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Mendes Dos Santos MA, Dias LS, Ramirez Pavon JA, Viniski AE, Campos Souza CL, Pepato MA, Correa de Azevedo V, Teixeira Nunes MR, Slhessarenko RD. Regional mutations in CHIKV-ECSA genomes and detection of other viruses in the serum of acute febrile patients by a metagenomic approach in Mato Grosso, Central-Western Brazil, 2018. Virology 2022; 576:18-29. [PMID: 36126430 DOI: 10.1016/j.virol.2022.08.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 08/22/2022] [Accepted: 08/23/2022] [Indexed: 11/19/2022]
Abstract
Mato Grosso (MT) State is part of central western Brazil and has a tropical permissive environment that favors arbovirus outbreaks. A metagenomic approach was used to identify viral genomes in seven pools of serum from patients (n=65) with acute febrile disease. Seven chikungunya virus (CHIKV) genomes were determined, showing four amino acid changes found only in CHIKV genomes obtained in MT since 2018: nsP2:T31I, nsP3: A388V, E3:T201I and E3:H57R, in addition to other mutations in E1, nsP2 and nsP4. Six parvovirus B19 (B19V) genotype I genomes (4771-5131 nt) showed four aa alterations (NS1:N473D, R579Q; VP1:I716T; and 11 kDa:V44A) compared to most similar B19V from the USA. Coinfection between CHIKV and B19V was evidenced in 22/65 (33.8%) patients by RT‒PCR and PCR, respectively. Other viruses found in these pools include human pegivirus C, torque teno virus 3, an unclassified TTV and torque teno mini virus. Metagenomics represents a useful approach to detect viruses in the serum of acute febrile patients suspected of arbovirus disease.
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Affiliation(s)
- Marcelo Adriano Mendes Dos Santos
- Programa de Pós-Graduação em Ciências da Saúde, Faculdade de Medicina, Universidade Federal de Mato Grosso, Cuiabá, MT, Brazil; Faculdade de Medicina, Universidade do Estado de Mato Grosso, Cáceres, MT, Brazil
| | - Lucas Silva Dias
- Curso de Graduação em Medicina, Faculdade de Medicina, Universidade Federal de Mato Grosso, Cuiabá, MT, Brazil
| | - Janeth Aracely Ramirez Pavon
- Programa de Pós-Graduação em Ciências da Saúde, Faculdade de Medicina, Universidade Federal de Mato Grosso, Cuiabá, MT, Brazil
| | - Ana Elisa Viniski
- Laboratório Central do Estado de Mato Grosso, Secretaria Estadoual de Saúde, Cuiabá, MT, Brazil
| | | | - Marco Andrey Pepato
- Laboratório Central do Estado de Mato Grosso, Secretaria Estadoual de Saúde, Cuiabá, MT, Brazil; Hospital Universitário Júlio Muller, Universidade Federal de Mato Grosso, Cuiabá, MT, Brazil
| | | | | | - Renata Dezengrini Slhessarenko
- Programa de Pós-Graduação em Ciências da Saúde, Faculdade de Medicina, Universidade Federal de Mato Grosso, Cuiabá, MT, Brazil.
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2
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Liao J, Yang Z, He Y, Wei J, Ren L, Liu E, Zang N. Respiratory tract infection of fatal severe human bocavirus 1 in a 13-month-old child: A case report and literature review. Front Pediatr 2022; 10:949817. [PMID: 36605757 PMCID: PMC9808049 DOI: 10.3389/fped.2022.949817] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/21/2022] [Accepted: 11/29/2022] [Indexed: 12/24/2022] Open
Abstract
Human bocavirus 1 (HBoV1) belongs to the family Parvoviridae and it is acknowledged that HBoV1 is a respiratory pathogen. We report the case of a 13-month-old boy who presented with a cough, shortness of breath, and wheezing, and who eventually died of severe pneumonia and acute respiratory distress syndrome (ARDS). Metagenomics next-generation sequencing (mNGS) showed that HBoV1 was the only detected pathogen. The nasopharyngeal aspirate viral load was 2.08 × 1010 copies/ml and the serum viral load was 2.37 × 105 copies/ml. The child was still oxygen deficient under mechanical ventilation. Chest imaging suggested diffuse lesions in both lungs, an injury caused by ARDS. In this case, the clinical symptoms and signs of the child, the high viral load, viremia, and the detection of mNGS in the tracheal aspirate all supported that HBoV1 could cause severe acute respiratory tract infection in children without other pathogen infections.
