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Chokmangmeepisarn P, Azmai MNA, Domingos JA, van Aerle R, Bass D, Prukbenjakul P, Senapin S, Rodkhum C. Genome Characterization and Phylogenetic Analysis of Scale Drop Disease Virus Isolated from Asian Seabass ( Lates calcarifer). Animals (Basel) 2024; 14:2097. [PMID: 39061559 PMCID: PMC11274154 DOI: 10.3390/ani14142097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 07/07/2024] [Accepted: 07/16/2024] [Indexed: 07/28/2024] Open
Abstract
Scale drop disease virus (SDDV), a double-stranded DNA virus in the family Iridoviridae, has been reported widely in southeast Asian countries as a causative agent of scale drop syndrome (SDS) in Asian seabass. SDS has resulted in high mortality and significant economic losses to the aquaculture industry. This study demonstrated the use of metagenomic methods to investigate bacterial and viral communities present in infected fish tissues and recover a complete genome of the causative agent named SDDV TH7_2019. Characterization of the TH7_2019 genome revealed a genome size of 131 kb with 134 putative ORFs encoding viral proteins potentially associated with host apoptosis manipulation. A comparative genome analysis showed a high degree of amino acid identity across SDDV strains, with variations in number of repeat sequences and mutations within core genes. Phylogenetic analyses indicate a close relationship among SDDV genomes. This research enhances our understanding of the genetic diversity and evolutionary relationship of SDDV, contributing valuable insights for further development of effective control strategies of SDDV.
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Affiliation(s)
- Putita Chokmangmeepisarn
- Center of Excellence in Fish Infectious Diseases (CE FID), Faculty of Veterinary Science, Chulalongkorn University, Bangkok 10330, Thailand
| | - Mohammad Noor Amal Azmai
- Department of Biology, Faculty of Science, Universiti Putra Malaysia, UPM, Serdang 43400, Selangor, Malaysia;
- Aquatic Animal Health and Therapeutics Laboratory, Institute of Bioscience, Universiti Putra Malaysia, UPM, Serdang 43400, Selangor, Malaysia
| | - Jose A. Domingos
- Tropical Futures Institute, James Cook University, Singapore 387370, Singapore;
| | - Ronny van Aerle
- International Centre of Excellence for Aquatic Animal Health, Centre for Environment, Fisheries and Aquaculture Sciences (Cefas), Weymouth, Dorset DT4 8UB, UK; (R.v.A.); (D.B.)
- Centre for Sustainable Aquaculture Futures, University of Exeter, Stocker Road, Exeter EX4 4QY, UK
| | - David Bass
- International Centre of Excellence for Aquatic Animal Health, Centre for Environment, Fisheries and Aquaculture Sciences (Cefas), Weymouth, Dorset DT4 8UB, UK; (R.v.A.); (D.B.)
- Centre for Sustainable Aquaculture Futures, University of Exeter, Stocker Road, Exeter EX4 4QY, UK
- Department of Life Sciences, The Natural History Museum, London SW7 5BD, UK
| | - Pochara Prukbenjakul
- Center of Excellence in Fish Infectious Diseases (CE FID), Faculty of Veterinary Science, Chulalongkorn University, Bangkok 10330, Thailand
| | - Saengchan Senapin
- Tropical Futures Institute, James Cook University, Singapore 387370, Singapore;
- Fish Health Platform, Center of Excellence for Shrimp Molecular Biology and Biotechnology (Centex Shrimp), Faculty of Science, Mahidol University, Bangkok 10400, Thailand
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), Khlong Nueng, Pathum Thani 12120, Thailand
| | - Channarong Rodkhum
- Center of Excellence in Fish Infectious Diseases (CE FID), Faculty of Veterinary Science, Chulalongkorn University, Bangkok 10330, Thailand
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Bugiani M, Abbink TEM, Edridge AWD, van der Hoek L, Hillen AEJ, van Til NP, Hu‐A‐Ng GV, Breur M, Aiach K, Drevot P, Hocquemiller M, Laufer R, Wijburg FA, van der Knaap MS. Focal lesions following intracerebral gene therapy for mucopolysaccharidosis IIIA. Ann Clin Transl Neurol 2023; 10:904-917. [PMID: 37165777 PMCID: PMC10270249 DOI: 10.1002/acn3.51772] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2023] [Revised: 03/11/2023] [Accepted: 03/19/2023] [Indexed: 05/12/2023] Open
Abstract
OBJECTIVE Mucopolysaccharidosis type IIIA (MPSIIIA) caused by recessive SGSH variants results in sulfamidase deficiency, leading to neurocognitive decline and death. No disease-modifying therapy is available. The AAVance gene therapy trial investigates AAVrh.10 overexpressing human sulfamidase (LYS-SAF302) delivered by intracerebral injection in children with MPSIIIA. Post-treatment MRI monitoring revealed lesions around injection sites. Investigations were initiated in one patient to determine the cause. METHODS Clinical and MRI details were reviewed. Stereotactic needle biopsies of a lesion were performed; blood and CSF were sampled. All samples were used for viral studies. Immunohistochemistry, electron microscopy, and transcriptome analysis were performed on brain tissue of the patient and various controls. RESULTS MRI revealed focal lesions around injection sites with onset from 3 months after therapy, progression until 7 months post therapy with subsequent stabilization and some regression. The patient had transient slight neurological signs and is following near-normal development. No evidence of viral or immunological/inflammatory cause was found. Immunohistochemistry showed immature oligodendrocytes and astrocytes, oligodendrocyte apoptosis, strong intracellular and extracellular sulfamidase expression and hardly detectable intracellular or extracellular heparan sulfate. No activation of the unfolded protein response was found. INTERPRETATION Results suggest that intracerebral gene therapy with local sulfamidase overexpression leads to dysfunction of transduced cells close to injection sites, with extracellular spilling of lysosomal enzymes. This alters extracellular matrix composition, depletes heparan sulfate, impairs astrocyte and oligodendrocyte function, and causes cystic white matter degeneration at the site of highest gene expression. The AAVance trial results will reveal the potential benefit-risk ratio of this therapy.
