology, Department of Biology, University of Copenhagen Copenhagen, Denmark
| | - Søren J Sørensen
- Section of Microbiology, Department of Biology, University of Copenhagen Copenhagen, Denmark
| | - Lars H Hansen
- Section of Microbiology, Department of Biology, University of Copenhagen Copenhagen, Denmark ; Environmental Microbiology and Biotechnology, Department of Environmental Science, Aarhus University Roskilde, Denmark
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27
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Wang WL, Xu SY, Ren ZG, Tao L, Jiang JW, Zheng SS. Application of metagenomics in the human gut microbiome. World J Gastroenterol 2015; 21:803-814. [PMID: 25624713 PMCID: PMC4299332 DOI: 10.3748/wjg.v21.i3.803] [Citation(s) in RCA: 222] [Impact Index Per Article: 22.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2014] [Revised: 09/30/2014] [Accepted: 11/11/2014] [Indexed: 02/06/2023] Open
Abstract
There are more than 1000 microbial species living in the complex human intestine. The gut microbial community plays an important role in protecting the host against pathogenic microbes, modulating immunity, regulating metabolic processes, and is even regarded as an endocrine organ. However, traditional culture methods are very limited for identifying microbes. With the application of molecular biologic technology in the field of the intestinal microbiome, especially metagenomic sequencing of the next-generation sequencing technology, progress has been made in the study of the human intestinal microbiome. Metagenomics can be used to study intestinal microbiome diversity and dysbiosis, as well as its relationship to health and disease. Moreover, functional metagenomics can identify novel functional genes, microbial pathways, antibiotic resistance genes, functional dysbiosis of the intestinal microbiome, and determine interactions and co-evolution between microbiota and host, though there are still some limitations. Metatranscriptomics, metaproteomics and metabolomics represent enormous complements to the understanding of the human gut microbiome. This review aims to demonstrate that metagenomics can be a powerful tool in studying the human gut microbiome with encouraging prospects. The limitations of metagenomics to be overcome are also discussed. Metatranscriptomics, metaproteomics and metabolomics in relation to the study of the human gut microbiome are also briefly discussed.
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28
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Norman A, Riber L, Luo W, Li LL, Hansen LH, Sørensen SJ. An improved method for including upper size range plasmids in metamobilomes. PLoS One 2014; 9:e104405. [PMID: 25116381 PMCID: PMC4130580 DOI: 10.1371/journal.pone.0104405] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2014] [Accepted: 07/14/2014] [Indexed: 12/24/2022] Open
Abstract
Two recently developed isolation methods have shown promise when recovering pure community plasmid DNA (metamobilomes/plasmidomes), which is useful in conducting culture-independent investigations into plasmid ecology. However, both methods employ multiple displacement amplification (MDA) to ensure suitable quantities of plasmid DNA for high-throughput sequencing. This study demonstrates that MDA greatly favors smaller circular DNA elements (<10 Kbp), which, in turn, leads to stark underrepresentation of upper size range plasmids (>10 Kbp). Throughout the study, we used two model plasmids, a 4.4 Kbp cloning vector (pBR322), and a 56 Kbp conjugative plasmid (pKJK10), to represent lower- and upper plasmid size ranges, respectively. Subjecting a mixture of these plasmids to the overall isolation protocol revealed a 34-fold over-amplification of pBR322 after MDA. To address this bias, we propose the addition of an electroelution step that separates different plasmid size ranges prior to MDA in order to reduce size-dependent competition during incubation. Subsequent analyses of metamobilome data from wastewater spiked with the model plasmids showed in silica recovery of pKJK10 to be very poor with the established method and a 1,300-fold overrepresentation of pBR322. Conversely, complete recovery of pKJK10 was enabled with the new modified protocol although considerable care must be taken during electroelution to minimize cross-contamination between samples. For further validation, non-spiked wastewater metamobilomes were mapped to more than 2,500 known plasmid genomes. This displayed an overall recovery of plasmids well into the upper size range (median size: 30 kilobases) with the modified protocol. Analysis of de novo assembled metamobilome data also suggested distinctly better recovery of larger plasmids, as gene functions associated with these plasmids, such as conjugation, was exclusively encoded in the data output generated through the modified protocol. Thus, with the suggested modification, access to a large uncharacterized pool of accessory elements that reside on medium-to-large plasmids has been improved.
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Affiliation(s)
- Anders Norman
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
- Department of Earth and Planetary Science, University of California, Berkeley, California, United States of America
| | - Leise Riber
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Wenting Luo
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Li Li Li
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Lars Hestbjerg Hansen
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
- Department of Environmental Science, Aarhus University, Roskilde, Denmark
- * E-mail:
| | - Søren Johannes Sørensen
- Section of Microbiology, Department of Biology, University of Copenhagen, Copenhagen, Denmark
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29
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Jørgensen TS, Xu Z, Hansen MA, Sørensen SJ, Hansen LH. Hundreds of circular novel plasmids and DNA elements identified in a rat cecum metamobilome. PLoS One 2014; 9:e87924. [PMID: 24503942 PMCID: PMC3913684 DOI: 10.1371/journal.pone.0087924] [Citation(s) in RCA: 81] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2013] [Accepted: 12/30/2013] [Indexed: 01/09/2023] Open
Abstract
Metagenomic approaches are widespread in microbiological research, but so far, the knowledge on extrachromosomal DNA diversity and composition has largely remained dependant on cultivating host organisms. Even with the emergence of metagenomics, complete circular sequences are rarely identified, and have required manual curation. We propose a robust in silico procedure for identifying complete small plasmids in metagenomic datasets from whole genome shotgun sequencing. From one very pure and exhaustively sequenced metamobilome from rat cecum, we identified a total of 616 circular sequences, 160 of which were carrying a gene with plasmid replication domain. Further homology analyses indicated that the majority of these plasmid sequences are novel. We confirmed the circularity of the complete plasmid candidates using an inverse-type PCR approach on a subset of sequences with 95% success, confirming the existence and length of discrete sequences. The implication of these findings is a broadened understanding of the traits of circular elements in nature and the possibility of massive data mining in existing metagenomic datasets to discover novel pools of complete plasmids thus vastly expanding the current plasmid database.
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Affiliation(s)
| | - Zhuofei Xu
- Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | | | | | - Lars Hestbjerg Hansen
- Department of Biology, University of Copenhagen, Copenhagen, Denmark
- Department of Environmental Science, Aarhus Universitet, Roskilde, Denmark
- * E-mail: (SJS); (LHH)
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