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Affiliation(s)
- Jing Liao
- Department of Respiratory Medicine, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Zhongying Yang
- Department of Respiratory Medicine, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Yu He
- Department of Respiratory Medicine, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Jianhua Wei
- Department of Respiratory Medicine, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Luo Ren
- Department of Respiratory Medicine, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Enmei Liu
- Department of Respiratory Medicine, Children's Hospital of Chongqing Medical University, Chongqing, China
| | - Na Zang
- Department of Respiratory Medicine, Children's Hospital of Chongqing Medical University, Chongqing, China
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3
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Rational Design of Profile Hidden Markov Models for Viral Classification and Discovery. Bioinformatics 2021. [DOI: 10.36255/exonpublications.bioinformatics.2021.ch9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] Open
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4
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Atoni E, Zhao L, Karungu S, Obanda V, Agwanda B, Xia H, Yuan Z. The discovery and global distribution of novel mosquito-associated viruses in the last decade (2007-2017). Rev Med Virol 2019; 29:e2079. [PMID: 31410931 DOI: 10.1002/rmv.2079] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Revised: 07/10/2019] [Accepted: 07/23/2019] [Indexed: 01/21/2023]
Abstract
In the last decade, virus hunting and discovery has gained pace. This achievement has been driven by three major factors: (a) advancements in sequencing technologies, (b) scaled-up routine arbovirus surveillance strategies, and (c) the "hunt" for emerging pathogens and novel viruses. Many novel viruses have been discovered from a myriad of hosts, vectors, and environmental samples. To help promote understanding of the global diversity and distribution of mosquito-associated viruses and facilitate future studies, we review mosquito-associated viruses discovered between years 2007 and 2017, across the world. In the analyzed period, novel mosquito-associated viruses belonging to 25 families and a general group of unclassified viruses were categorized. The top three discovered novel mosquito-associated viruses belonged to families Flaviviridae (n=32), Rhabdoviridae (n=16), and Peribunyaviridae (n=14). Also, 67 unclassified viruses were reported. Majority of these novel viruses were identified from Culex spp, Anopheles spp, Aedes spp, and Mansonia spp mosquitoes, respectively. Notably, the number of these discovered novels is not representative of intercontinental virus diversity but rather is influenced by the number of studies done in the study period. Some of these newly discovered mosquito-associated viruses have medical significance, either directly or indirectly. For instance, in the study period, 14 novel mosquito-borne viruses that infect mammalian cells in vitro were reported. These viruses pose a danger to the global health security on emerging viral diseases. On the other hand, some of the newly discovered insect specific viruses described herein have potential application as future biocontrol and vaccine agents against known pathogenic arboviruses. Overall, this review outlines the crucial role played by mosquitoes as viral vectors in the global virosphere.
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Affiliation(s)
- Evans Atoni
- Key Laboratory of Special Pathogens, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Lu Zhao
- Key Laboratory of Special Pathogens, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Samuel Karungu
- Key Laboratory of Special Pathogens, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Vincent Obanda
- Veterinary Services Department, Kenya Wildlife Service, Nairobi, Kenya
| | | | - Han Xia
- Key Laboratory of Special Pathogens, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China
| | - Zhiming Yuan
- Key Laboratory of Special Pathogens, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China
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5
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Understanding and overcoming the pitfalls and biases of next-generation sequencing (NGS) methods for use in the routine clinical microbiological diagnostic laboratory. Eur J Clin Microbiol Infect Dis 2019; 38:1059-1070. [PMID: 30834996 PMCID: PMC6520317 DOI: 10.1007/s10096-019-03520-3] [Citation(s) in RCA: 120] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2018] [Accepted: 02/20/2019] [Indexed: 12/14/2022]
Abstract
Recent advancements in next-generation sequencing (NGS) have provided the foundation for modern studies into the composition of microbial communities. The use of these NGS methods allows for the detection and identification of (‘difficult-to-culture’) microorganisms using a culture-independent strategy. In the field of routine clinical diagnostics however, the application of NGS is currently limited to microbial strain typing for epidemiological purposes only, even though the implementation of NGS for microbial community analysis may yield clinically important information. This lack of NGS implementation is due to many different factors, including issues relating to NGS method standardization and result reproducibility. In this review article, the authors provide a general introduction to the most widely used NGS methods currently available (i.e., targeted amplicon sequencing and shotgun metagenomics) and the strengths and weaknesses of each method is discussed. The focus of the publication then shifts toward 16S rRNA gene NGS methods, which are currently the most cost-effective and widely used NGS methods for research purposes, and are therefore more likely to be successfully implemented into routine clinical diagnostics in the short term. In this respect, the experimental pitfalls and biases created at each step of the 16S rRNA gene NGS workflow are explained, as well as their potential solutions. Finally, a novel diagnostic microbiota profiling platform (‘MYcrobiota’) is introduced, which was developed by the authors by taking into consideration the pitfalls, biases, and solutions explained in this article. The development of the MYcrobiota, and future NGS methodologies, will help pave the way toward the successful implementation of NGS methodologies into routine clinical diagnostics.
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6
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Kruppa J, Jo WK, van der Vries E, Ludlow M, Osterhaus A, Baumgaertner W, Jung K. Virus detection in high-throughput sequencing data without a reference genome of the host. INFECTION GENETICS AND EVOLUTION 2018; 66:180-187. [DOI: 10.1016/j.meegid.2018.09.026] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Revised: 09/25/2018] [Accepted: 09/27/2018] [Indexed: 01/19/2023]
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7
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Molecular identification of Betacoronavirus in bats from Sardinia (Italy): first detection and phylogeny. Virus Genes 2018; 55:60-67. [PMID: 30426315 PMCID: PMC7089328 DOI: 10.1007/s11262-018-1614-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Accepted: 11/08/2018] [Indexed: 11/21/2022]
Abstract
Bats may be natural reservoirs for a large variety of emerging viruses, including mammalian coronaviruses (CoV). The recent emergence of severe acute respiratory syndrome-associated coronavirus (SARS-CoV) and Middle East respiratory syndrome coronavirus (MERS-CoV) in humans, with evidence that these viruses may have their ancestry in bats, highlights the importance of virus surveillance in bat populations. Here, we report the identification and molecular characterization of a bat β-Coronavirus, detected during a viral survey carried out on different bat species in the island of Sardinia (Italy). Cutaneous, oral swabs, and faecal samples were collected from 46 bats, belonging to 15 different species, and tested for viral presence. Coronavirus RNA was detected in faecal samples from three different species: the greater horseshoe bat (Rhinolophus ferrumequinum), the brown long-eared bat (Plecotus auritus), and the European free-tailed bat (Tadarida teniotis). Phylogenetic analyses based on RNA-dependent RNA polymerase (RdRp) sequences assigned the detected CoV to clade 2b within betacoronaviruses, clustering with SARS-like bat CoVs previously reported. These findings point to the need for continued surveillance of bat CoV circulating in Sardinian bats, and extend the current knowledge on CoV ecology with novel sequences detected in bat species not previously described as β-Coronavirus hosts.