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Affiliation(s)
- Marianna Bugiani
- Department of PathologyAmsterdam University Medical Centers, Vrije Universiteit and Amsterdam NeuroscienceAmsterdamThe Netherlands
- Amsterdam Leukodystrophy CenterAmsterdam University Medical CentersAmsterdamThe Netherlands
| | - Truus E. M. Abbink
- Amsterdam Leukodystrophy CenterAmsterdam University Medical CentersAmsterdamThe Netherlands
- Department of Child NeurologyEmma Children's Hospital, Amsterdam University Medical Centers, Vrije Universiteit and Amsterdam NeuroscienceAmsterdamThe Netherlands
| | - Arthur W. D. Edridge
- Laboratory of Experimental Virology, Department of Medical Microbiology and Infection PreventionAmsterdam University Medical Centers, University of AmsterdamAmsterdamThe Netherlands
- Amsterdam Centre for Global Child HealthAmsterdam University Medical CentersAmsterdamThe Netherlands
| | - Lia van der Hoek
- Laboratory of Experimental Virology, Department of Medical Microbiology and Infection PreventionAmsterdam University Medical Centers, University of AmsterdamAmsterdamThe Netherlands
| | - Anne E. J. Hillen
- Amsterdam Leukodystrophy CenterAmsterdam University Medical CentersAmsterdamThe Netherlands
- Department of Child NeurologyEmma Children's Hospital, Amsterdam University Medical Centers, Vrije Universiteit and Amsterdam NeuroscienceAmsterdamThe Netherlands
| | - Niek P. van Til
- Amsterdam Leukodystrophy CenterAmsterdam University Medical CentersAmsterdamThe Netherlands
- Department of Child NeurologyEmma Children's Hospital, Amsterdam University Medical Centers, Vrije Universiteit and Amsterdam NeuroscienceAmsterdamThe Netherlands
| | - Gino V. Hu‐A‐Ng
- Amsterdam Leukodystrophy CenterAmsterdam University Medical CentersAmsterdamThe Netherlands
- Department of Child NeurologyEmma Children's Hospital, Amsterdam University Medical Centers, Vrije Universiteit and Amsterdam NeuroscienceAmsterdamThe Netherlands
| | - Marjolein Breur
- Amsterdam Leukodystrophy CenterAmsterdam University Medical CentersAmsterdamThe Netherlands
- Department of Child NeurologyEmma Children's Hospital, Amsterdam University Medical Centers, Vrije Universiteit and Amsterdam NeuroscienceAmsterdamThe Netherlands
| | | | | | | | | | - Frits A. Wijburg
- Department of Pediatric Metabolic Diseases, Emma Children's Hospital and Amsterdam Lysosome Center “Sphinx”Amsterdam University Medical Centers, Academic Medical CenterAmsterdamThe Netherlands
| | - Marjo S. van der Knaap
- Amsterdam Leukodystrophy CenterAmsterdam University Medical CentersAmsterdamThe Netherlands
- Department of Child NeurologyEmma Children's Hospital, Amsterdam University Medical Centers, Vrije Universiteit and Amsterdam NeuroscienceAmsterdamThe Netherlands
- Department of Integrative Neurophysiology, Center for Neurogenomics and Cognitive ResearchVU UniversityAmsterdam1081 HVThe Netherlands
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Dynamics of the Enteric Virome in a Swine Herd Affected by Non-PCV2/PRRSV Postweaning Wasting Syndrome. Viruses 2021; 13:v13122538. [PMID: 34960807 PMCID: PMC8705478 DOI: 10.3390/v13122538] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 12/13/2021] [Indexed: 12/24/2022] Open
Abstract
A commercial pig farm with no history of porcine circovirus 2 (PCV2) or porcine reproductive and respiratory syndrome virus (PRRSV) repeatedly reported a significant reduction in body weight gain and wasting symptoms in approximately 20–30% of the pigs in the period between three and six weeks after weaning. As standard clinical interventions failed to tackle symptomatology, viral metagenomics were used to describe and monitor the enteric virome at birth, 3 weeks, 4 weeks, 6 weeks, and 9 weeks of age. The latter four sampling points were 7 days, 3 weeks, and 6 weeks post weaning, respectively. Fourteen distinct enteric viruses were identified within the herd, which all have previously been linked to enteric diseases. Here we show that wasting is associated with alterations in the enteric virome of the pigs, characterized by: (1) the presence of enterovirus G at 3 weeks of age, followed by a higher prevalence of the virus in wasting pigs at 6 weeks after weaning; (2) rotaviruses at 3 weeks of age; and (3) porcine sapovirus one week after weaning. However, the data do not provide a causal link between specific viral infections and the postweaning clinical problems on the farm. Together, our results offer evidence that disturbances in the enteric virome at the preweaning stage and early after weaning have a determining role in the development of intestinal barrier dysfunctions and nutrient uptake in the postweaning growth phase. Moreover, we show that the enteric viral load sharply increases in the week after weaning in both healthy and wasting pigs. This study is also the first to report the dynamics and co-infection of porcine rotavirus species and porcine astrovirus genetic lineages during the first 9 weeks of the life of domestic pigs.