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8
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Comparison of Different In Situ Hybridization Techniques for the Detection of Various RNA and DNA Viruses. Viruses 2018; 10:v10070384. [PMID: 30037026 PMCID: PMC6071121 DOI: 10.3390/v10070384] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Revised: 07/13/2018] [Accepted: 07/18/2018] [Indexed: 12/14/2022] Open
Abstract
In situ hybridization (ISH) is a technique to determine potential correlations between viruses and lesions. The aim of the study was to compare ISH techniques for the detection of various viruses in different tissues. Tested RNA viruses include atypical porcine pestivirus (APPV) in the cerebellum of pigs, equine and bovine hepacivirus (EqHV, BovHepV) in the liver of horses and cattle, respectively, and Schmallenberg virus (SBV) in the cerebrum of goats. Examined DNA viruses comprise canine bocavirus 2 (CBoV-2) in the intestine of dogs, porcine bocavirus (PBoV) in the spinal cord of pigs and porcine circovirus 2 (PCV-2) in cerebrum, lymph node, and lung of pigs. ISH with self-designed digoxigenin-labelled RNA probes revealed a positive signal for SBV, CBoV-2, and PCV-2, whereas it was lacking for APPV, BovHepV, EqHV, and PBoV. Commercially produced digoxigenin-labelled DNA probes detected CBoV-2 and PCV-2, but failed to detect PBoV. ISH with a commercially available fluorescent ISH (FISH)-RNA probe mix identified nucleic acids of all tested viruses. The detection rate and the cell-associated positive area using the FISH-RNA probe mix was highest compared to the results using other probes and protocols, representing a major benefit of this method. Nevertheless, there are differences in costs and procedure time.
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9
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Abstract
Coinfections involving viruses are being recognized to influence the disease pattern that occurs relative to that with single infection. Classically, we usually think of a clinical syndrome as the consequence of infection by a single virus that is isolated from clinical specimens. However, this biased laboratory approach omits detection of additional agents that could be contributing to the clinical outcome, including novel agents not usually considered pathogens. The presence of an additional agent may also interfere with the targeted isolation of a known virus. Viral interference, a phenomenon where one virus competitively suppresses replication of other coinfecting viruses, is the most common outcome of viral coinfections. In addition, coinfections can modulate virus virulence and cell death, thereby altering disease severity and epidemiology. Immunity to primary virus infection can also modulate immune responses to subsequent secondary infections. In this review, various virological mechanisms that determine viral persistence/exclusion during coinfections are discussed, and insights into the isolation/detection of multiple viruses are provided. We also discuss features of heterologous infections that impact the pattern of immune responsiveness that develops.
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10
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Nooij S, Schmitz D, Vennema H, Kroneman A, Koopmans MPG. Overview of Virus Metagenomic Classification Methods and Their Biological Applications. Front Microbiol 2018; 9:749. [PMID: 29740407 PMCID: PMC5924777 DOI: 10.3389/fmicb.2018.00749] [Citation(s) in RCA: 74] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2017] [Accepted: 04/03/2018] [Indexed: 12/20/2022] Open
Abstract
Metagenomics poses opportunities for clinical and public health virology applications by offering a way to assess complete taxonomic composition of a clinical sample in an unbiased way. However, the techniques required are complicated and analysis standards have yet to develop. This, together with the wealth of different tools and workflows that have been proposed, poses a barrier for new users. We evaluated 49 published computational classification workflows for virus metagenomics in a literature review. To this end, we described the methods of existing workflows by breaking them up into five general steps and assessed their ease-of-use and validation experiments. Performance scores of previous benchmarks were summarized and correlations between methods and performance were investigated. We indicate the potential suitability of the different workflows for (1) time-constrained diagnostics, (2) surveillance and outbreak source tracing, (3) detection of remote homologies (discovery), and (4) biodiversity studies. We provide two decision trees for virologists to help select a workflow for medical or biodiversity studies, as well as directions for future developments in clinical viral metagenomics.