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Kullberg RF, Hugenholtz F, Brands X, Kinsella CM, Peters-Sengers H, Butler JM, Deijs M, Klein M, Faber DR, Scicluna BP, Van der Poll T, Van der Hoek L, Wiersinga WJ, Haak BW. Rectal bacteriome and virome signatures and clinical outcomes in community-acquired pneumonia: An exploratory study. EClinicalMedicine 2021; 39:101074. [PMID: 34611613 PMCID: PMC8478680 DOI: 10.1016/j.eclinm.2021.101074] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 07/15/2021] [Accepted: 07/29/2021] [Indexed: 12/12/2022] Open
Abstract
Background Bacterial intestinal communities interact with the immune system and may contribute to protection against community-acquired pneumonia (CAP). Intestinal viruses are closely integrated with these bacterial communities, yet the composition and clinical significance of these communities in CAP patients are unknown. The aims of this exploratory study were to characterise the composition of the rectal bacteriome and virome at hospital admission for CAP, and to determine if microbiota signatures correlate with clinical outcomes. Methods We performed a prospective observational cohort study in CAP patients, admitted to a university or community hospital in the Netherlands between October 2016 and July 2018, and controls. Rectal bacteriome and virome composition were characterised using 16S ribosomal RNA gene sequencing and virus discovery next-generation sequencing, respectively. Unsupervised multi-omics factor analysis was used to assess the co-variation of bacterial and viral communities, which served as primary predictor. The clinical outcomes of interest were the time to clinical stability and the length of hospital stay. Findings 64 patients and 38 controls were analysed. Rectal bacterial alpha (p = 0•0015) and beta diversity (r2 =0•023, p = 0•004) of CAP patients differed from controls. Bacterial and viral microbiota signatures correlated with the time to clinical stability (hazard ratio 0•43, 95% confidence interval 0•20-0•93, p = 0•032) and the length of hospital stay (hazard ratio 0•37, 95% confidence interval 0•17-0•81, p = 0•012), although only the latter remained significant following p-value adjustment for examining multiple candidate cut-points (p = 0•12 and p = 0•046, respectively). Interpretation This exploratory study provides preliminary evidence that intestinal bacteriome and virome signatures could be linked with clinical outcomes in CAP. Such exploratory data, when validated in independent cohorts, could inform the development of a microbiota-based diagnostic panel used to predict clinical outcomes in CAP. Funding Netherlands Organization for Scientific Research and Netherlands Organization for Health Research and Development.
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Affiliation(s)
- Robert F.J. Kullberg
- Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Meibergdreef 9, Room G2-130, Amsterdam 1105 AZ, the Netherlands
- Corresponding author.
| | - Floor Hugenholtz
- Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Meibergdreef 9, Room G2-130, Amsterdam 1105 AZ, the Netherlands
| | - Xanthe Brands
- Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Meibergdreef 9, Room G2-130, Amsterdam 1105 AZ, the Netherlands
| | - Cormac M. Kinsella
- Laboratory of Experimental Virology, Department of Medical Microbiology and Infection Prevention, Amsterdam UMC, Location AMC, Amsterdam, the Netherlands
| | - Hessel Peters-Sengers
- Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Meibergdreef 9, Room G2-130, Amsterdam 1105 AZ, the Netherlands
| | - Joe M. Butler
- Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Meibergdreef 9, Room G2-130, Amsterdam 1105 AZ, the Netherlands
| | - Martin Deijs
- Laboratory of Experimental Virology, Department of Medical Microbiology and Infection Prevention, Amsterdam UMC, Location AMC, Amsterdam, the Netherlands
| | - Michelle Klein
- Laboratory of Experimental Virology, Department of Medical Microbiology and Infection Prevention, Amsterdam UMC, Location AMC, Amsterdam, the Netherlands
| | - Daniël R. Faber
- Department of Internal Medicine, BovenIJ hospital, Amsterdam, the Netherlands
| | - Brendon P. Scicluna
- Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Meibergdreef 9, Room G2-130, Amsterdam 1105 AZ, the Netherlands
- Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Tom Van der Poll
- Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Meibergdreef 9, Room G2-130, Amsterdam 1105 AZ, the Netherlands
- Division of Infectious Diseases, Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Lia Van der Hoek
- Laboratory of Experimental Virology, Department of Medical Microbiology and Infection Prevention, Amsterdam UMC, Location AMC, Amsterdam, the Netherlands
| | - W. Joost Wiersinga
- Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Meibergdreef 9, Room G2-130, Amsterdam 1105 AZ, the Netherlands
- Division of Infectious Diseases, Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Bastiaan W. Haak
- Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Centers - Location AMC, University of Amsterdam, Meibergdreef 9, Room G2-130, Amsterdam 1105 AZ, the Netherlands
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van Lieverloo GGA, Wieske L, van Schaik IN, Deijs M, van der Hoek L, Eftimov F. Virus discovery in chronic inflammatory demyelinating polyneuropathy. J Neuroimmunol 2021; 358:577668. [PMID: 34325344 DOI: 10.1016/j.jneuroim.2021.577668] [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: 04/09/2021] [Revised: 06/22/2021] [Accepted: 07/18/2021] [Indexed: 11/18/2022]
Abstract
The events triggering and/or sustaining the auto-immune response underlying chronic inflammatory demyelinating polyneuropathy (CIDP) are unknown. Similar to Guillain-Barré syndrome (GBS), a viral infection might play a role in CIDP. In this study, an virus detection method (VIDISCA-next generation sequencing) capable of detecting known and unknown viruses, was used to analyze the virome in serum of 47 CIDP patients at different time points of the disease and, when available, in cerebrospinal fluid (CSF) samples (N: 17). Serum samples of GBS patients (N:24) and healthy controls (N:114) were used for comparisons. In 5/47 (10.6%; 95% CI: 4-23) CIDP samples, 10/24 (42%; 95% CI: 22-63) GBS samples and 32/114 (28.1%; 95% CI: 20-37) healthy controls samples, anelloviruses were detected, generally regarded as a non-pathogenic species. Parvovirus B19 and GB virus C were found in two CIDP samples (4%). Parvovirus B19, HIV-1 and GB virus C were found in three GBS samples (13%). In 2/17 CIDP CSF samples, an anellovirus and polyomavirus were detected, probably due to contamination during lumbar puncture. No sequences of other viruses were detected in serum or CSF. A (persistent) viral infection sustaining the auto-immune response in CIDP seems therefore unlikely.