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Affiliation(s)
- Sam Nooij
- Emerging and Endemic Viruses, Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands.,Viroscience Laboratory, Erasmus University Medical Centre, Rotterdam, Netherlands
| | - Dennis Schmitz
- Emerging and Endemic Viruses, Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands.,Viroscience Laboratory, Erasmus University Medical Centre, Rotterdam, Netherlands
| | - Harry Vennema
- Emerging and Endemic Viruses, Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
| | - Annelies Kroneman
- Emerging and Endemic Viruses, Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
| | - Marion P G Koopmans
- Emerging and Endemic Viruses, Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands.,Viroscience Laboratory, Erasmus University Medical Centre, Rotterdam, Netherlands
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11
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de Lara Pinto AZ, Santos de Carvalho M, de Melo FL, Ribeiro ALM, Morais Ribeiro B, Dezengrini Slhessarenko R. Novel viruses in salivary glands of mosquitoes from sylvatic Cerrado, Midwestern Brazil. PLoS One 2017; 12:e0187429. [PMID: 29117239 PMCID: PMC5678729 DOI: 10.1371/journal.pone.0187429] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2017] [Accepted: 10/19/2017] [Indexed: 12/22/2022] Open
Abstract
Viruses may represent the most diverse microorganisms on Earth. Novel viruses and variants continue to emerge. Mosquitoes are the most dangerous animals to humankind. This study aimed at identifying viral RNA diversity in salivary glands of mosquitoes captured in a sylvatic area of Cerrado at the Chapada dos Guimarães National Park, Mato Grosso, Brazil. In total, 66 Culicinae mosquitoes belonging to 16 species comprised 9 pools, subjected to viral RNA extraction, double-strand cDNA synthesis, random amplification and high-throughput sequencing, revealing the presence of seven insect-specific viruses, six of which represent new species of Rhabdoviridae (Lobeira virus), Chuviridae (Cumbaru and Croada viruses), Totiviridae (Murici virus) and Partitiviridae (Araticum and Angico viruses). In addition, two mosquito pools presented Kaiowa virus sequences that had already been reported in South Pantanal, Brazil. These findings amplify the understanding of viral diversity in wild-type Culicinae. Insect-specific viruses may present a broader diversity than previously imagined and future studies may address their possible role in mosquito vector competence.
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Affiliation(s)
- Andressa Zelenski de Lara Pinto
- Programa de Pós-Graduação em Ciências da Saúde, Faculdade de Medicina, Universidade Federal de Mato Grosso, Cuiabá, Mato Grosso, Brazil
| | - Michellen Santos de Carvalho
- Programa de Pós-Graduação em Ciências da Saúde, Faculdade de Medicina, Universidade Federal de Mato Grosso, Cuiabá, Mato Grosso, Brazil
| | - Fernando Lucas de Melo
- Departamento de Biologia Celular, Instituto de Ciências Biológicas, Universidade de Brasília, Brasília, Distrito Federal, Brazil
| | - Ana Lúcia Maria Ribeiro
- Departamento de Biologia e Zoologia, Instituto de Biociências, Universidade Federal de Mato Grosso, Cuiabá, Mato Grosso, Brazil
| | - Bergmann Morais Ribeiro
- Departamento de Biologia Celular, Instituto de Ciências Biológicas, Universidade de Brasília, Brasília, Distrito Federal, Brazil
| | - Renata Dezengrini Slhessarenko
- Programa de Pós-Graduação em Ciências da Saúde, Faculdade de Medicina, Universidade Federal de Mato Grosso, Cuiabá, Mato Grosso, Brazil
- * E-mail:
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12
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Lewandowska DW, Zagordi O, Geissberger FD, Kufner V, Schmutz S, Böni J, Metzner KJ, Trkola A, Huber M. Optimization and validation of sample preparation for metagenomic sequencing of viruses in clinical samples. MICROBIOME 2017; 5:94. [PMID: 28789678 PMCID: PMC5549297 DOI: 10.1186/s40168-017-0317-z] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2017] [Accepted: 07/25/2017] [Indexed: 05/18/2023]
Abstract
BACKGROUND Sequence-specific PCR is the most common approach for virus identification in diagnostic laboratories. However, as specific PCR only detects pre-defined targets, novel virus strains or viruses not included in routine test panels will be missed. Recently, advances in high-throughput sequencing allow for virus-sequence-independent identification of entire virus populations in clinical samples, yet standardized protocols are needed to allow broad application in clinical diagnostics. Here, we describe a comprehensive sample preparation protocol for high-throughput metagenomic virus sequencing using random amplification of total nucleic acids from clinical samples. RESULTS In order to optimize metagenomic sequencing for application in virus diagnostics, we tested different enrichment and amplification procedures on plasma samples spiked with RNA and DNA viruses. A protocol including filtration, nuclease digestion, and random amplification of RNA and DNA in separate reactions provided the best results, allowing reliable recovery of viral genomes and a good correlation of the relative number of sequencing reads with the virus input. We further validated our method by sequencing a multiplexed viral pathogen reagent containing a range of human viruses from different virus families. Our method proved successful in detecting the majority of the included viruses with high read numbers and compared well to other protocols in the field validated against the same reference reagent. Our sequencing protocol does work not only with plasma but also with other clinical samples such as urine and throat swabs. CONCLUSIONS The workflow for virus metagenomic sequencing that we established proved successful in detecting a variety of viruses in different clinical samples. Our protocol supplements existing virus-specific detection strategies providing opportunities to identify atypical and novel viruses commonly not accounted for in routine diagnostic panels.
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Affiliation(s)
- Dagmara W Lewandowska
- Institute of Medical Virology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland
| | - Osvaldo Zagordi
- Institute of Medical Virology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland
| | | | - Verena Kufner
- Institute of Medical Virology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland
| | - Stefan Schmutz
- Institute of Medical Virology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland
| | - Jürg Böni
- Institute of Medical Virology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland
| | - Karin J Metzner
- Institute of Medical Virology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland
- Department of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Rämistrasse 100, 8091, Zurich, Switzerland
| | - Alexandra Trkola
- Institute of Medical Virology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland
| | - Michael Huber
- Institute of Medical Virology, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland.
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13
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Abstract
Foodborne viral illness, resulting from the consumption of contaminated food or water containing pathogenic viruses, remains a major public health problem globally with substantial economic impact. Major challenges regarding recognizing, detecting, characterizing, and effectively responding to foodborne viral threats to health exist. Adequate health crisis management is largely dependent on early detection of potential public health threats, which is hampered by changing trends in disease outbreaks, from localized clusters of disease in confined populations to dispersed outbreaks with excellent opportunity for further transmission. In addition, no precise and consistent global baseline syndrome and diagnostic surveillance information exists. An integrated multidisciplinary approach with a combination of sustained pathogen syndrome and diagnostic surveillance, genomics-based, and standardized global analytical networks gathering clinical, epidemiological and genetic data alike would be required to understand the dynamics of foodborne viral infection and to mitigate potential effects of future threats. A huge global effort in virus syndrome and diagnostic surveillance may be justified in the light of global health impact in general, and timely with the development of new metagenomics tools that hold the promise of not only identifying viral pathogens, but possibly the complete microbiome in a single assay.
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14
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Abstract
Human and animal populations are increasingly confronted with emerging and re-emerging infections and often such infections are exchanged between these populations, e.g. through food. A more effective and uniform approach to the prevention of these microbial threats is essential. The technological advances in the next generation sequencing field and decreasing costs of these tests provide novel opportunities in understanding the dynamics of infection—even in real time—through the analysis of microbial genome diversity. The projected significant increase in whole (microbial) genome sequencing (WGS) will likely also enable a much better understanding of the pathogenesis of the infection and the molecular basis of the host response to infection. But the full potential of these advances will only transpire if the data in this area become transferable and thereby comparable, preferably in open-source systems. There is therefore an obvious need to develop a global system of whole microbial genome databases to aggregate, share, mine and use microbiological genomic data, to address global public health and clinical challenges, and most importantly to identify and diagnose infectious diseases. The global microbial identifier (GMI) initiative, aims to build a database of whole microbial genome sequencing data linked to relevant metadata, which can be used to identify microorganisms, their communities and the diseases they cause. It would be a platform for storing whole genome sequencing (WGS) data of microorganisms, for the identification of relevant genes and for the comparison of genomes to detect outbreaks and emerging pathogens. To harness the full potential of WGS, a shared global database of genomes linked to relevant metadata and the necessary software tools needs to be generated, hence the global microbial identifier (GMI) initiative. This tool will ideally be used in amongst others in the diagnosis of infectious diseases in humans and animals, in the identification of microorganisms in food and environment, and to track and trace microbial agents in all arenas globally. This will require standardization and extensive investments in computational analytical tools. In addition, the wider introduction of WGS in clinical diagnostics can accelerate developments in health care in many poor countries. This overview describes the growing network of stakeholders behind GMI, the contours of the database, and the IT structures needed to serve the GMI user community. It discusses what essentially can be done by a global GMI tool and how the GMI organization could help achieve these goals.
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Affiliation(s)
- Xiangyu Deng
- Center for Food Safety, University of Georgia, Griffin, Georgia USA
| | - Henk C. den Bakker
- Department of Animal and Food Sciences, Texas Tech University, Lubbock, Texas USA
| | - Rene S. Hendriksen
- National Food Institute, Technical University of Denmark, Copenhagen, Denmark
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15
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Alves JMP, de Oliveira AL, Sandberg TOM, Moreno-Gallego JL, de Toledo MAF, de Moura EMM, Oliveira LS, Durham AM, Mehnert DU, Zanotto PMDA, Reyes A, Gruber A. GenSeed-HMM: A Tool for Progressive Assembly Using Profile HMMs as Seeds and its Application in Alpavirinae Viral Discovery from Metagenomic Data. Front Microbiol 2016; 7:269. [PMID: 26973638 PMCID: PMC4777721 DOI: 10.3389/fmicb.2016.00269] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2015] [Accepted: 02/19/2016] [Indexed: 01/01/2023] Open
Abstract
This work reports the development of GenSeed-HMM, a program that implements seed-driven progressive assembly, an approach to reconstruct specific sequences from unassembled data, starting from short nucleotide or protein seed sequences or profile Hidden Markov Models (HMM). The program can use any one of a number of sequence assemblers. Assembly is performed in multiple steps and relatively few reads are used in each cycle, consequently the program demands low computational resources. As a proof-of-concept and to demonstrate the power of HMM-driven progressive assemblies, GenSeed-HMM was applied to metagenomic datasets in the search for diverse ssDNA bacteriophages from the recently described Alpavirinae subfamily. Profile HMMs were built using Alpavirinae-specific regions from multiple sequence alignments (MSA) using either the viral protein 1 (VP1; major capsid protein) or VP4 (genome replication initiation protein). These profile HMMs were used by GenSeed-HMM (running Newbler assembler) as seeds to reconstruct viral genomes from sequencing datasets of human fecal samples. All contigs obtained were annotated and taxonomically classified using similarity searches and phylogenetic analyses. The most specific profile HMM seed enabled the reconstruction of 45 partial or complete Alpavirinae genomic sequences. A comparison with conventional (global) assembly of the same original dataset, using Newbler in a standalone execution, revealed that GenSeed-HMM outperformed global genomic assembly in several metrics employed. This approach is capable of detecting organisms that have not been used in the construction of the profile HMM, which opens up the possibility of diagnosing novel viruses, without previous specific information, constituting a de novo diagnosis. Additional applications include, but are not limited to, the specific assembly of extrachromosomal elements such as plastid and mitochondrial genomes from metagenomic data. Profile HMM seeds can also be used to reconstruct specific protein coding genes for gene diversity studies, and to determine all possible gene variants present in a metagenomic sample. Such surveys could be useful to detect the emergence of drug-resistance variants in sensitive environments such as hospitals and animal production facilities, where antibiotics are regularly used. Finally, GenSeed-HMM can be used as an adjunct for gap closure on assembly finishing projects, by using multiple contig ends as anchored seeds.