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Affiliation(s)
| | - L Wieske
- Amsterdam UMC, Department of Neurology, Amsterdam, the Netherlands
| | - I N van Schaik
- Amsterdam UMC, Department of Neurology, Amsterdam, the Netherlands; Spaarne Gasthuis, Haarlem, the Netherlands
| | - M Deijs
- Amsterdam UMC, Laboratory of Experimental Virology, Amsterdam, the Netherlands
| | - L van der Hoek
- Amsterdam UMC, Laboratory of Experimental Virology, Amsterdam, the Netherlands
| | - F Eftimov
- Amsterdam UMC, Department of Neurology, Amsterdam, the Netherlands
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Folgueiras-González A, van den Braak R, Deijs M, van der Hoek L, de Groof A. A Versatile Processing Workflow to Enable Pathogen Detection in Clinical Samples from Organs Using VIDISCA. Diagnostics (Basel) 2021; 11:diagnostics11050791. [PMID: 33925752 PMCID: PMC8145099 DOI: 10.3390/diagnostics11050791] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Revised: 04/16/2021] [Accepted: 04/26/2021] [Indexed: 12/15/2022] Open
Abstract
In recent years, refined molecular methods coupled with powerful high throughput sequencing technologies have increased the potential of virus discovery in clinical samples. However, host genetic material remains a complicating factor that interferes with discovery of novel viruses in solid tissue samples as the relative abundance of the virus material is low. Physical enrichment processing methods, although usually complicated, labor-intensive, and costly, have proven to be successful for improving sensitivity of virus detection in complex samples. In order to further increase detectability, we studied the application of fast and simple high-throughput virus enrichment methods on tissue homogenates. Probe sonication in high EDTA concentrations, organic extraction with Vertrel™ XF, or a combination of both, were applied prior to chromatography-like enrichment using Capto™ Core 700 resin, after which effects on virus detection sensitivity by the VIDISCA method were determined. Sonication in the presence of high concentrations of EDTA showed the best performance with an increased proportion of viral reads, up to 9.4 times, yet minimal effect on the host background signal. When this sonication procedure in high EDTA concentrations was followed by organic extraction with Vertrel™ XF and two rounds of core bead chromatography enrichment, an increase up to 10.5 times in the proportion of viral reads in the processed samples was achieved, with reduction of host background sequencing. We present a simple and semi-high-throughput method that can be used to enrich homogenized tissue samples for viral reads.
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Affiliation(s)
- Alba Folgueiras-González
- Department Discovery & Technology, MSD Animal Health, Wim de Körverstraat 35, P.O. Box 31, 5830 AA Boxmeer, The Netherlands; (A.F.-G.); (R.v.d.B.)
- Laboratory of Experimental Virology, Department of Medical Microbiology, Amsterdam UMC Location AMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands; (M.D.); (L.v.d.H.)
| | - Robin van den Braak
- Department Discovery & Technology, MSD Animal Health, Wim de Körverstraat 35, P.O. Box 31, 5830 AA Boxmeer, The Netherlands; (A.F.-G.); (R.v.d.B.)
| | - Martin Deijs
- Laboratory of Experimental Virology, Department of Medical Microbiology, Amsterdam UMC Location AMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands; (M.D.); (L.v.d.H.)
| | - Lia van der Hoek
- Laboratory of Experimental Virology, Department of Medical Microbiology, Amsterdam UMC Location AMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands; (M.D.); (L.v.d.H.)
| | - Ad de Groof
- Department Discovery & Technology, MSD Animal Health, Wim de Körverstraat 35, P.O. Box 31, 5830 AA Boxmeer, The Netherlands; (A.F.-G.); (R.v.d.B.)
- Correspondence:
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Integrative Transkingdom Analysis of the Gut Microbiome in Antibiotic Perturbation and Critical Illness. mSystems 2021; 6:6/2/e01148-20. [PMID: 33727397 PMCID: PMC8546997 DOI: 10.1128/msystems.01148-20] [Citation(s) in RCA: 38] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Bacterial microbiota play a critical role in mediating local and systemic immunity, and shifts in these microbial communities have been linked to impaired outcomes in critical illness. Emerging data indicate that other intestinal organisms, including bacteriophages, viruses of eukaryotes, fungi, and protozoa, are closely interlinked with the bacterial microbiota and their host, yet their collective role during antibiotic perturbation and critical illness remains to be elucidated. We employed multi-omics factor analysis (MOFA) to systematically integrate the bacterial (16S rRNA), fungal (intergenic transcribed spacer 1 rRNA), and viral (virus discovery next-generation sequencing) components of the intestinal microbiota of 33 critically ill patients with and without sepsis and 13 healthy volunteers. In addition, we quantified the absolute abundances of bacteria and fungi using 16S and 18S rRNA PCRs and characterized the short-chain fatty acids (SCFAs) butyrate, acetate, and propionate using nuclear magnetic resonance spectroscopy. We observe that a loss of the anaerobic intestinal environment is directly correlated with an overgrowth of aerobic pathobionts and their corresponding bacteriophages as well as an absolute enrichment of opportunistic yeasts capable of causing invasive disease. We also observed a strong depletion of SCFAs in both disease states, which was associated with an increased absolute abundance of fungi with respect to bacteria. Therefore, these findings illustrate the complexity of transkingdom changes following disruption of the intestinal bacterial microbiome. IMPORTANCE While numerous studies have characterized antibiotic-induced disruptions of the bacterial microbiome, few studies describe how these disruptions impact the composition of other kingdoms such as viruses, fungi, and protozoa. To address this knowledge gap, we employed MOFA to systematically integrate viral, fungal, and bacterial sequence data from critically ill patients (with and without sepsis) and healthy volunteers, both prior to and following exposure to broad-spectrum antibiotics. In doing so, we show that modulation of the bacterial component of the microbiome has implications extending beyond this kingdom alone, enabling the overgrowth of potentially invasive fungi and viruses. While numerous preclinical studies have described similar findings in vitro, we confirm these observations in humans using an integrative analytic approach. These findings underscore the potential value of multi-omics data integration tools in interrogating how different components of the microbiota contribute to disease states. In addition, our findings suggest that there is value in further studying potential adjunctive therapies using anaerobic bacteria or SCFAs to reduce fungal expansion after antibiotic exposure, which could ultimately lead to improved outcomes in the intensive care unit (ICU).