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Affiliation(s)
- João M P Alves
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | - André L de Oliveira
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | - Tatiana O M Sandberg
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | | | - Marcelo A F de Toledo
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | - Elisabeth M M de Moura
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | - Liliane S Oliveira
- Department of Parasitology, Institute of Biomedical Sciences, University of São PauloSão Paulo, Brazil; Department of Computer Science, Institute of Mathematics and Statistics, University of São PauloSão Paulo, Brazil
| | - Alan M Durham
- Department of Computer Science, Institute of Mathematics and Statistics, University of São Paulo São Paulo, Brazil
| | - Dolores U Mehnert
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | - Paolo M de A Zanotto
- Department of Microbiology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
| | - Alejandro Reyes
- Department of Biological Sciences, Universidad de los AndesBogotá, Colombia; Center for Genome Sciences and Systems Biology, Department of Pathology and Immunology, Washington University in Saint LouisMO, USA
| | - Arthur Gruber
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo São Paulo, Brazil
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16
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Smits SL, Bodewes R, Ruiz-González A, Baumgärtner W, Koopmans MP, Osterhaus ADME, Schürch AC. Recovering full-length viral genomes from metagenomes. Front Microbiol 2015; 6:1069. [PMID: 26483782 PMCID: PMC4589665 DOI: 10.3389/fmicb.2015.01069] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2015] [Accepted: 09/17/2015] [Indexed: 12/17/2022] Open
Abstract
Infectious disease metagenomics is driven by the question: “what is causing the disease?” in contrast to classical metagenome studies which are guided by “what is out there?” In case of a novel virus, a first step to eventually establishing etiology can be to recover a full-length viral genome from a metagenomic sample. However, retrieval of a full-length genome of a divergent virus is technically challenging and can be time-consuming and costly. Here we discuss different assembly and fragment linkage strategies such as iterative assembly, motif searches, k-mer frequency profiling, coverage profile binning, and other strategies used to recover genomes of potential viral pathogens in a timely and cost-effective manner.
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Affiliation(s)
- Saskia L Smits
- Department of Viroscience, Erasmus Medical Center Rotterdam, Netherlands
| | - Rogier Bodewes
- Department of Viroscience, Erasmus Medical Center Rotterdam, Netherlands
| | - Aritz Ruiz-González
- Department of Zoology and Animal Cell Biology, University of the Basque Country (UPV/EHU) Vitoria-Gasteiz, Spain ; Systematics, Biogeography and Population Dynamics Research Group, Lascaray Research Center, University of the Basque Country (UPV/EHU) Vitoria-Gasteiz, Spain ; Conservation Genetics Laboratory, National Institute for Environmental Protection and Research Bologna, Italy
| | - Wolfgang Baumgärtner
- Department of Pathology, University of Veterinary Medicine Hannover Hannover, Germany
| | - Marion P Koopmans
- Department of Viroscience, Erasmus Medical Center Rotterdam, Netherlands ; Centre for Infectious Diseases Research, Diagnostics and Screening, National Institute for Public Health and the Environment Bilthoven, Netherlands
| | - Albert D M E Osterhaus
- Department of Viroscience, Erasmus Medical Center Rotterdam, Netherlands ; Center for Infection Medicine and Zoonoses Research Hannover, Germany
| | - Anita C Schürch
- Department of Viroscience, Erasmus Medical Center Rotterdam, Netherlands
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17
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Coughlan LM, Cotter PD, Hill C, Alvarez-Ordóñez A. Biotechnological applications of functional metagenomics in the food and pharmaceutical industries. Front Microbiol 2015; 6:672. [PMID: 26175729 PMCID: PMC4485178 DOI: 10.3389/fmicb.2015.00672] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2015] [Accepted: 06/19/2015] [Indexed: 12/31/2022] Open
Abstract
Microorganisms are found throughout nature, thriving in a vast range of environmental conditions. The majority of them are unculturable or difficult to culture by traditional methods. Metagenomics enables the study of all microorganisms, regardless of whether they can be cultured or not, through the analysis of genomic data obtained directly from an environmental sample, providing knowledge of the species present, and allowing the extraction of information regarding the functionality of microbial communities in their natural habitat. Function-based screenings, following the cloning and expression of metagenomic DNA in a heterologous host, can be applied to the discovery of novel proteins of industrial interest encoded by the genes of previously inaccessible microorganisms. Functional metagenomics has considerable potential in the food and pharmaceutical industries, where it can, for instance, aid (i) the identification of enzymes with desirable technological properties, capable of catalyzing novel reactions or replacing existing chemically synthesized catalysts which may be difficult or expensive to produce, and able to work under a wide range of environmental conditions encountered in food and pharmaceutical processing cycles including extreme conditions of temperature, pH, osmolarity, etc; (ii) the discovery of novel bioactives including antimicrobials active against microorganisms of concern both in food and medical settings; (iii) the investigation of industrial and societal issues such as antibiotic resistance development. This review article summarizes the state-of-the-art functional metagenomic methods available and discusses the potential of functional metagenomic approaches to mine as yet unexplored environments to discover novel genes with biotechnological application in the food and pharmaceutical industries.
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Affiliation(s)
| | - Paul D Cotter
- Teagasc Food Research Centre Cork, Ireland ; Alimentary Pharmabiotic Centre Cork, Ireland
| | - Colin Hill
- Alimentary Pharmabiotic Centre Cork, Ireland ; School of Microbiology, University College Cork Cork, Ireland
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18
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Moesker FM, van Kampen JJA, van der Eijk AA, van Rossum AMC, de Hoog M, Schutten M, Smits SL, Bodewes R, Osterhaus ADME, Fraaij PLA. Human bocavirus infection as a cause of severe acute respiratory tract infection in children. Clin Microbiol Infect 2015; 21:964.e1-8. [PMID: 26100374 PMCID: PMC7172568 DOI: 10.1016/j.cmi.2015.06.014] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2015] [Revised: 05/20/2015] [Accepted: 06/12/2015] [Indexed: 12/15/2022]
Abstract
In 2005 human bocavirus (HBoV) was discovered in respiratory tract samples of children. The role of HBoV as the single causative agent for respiratory tract infections remains unclear. Detection of HBoV in children with respiratory disease is frequently in combination with other viruses or bacteria. We set up an algorithm to study whether HBoV alone can cause severe acute respiratory tract infection (SARI) in children. The algorithm was developed to exclude cases with no other likely cause than HBoV for the need for admission to the paediatric intensive care unit (PICU) with SARI. We searched for other viruses by next-generation sequencing (NGS) in these cases and studied their HBoV viral loads. To benchmark our algorithm, the same was applied to respiratory syncytial virus (RSV)-positive patients. From our total group of 990 patients who tested positive for a respiratory virus by means of RT-PCR, HBoV and RSV were detected in 178 and 366 children admitted to our hospital. Forty-nine HBoV-positive patients and 72 RSV-positive patients were admitted to the PICU. We found seven single HBoV-infected cases with SARI admitted to PICU (7/49, 14%). They had no other detectable virus by NGS. They had much higher HBoV loads than other patients positive for HBoV. We identified 14 RSV-infected SARI patients with a single RSV infection (14/72, 19%). We conclude that our study provides strong support that HBoV can cause SARI in children in the absence of viral and bacterial co-infections.
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Affiliation(s)
- F M Moesker
- Department of Viroscience, Erasmus MC, Rotterdam, The Netherlands
| | - J J A van Kampen
- Department of Viroscience, Erasmus MC, Rotterdam, The Netherlands
| | - A A van der Eijk
- Department of Viroscience, Erasmus MC, Rotterdam, The Netherlands
| | | | - M de Hoog
- Department of Paediatrics, Paediatric Intensive Care Unit, Erasmus MC-Sophia, Rotterdam, The Netherlands
| | - M Schutten
- Department of Viroscience, Erasmus MC, Rotterdam, The Netherlands
| | - S L Smits
- Department of Viroscience, Erasmus MC, Rotterdam, The Netherlands
| | - R Bodewes
- Department of Viroscience, Erasmus MC, Rotterdam, The Netherlands
| | - A D M E Osterhaus
- Department of Viroscience, Erasmus MC, Rotterdam, The Netherlands; Research Center for Emerging Infections and Zoonoses, University of Veterinary Medicine, Hannover, Germany
| | - P L A Fraaij
- Department of Viroscience, Erasmus MC, Rotterdam, The Netherlands; Department of Paediatrics, The Netherlands.
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19
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Smits SL, Bodewes R, Ruiz-Gonzalez A, Baumgärtner W, Koopmans MP, Osterhaus ADME, Schürch AC. Assembly of viral genomes from metagenomes. Front Microbiol 2014; 5:714. [PMID: 25566226 PMCID: PMC4270193 DOI: 10.3389/fmicb.2014.00714] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2014] [Accepted: 11/30/2014] [Indexed: 11/20/2022] Open
Abstract
Viral infections remain a serious global health issue. Metagenomic approaches are increasingly used in the detection of novel viral pathogens but also to generate complete genomes of uncultivated viruses. In silico identification of complete viral genomes from sequence data would allow rapid phylogenetic characterization of these new viruses. Often, however, complete viral genomes are not recovered, but rather several distinct contigs derived from a single entity are, some of which have no sequence homology to any known proteins. De novo assembly of single viruses from a metagenome is challenging, not only because of the lack of a reference genome, but also because of intrapopulation variation and uneven or insufficient coverage. Here we explored different assembly algorithms, remote homology searches, genome-specific sequence motifs, k-mer frequency ranking, and coverage profile binning to detect and obtain viral target genomes from metagenomes. All methods were tested on 454-generated sequencing datasets containing three recently described RNA viruses with a relatively large genome which were divergent to previously known viruses from the viral families Rhabdoviridae and Coronaviridae. Depending on specific characteristics of the target virus and the metagenomic community, different assembly and in silico gap closure strategies were successful in obtaining near complete viral genomes.