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8
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Woolhouse M, Ashworth J, Bogaardt C, Tue NT, Baker S, Thwaites G, Phuc TM. Sample descriptors linked to metagenomic sequencing data from human and animal enteric samples from Vietnam. Sci Data 2019; 6:202. [PMID: 31615980 PMCID: PMC6794271 DOI: 10.1038/s41597-019-0215-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2019] [Accepted: 08/21/2019] [Indexed: 11/09/2022] Open
Abstract
There is still limited information on the diversity of viruses co-circulating in humans and animals. Here, we report data obtained from a large field collection of enteric samples taken from humans, pigs, rodents and other mammal hosts in Vietnam between 2012 and 2016. Each of 2100 stool or rectal swab samples was subjected to virally-enriched agnostic metagenomic sequencing; the short read sequence data are accessible from the European Nucleotide Archive (ENA). We link the sequence data to metadata on host type and demography and geographic location, distinguishing hospital patients, members of a cohort identified as a high risk of zoonotic infections (e.g. abattoir workers, rat traders) and animals. These data are suitable for further studies of virus diversity and virus discovery in humans and animals from Vietnam and to identify viruses found in multiple hosts that are potentially zoonotic.
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Affiliation(s)
- Mark Woolhouse
- Usher Institute, University of Edinburgh, Edinburgh, UK.
| | | | | | - Ngo Tri Tue
- Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam
| | - Steve Baker
- Cambridge Institute of Therapeutic Immunology & Infectious Disease (CITIID) Department of Medicine, University of Cambridge, Cambridge, UK
| | - Guy Thwaites
- Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam
| | - Tran My Phuc
- Oxford University Clinical Research Unit, Ho Chi Minh City, Viet Nam
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9
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Edridge AWD, Deijs M, van Zeggeren IE, Kinsella CM, Jebbink MF, Bakker M, van de Beek D, Brouwer MC, van der Hoek L. Viral Metagenomics on Cerebrospinal Fluid. Genes (Basel) 2019; 10:E332. [PMID: 31052348 PMCID: PMC6562652 DOI: 10.3390/genes10050332] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2019] [Revised: 04/23/2019] [Accepted: 04/24/2019] [Indexed: 02/07/2023] Open
Abstract
Identifying the causative pathogen in central nervous system (CNS) infections is crucial for patient management and prognosis. Many viruses can cause CNS infections, yet screening for each individually is costly and time-consuming. Most metagenomic assays can theoretically detect all pathogens, but often fail to detect viruses because of their small genome and low viral load. Viral metagenomics overcomes this by enrichment of the viral genomic content in a sample. VIDISCA-NGS is one of the available workflows for viral metagenomics, which requires only a small input volume and allows multiplexing of multiple samples per run. The performance of VIDISCA-NGS was tested on 45 cerebrospinal fluid (CSF) samples from patients with suspected CNS infections in which a virus was identified and quantified by polymerase chain reaction. Eighteen were positive for an RNA virus, and 34 for a herpesvirus. VIDISCA-NGS detected all RNA viruses with a viral load >2 × 104 RNA copies/mL (n = 6) and 8 of 12 of the remaining low load samples. Only one herpesvirus was identified by VIDISCA-NGS, however, when withholding a DNase treatment, 11 of 18 samples with a herpesvirus load >104 DNA copies/mL were detected. Our results indicate that VIDISCA-NGS has the capacity to detect low load RNA viruses in CSF. Herpesvirus DNA in clinical samples is probably non-encapsidated and therefore difficult to detect by VIDISCA-NGS.
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Affiliation(s)
- Arthur W D Edridge
- Laboratory of Experimental Virology, Department of Medical Microbiology, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands.
| | - Martin Deijs
- Laboratory of Experimental Virology, Department of Medical Microbiology, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands.
| | - Ingeborg E van Zeggeren
- Department of Neurology, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, 1105 AZ Amsterdam, The Netherlands.
| | - Cormac M Kinsella
- Laboratory of Experimental Virology, Department of Medical Microbiology, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands.
| | - Maarten F Jebbink
- Laboratory of Experimental Virology, Department of Medical Microbiology, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands.
| | - Margreet Bakker
- Laboratory of Experimental Virology, Department of Medical Microbiology, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands.
| | - Diederik van de Beek
- Department of Neurology, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, 1105 AZ Amsterdam, The Netherlands.
| | - Matthijs C Brouwer
- Department of Neurology, Amsterdam UMC, University of Amsterdam, Amsterdam Neuroscience, 1105 AZ Amsterdam, The Netherlands.
| | - Lia van der Hoek
- Laboratory of Experimental Virology, Department of Medical Microbiology, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands.
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10
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Wylezich C, Papa A, Beer M, Höper D. A Versatile Sample Processing Workflow for Metagenomic Pathogen Detection. Sci Rep 2018; 8:13108. [PMID: 30166611 PMCID: PMC6117295 DOI: 10.1038/s41598-018-31496-1] [Citation(s) in RCA: 87] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2017] [Accepted: 08/16/2018] [Indexed: 11/09/2022] Open
Abstract
Metagenomics is currently the only generic method for pathogen detection. Starting from RNA allows the assessment of the whole sample community including RNA viruses. Here we present our modular concerted protocol for sample processing for diagnostic metagenomics analysis of human, animal, and food samples. The workflow does not rely on dedicated amplification steps at any stage in the process and, in contrast to published methods, libraries prepared accordingly will yield only minute amounts of unclassifiable reads. We confirmed the performance of the approach using a spectrum of pathogen/matrix-combinations showing it has the potential to become a commonly usable analytical framework.
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Affiliation(s)
- Claudia Wylezich
- Institute of Diagnostic Virology, Friedrich-Loeffler-Institut (FLI), 17493, Greifswald-Insel Riems, Germany.
| | - Anna Papa
- Department of Microbiology, Medical School, Aristotle University of Thessaloniki, 54124, Thessaloniki, Greece
| | - Martin Beer
- Institute of Diagnostic Virology, Friedrich-Loeffler-Institut (FLI), 17493, Greifswald-Insel Riems, Germany
| | - Dirk Höper
- Institute of Diagnostic Virology, Friedrich-Loeffler-Institut (FLI), 17493, Greifswald-Insel Riems, Germany.
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11
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Phan MVT, Ngo Tri T, Hong Anh P, Baker S, Kellam P, Cotten M. Identification and characterization of Coronaviridae genomes from Vietnamese bats and rats based on conserved protein domains. Virus Evol 2018; 4:vey035. [PMID: 30568804 PMCID: PMC6295324 DOI: 10.1093/ve/vey035] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
The Coronaviridae family of viruses encompasses a group of pathogens with a zoonotic potential as observed from previous outbreaks of the severe acute respiratory syndrome coronavirus and Middle East respiratory syndrome coronavirus. Accordingly, it seems important to identify and document the coronaviruses in animal reservoirs, many of which are uncharacterized and potentially missed by more standard diagnostic assays. A combination of sensitive deep sequencing technology and computational algorithms is essential for virus surveillance, especially for characterizing novel- or distantly related virus strains. Here, we explore the use of profile Hidden Markov Model-defined Pfam protein domains (Pfam domains) encoded by new sequences as a Coronaviridae sequence classification tool. The encoded domains are used first in a triage to identify potential Coronaviridae sequences and then processed using a Random Forest method to classify the sequences to the Coronaviridae genus level. The application of this algorithm on Coronaviridae genomes assembled from agnostic deep sequencing data from surveillance of bats and rats in Dong Thap province (Vietnam) identified thirty-four Alphacoronavirus and eleven Betacoronavirus genomes. This collection of bat and rat coronaviruses genomes provided essential information on the local diversity of coronaviruses and substantially expanded the number of coronavirus full genomes available from bat and rats and may facilitate further molecular studies on this group of viruses.
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Affiliation(s)
- My V T Phan
- Virus Genomics, Wellcome Trust Sanger Institute, Hinxton, Cambridge, UK
- Department of Viroscience, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Tue Ngo Tri
- Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Pham Hong Anh
- Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Stephen Baker
- Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Paul Kellam
- Department of Infection and Immunity, Imperial College London, London, UK
- Kymab Ltd, Babraham Research Campus, Cambridge, UK
| | - Matthew Cotten
- Virus Genomics, Wellcome Trust Sanger Institute, Hinxton, Cambridge, UK
- Department of Viroscience, Erasmus Medical Center, Rotterdam, The Netherlands
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12
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Lu L, Van Dung N, Ivens A, Bogaardt C, O’Toole A, Bryant JE, Carrique-Mas J, Van Cuong N, Anh PH, Rabaa MA, Tue NT, Thwaites GE, Baker S, Simmonds P, Woolhouse ME. Genetic diversity and cross-species transmission of kobuviruses in Vietnam. Virus Evol 2018; 4:vey002. [PMID: 29449965 PMCID: PMC5810437 DOI: 10.1093/ve/vey002] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Cross-species transmission of viruses poses a sustained threat to public health. Due to increased contact between humans and other animal species the possibility exists for cross-species transmissions and ensuing disease outbreaks. By using conventional PCR amplification and next generation sequencing, we obtained 130 partial or full genome kobuvirus sequences from humans in a sentinel cohort in Vietnam and various mammalian hosts including bats, rodents, pigs, cats, and civets. The evolution of kobuviruses in different hosts was analysed using Bayesian phylogenetic methods. We estimated and compared time of origin of kobuviruses in different host orders; we also examined the cross-species transmission of kobuviruses within the same host order and between different host orders. Our data provide new knowledge of rodent and bat kobuviruses, which are most closely related to human kobuviruses. The novel bat kobuviruses isolated from bat roosts in Southern Vietnam were genetically distinct from previously described bat kobuviruses, but closely related to kobuviruses found in rodents. We additionally found evidence of frequent cross-species transmissions of kobuviruses within rodents. Overall, our phylogenetic analyses reveal multiple cross-species transmissions both within and among mammalian species, which increases our understanding of kobuviruses genetic diversity and the complexity of their evolutionary history.