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Affiliation(s)
- Saskia L. Smits
- Department of Viroscience, Erasmus Medical CenterRotterdam, Netherlands
- Viroclinics BiosciencesRotterdam, Netherlands
| | - Rogier Bodewes
- Department of Viroscience, Erasmus Medical CenterRotterdam, Netherlands
| | - Aritz Ruiz-Gonzalez
- Department of Zoology and Animal Cell Biology, University of the Basque Country (UPV/EHU)Vitoria-Gasteiz, Spain
- Systematics, Biogeography and Population Dynamics Research Group, Lascaray Research Center, University of the Basque Country (UPV/EHU)Vitoria-Gasteiz, Spain
- Conservation Genetics Laboratory, National Institute for Environmental Protection and Research (ISPRA)Bologna, Italy
| | - Wolfgang Baumgärtner
- Department of Pathology, University of Veterinary Medicine HannoverHannover, Germany
| | - Marion P. Koopmans
- Department of Viroscience, Erasmus Medical CenterRotterdam, Netherlands
- Centre for Infectious Diseases Research, Diagnostics and Screening, National Institute for Public Health and the EnvironmentBilthoven, Netherlands
| | - Albert D. M. E. Osterhaus
- Department of Viroscience, Erasmus Medical CenterRotterdam, Netherlands
- Viroclinics BiosciencesRotterdam, Netherlands
- Center for Infection Medicine and Zoonoses ResearchHannover, Germany
| | - Anita C. Schürch
- Department of Viroscience, Erasmus Medical CenterRotterdam, Netherlands
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20
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Exploring the potential of next-generation sequencing in detection of respiratory viruses. J Clin Microbiol 2014; 52:3722-30. [PMID: 25100822 DOI: 10.1128/jcm.01641-14] [Citation(s) in RCA: 78] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Efficient detection of human respiratory viral pathogens is crucial in the management of patients with acute respiratory tract infection. Sequence-independent amplification of nucleic acids combined with next-generation sequencing technology and bioinformatics analyses is a promising strategy for identifying pathogens in clinical and public health settings. It allows the characterization of hundreds of different known pathogens simultaneously and of novel pathogens that elude conventional testing. However, major hurdles for its routine use exist, including cost, turnaround time, and especially sensitivity of the assay, as the detection limit is dependent on viral load, host genetic material, and sequencing depth. To obtain insights into these aspects, we analyzed nasopharyngeal aspirates from a cohort of 81 Thai children with respiratory disease for the presence of respiratory viruses using a sequence-independent next-generation sequencing approach and routinely used diagnostic real-time reverse transcriptase PCR (real-time RT-PCR) assays. With respect to the detection of rhinovirus and human metapneumovirus, the next-generation sequencing approach was at least as sensitive as diagnostic real-time RT-PCR in this small cohort, whereas for bocavirus and enterovirus, next-generation sequencing was less sensitive than real-time RT-PCR. The advantage of the sequencing approach over real-time RT-PCR was the immediate availability of virus-typing information. Considering the development of platforms capable of generating more output data at declining costs, next-generation sequencing remains of interest for future virus diagnosis in clinical and public health settings and certainly as an additional tool when screening results from real-time RT-PCR are negative.
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21
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Diagnostic metagenomics: potential applications to bacterial, viral and parasitic infections. Parasitology 2014; 141:1856-62. [PMID: 24576467 PMCID: PMC4255322 DOI: 10.1017/s0031182014000134] [Citation(s) in RCA: 87] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
The term ‘shotgun metagenomics’ is applied to the direct sequencing of DNA extracted from a sample without culture or target-specific amplification or capture. In diagnostic metagenomics, this approach is applied to clinical samples in the hope of detecting and characterizing pathogens. Here, I provide a conceptual overview, before reviewing several recent promising proof-of-principle applications of metagenomics in virus discovery, analysis of outbreaks and detection of pathogens in contemporary and historical samples. I also evaluate future prospects for diagnostic metagenomics in the light of relentless improvements in sequencing technologies.
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22
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Junglen S, Drosten C. Virus discovery and recent insights into virus diversity in arthropods. Curr Opin Microbiol 2013; 16:507-13. [PMID: 23850098 PMCID: PMC7108301 DOI: 10.1016/j.mib.2013.06.005] [Citation(s) in RCA: 73] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2013] [Revised: 06/18/2013] [Accepted: 06/19/2013] [Indexed: 11/29/2022]
Abstract
Overview on arthropod-associated virus discovery. Description of newly characterized virus species. Projections for further research.
Recent studies on virus discovery have focused mainly on mammalian and avian viruses. Arbovirology with its long tradition of ecologically oriented investigation is now catching up, with important novel insights into the diversity of arthropod-associated viruses. Recent discoveries include taxonomically outlying viruses within the families Flaviviridae, Togaviridae, and Bunyaviridae, and even novel virus families within the order Nidovirales. However, the current focusing of studies on blood-feeding arthropods has restricted the range of arthropod hosts analyzed for viruses so far. Future investigations should include species from other arthropod taxa than Ixodita, Culicidae and Phlebotominae in order to shed light on the true diversity of arthropod viruses.
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Affiliation(s)
- Sandra Junglen
- Institute of Virology, University of Bonn Medical Center, Bonn, Germany.
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