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Affiliation(s)
- Lu Lu
- Ashworth Laboratories, Centre for Immunity, Infection and Evolution, University of Edinburgh, Kings Buildings, Charlotte Auerbach Road, Edinburgh EH9 3FL, UK
| | - Nguyen Van Dung
- Nuffield Department of Medicine, University of Oxford, South Parks Road, Oxford OX1 3SY, UK
| | - Alasdair Ivens
- Ashworth Laboratories, Centre for Immunity, Infection and Evolution, University of Edinburgh, Kings Buildings, Charlotte Auerbach Road, Edinburgh EH9 3FL, UK
| | - Carlijn Bogaardt
- Ashworth Laboratories, Centre for Immunity, Infection and Evolution, University of Edinburgh, Kings Buildings, Charlotte Auerbach Road, Edinburgh EH9 3FL, UK
| | - Aine O’Toole
- Ashworth Laboratories, Centre for Immunity, Infection and Evolution, University of Edinburgh, Kings Buildings, Charlotte Auerbach Road, Edinburgh EH9 3FL, UK
| | - Juliet E Bryant
- Nuffield Department of Medicine, University of Oxford, South Parks Road, Oxford OX1 3SY, UK
- Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, National Hospital for Tropical Diseases, Hanoi, Vietnam
| | - Juan Carrique-Mas
- Nuffield Department of Medicine, University of Oxford, South Parks Road, Oxford OX1 3SY, UK
- The Hospital for Tropical Diseases, Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, 764 Vo Van Kiet, W.1, Dist. 5, Ho Chi Minh City, Vietnam
| | - Nguyen Van Cuong
- The Hospital for Tropical Diseases, Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, 764 Vo Van Kiet, W.1, Dist. 5, Ho Chi Minh City, Vietnam
| | - Pham Hong Anh
- The Hospital for Tropical Diseases, Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, 764 Vo Van Kiet, W.1, Dist. 5, Ho Chi Minh City, Vietnam
| | - Maia A Rabaa
- Nuffield Department of Medicine, University of Oxford, South Parks Road, Oxford OX1 3SY, UK
- The Hospital for Tropical Diseases, Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, 764 Vo Van Kiet, W.1, Dist. 5, Ho Chi Minh City, Vietnam
| | - Ngo Tri Tue
- The Hospital for Tropical Diseases, Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, 764 Vo Van Kiet, W.1, Dist. 5, Ho Chi Minh City, Vietnam
| | - Guy E Thwaites
- Nuffield Department of Medicine, University of Oxford, South Parks Road, Oxford OX1 3SY, UK
- The Hospital for Tropical Diseases, Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, 764 Vo Van Kiet, W.1, Dist. 5, Ho Chi Minh City, Vietnam
| | - Stephen Baker
- Nuffield Department of Medicine, University of Oxford, South Parks Road, Oxford OX1 3SY, UK
- The Hospital for Tropical Diseases, Wellcome Trust Major Overseas Programme, Oxford University Clinical Research Unit, 764 Vo Van Kiet, W.1, Dist. 5, Ho Chi Minh City, Vietnam
- The Department of Medicine, University of Cambridge, Hills Rd, Cambridge CB2 0SP, UK
| | - Peter Simmonds
- Nuffield Department of Medicine, University of Oxford, South Parks Road, Oxford OX1 3SY, UK
| | - Mark Ej Woolhouse
- Ashworth Laboratories, Centre for Immunity, Infection and Evolution, University of Edinburgh, Kings Buildings, Charlotte Auerbach Road, Edinburgh EH9 3FL, UK
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13
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Deviatkin AA, Lukashev AN, Markelov MM, Gmyl LV, Shipulin GA. Enrichment of Viral Nucleic Acids by Solution Hybrid Selection with Genus Specific Oligonucleotides. Sci Rep 2017; 7:9752. [PMID: 28852181 PMCID: PMC5575070 DOI: 10.1038/s41598-017-10342-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Accepted: 08/08/2017] [Indexed: 12/14/2022] Open
Abstract
Despite recent advances, our knowledge of potential and rare human pathogens is far from exhaustive. Current molecular diagnostic tools mainly rely on the specific amplification of marker sequences and may overlook infections caused by unknown and rare pathogens. Using high-throughput sequencing (HTS) can solve this problem; but, due to the extremely low fraction of pathogen genetic material in clinical samples, its application is only cost-effective in special, rather than routine, cases. In this study, we present a method for the semi-specific enrichment of viral conservative sequences in a HTS library by hybridization in solution with genus-specific degenerate biotinylated oligonucleotides. Nucleic acids of the test viruses (yellow fever virus and Japanese encephalitis virus) were enriched by solution hybrid selection using pan-flavivirus oligonucleotides. Moreover, enterovirus (family: Picornaviridae, genus: Enterovirus) sequences were successfully enriched using foot-and-mouth disease virus (family: Picornaviridae, genus: Aphthovirus) oligonucleotide. The enrichment factor relative to the background nucleic acid was about 1,000-fold. As hybridization has less stringent oligonucleotide match requirements than PCR, few oligonucleotides are sufficient to cover the potential sequence variation in the whole genus and may even enrich nucleic acids of viruses of other related genera. Efficient enrichment of viral sequences makes its use in diagnostics cost-efficient.
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Affiliation(s)
- Andrei A Deviatkin
- Chumakov Federal Scientific Center for Research and Development of Immune and Biological Products of Russian Academy of Sciences, Moscow, Russian Federation. .,Research Institute of Occupational Health, Moscow, Russian Federation.
| | - Alexander N Lukashev
- Chumakov Federal Scientific Center for Research and Development of Immune and Biological Products of Russian Academy of Sciences, Moscow, Russian Federation.,Institute of Molecular Medicine, Sechenov First Moscow State Medical University, Moscow, Russia
| | | | - Larisa V Gmyl
- Chumakov Federal Scientific Center for Research and Development of Immune and Biological Products of Russian Academy of Sciences, Moscow, Russian Federation
| | - German A Shipulin
- Federal Budget Institute of Science Central Research Institute for Epidemiology, Moscow, Russian Federation
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14
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Oude Munnink BB, Phan MVT, Simmonds P, Koopmans MPG, Kellam P, van der Hoek L, Cotten M. Characterization of Posa and Posa-like virus genomes in fecal samples from humans, pigs, rats, and bats collected from a single location in Vietnam. Virus Evol 2017; 3:vex022. [PMID: 28948041 PMCID: PMC5597861 DOI: 10.1093/ve/vex022] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Porcine stool-associated RNA virus (posavirus), and Human stool-associated RNA virus
(husavirus) are viruses in the order Picornavirales recently described in
porcine and human fecal samples. The tentative group (Posa and Posa-like viruses: PPLVs)
also includes fish stool-associated RNA virus (fisavirus) as well as members detected in
insects (Drosophila subobscura and Anopheles sinensis)
and parasites (Ascaris suum). As part of an agnostic deep sequencing
survey of animal and human viruses in Vietnam, we detected three husaviruses in human
fecal samples, two of which share 97–98% amino acid identity to Dutch husavirus strains
and one highly divergent husavirus with only 25% amino acid identity to known husaviruses.
In addition, the current study found forty-seven complete posavirus genomes from pigs, ten
novel rat stool-associated RNA virus genomes (tentatively named rasavirus), and sixteen
novel bat stool-associated RNA virus genomes (tentatively named basavirus). The five
expected Picornavirales protein domains (helicase, 3C-protease,
RNA-dependent RNA polymerase, and two Picornavirus capsid domain) were found to be encoded
by all PPLV genomes. In addition, a nucleotide composition analysis revealed that the
PPLVs shared compositional properties with arthropod viruses and predicted non-mammalian
hosts for all PPLV lineages. The study adds seventy-six genomes to the twenty-nine PPLV
genomes currently available and greatly extends our sequence knowledge of this group of
viruses within the Picornavirales order.
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Affiliation(s)
- Bas B Oude Munnink
- Department of Virus Genomics, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK.,Department of Viroscience, Erasmus Medical Center, Rotterdam, The Netherlands
| | - My V T Phan
- Department of Virus Genomics, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK.,Department of Viroscience, Erasmus Medical Center, Rotterdam, The Netherlands
| | | | - Peter Simmonds
- Nuffield Department of Medicine, University of Oxford, Oxford OX1 3SY, UK
| | - Marion P G Koopmans
- Department of Viroscience, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Paul Kellam
- Department of Virus Genomics, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK.,Department of Infectious Diseases and Immunity, Imperial College London, London, UK
| | - Lia van der Hoek
- Laboratory of Experimental Virology, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Matthew Cotten
- Department of Virus Genomics, Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK.,Department of Viroscience, Erasmus Medical Center, Rotterdam, The Netherlands
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15
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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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16
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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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17
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Abstract
To document the viral zoonotic risks in Vietnam, fecal samples were systematically collected from a number of mammals in southern Vietnam and subjected to agnostic deep sequencing. We describe here novel Vietnamese bunyavirus sequences detected in bat feces. The complete L and S segments from 14 viruses were determined.
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18
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Cotten M, Koopmans M. Next-generation sequencing and norovirus. Future Virol 2016; 11:719-722. [PMID: 28757893 DOI: 10.2217/fvl-2016-0099] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2016] [Accepted: 09/23/2016] [Indexed: 12/12/2022]
Affiliation(s)
- Matthew Cotten
- Virosciences Department, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Marion Koopmans
- Virosciences Department, Erasmus Medical Center, Rotterdam, The Netherlands
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19
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Phan MVT, Anh PH, Cuong NV, Munnink BBO, van der Hoek L, My PT, Tri TN, Bryant JE, Baker S, Thwaites G, Woolhouse M, Kellam P, Rabaa MA, Cotten M. Unbiased whole-genome deep sequencing of human and porcine stool samples reveals circulation of multiple groups of rotaviruses and a putative zoonotic infection. Virus Evol 2016; 2:vew027. [PMID: 28748110 PMCID: PMC5522372 DOI: 10.1093/ve/vew027] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Coordinated and synchronous surveillance for zoonotic viruses in both human clinical cases and animal reservoirs provides an opportunity to identify interspecies virus movement. Rotavirus (RV) is an important cause of viral gastroenteritis in humans and animals. In this study, we document the RV diversity within co-located humans and animals sampled from the Mekong delta region of Vietnam using a primer-independent, agnostic, deep sequencing approach. A total of 296 stool samples (146 from diarrhoeal human patients and 150 from pigs living in the same geographical region) were directly sequenced, generating the genomic sequences of sixty human rotaviruses (all group A) and thirty-one porcine rotaviruses (thirteen group A, seven group B, six group C, and five group H). Phylogenetic analyses showed the co-circulation of multiple distinct RV group A (RVA) genotypes/strains, many of which were divergent from the strain components of licensed RVA vaccines, as well as considerable virus diversity in pigs including full genomes of rotaviruses in groups B, C, and H, none of which have been previously reported in Vietnam. Furthermore, the detection of an atypical RVA genotype constellation (G4-P[6]-I1-R1-C1-M1-A8-N1-T7-E1-H1) in a human patient and a pig from the same region provides some evidence for a zoonotic event.
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Affiliation(s)
- My V T Phan
- Virus Genomics, Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Pham Hong Anh
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Nguyen Van Cuong
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Bas B Oude Munnink
- Virus Genomics, Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Lia van der Hoek
- Laboratory of Experimental Virology, Academic Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Phuc Tran My
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Tue Ngo Tri
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Juliet E Bryant
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam.,Centre for Tropical Medicine, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Stephen Baker
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam.,Centre for Tropical Medicine, Nuffield Department of Medicine, University of Oxford, Oxford, UK.,London School of Tropical Medicine and Hygiene, London, UK
| | - Guy Thwaites
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam.,Centre for Tropical Medicine, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Mark Woolhouse
- Centre for Immunity, Infection & Evolution, University of Edinburgh, Edinburgh, UK
| | - Paul Kellam
- Kymab Inc., Cambridge, UK.,Imperial College, London, UK
| | - Maia A Rabaa
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam.,Centre for Tropical Medicine, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Matthew Cotten
- Virus Genomics, Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK.,Department of Viroscience, Erasmus Medical Center, Rotterdam, The Netherlands
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20
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Hasing ME, Hazes B, Lee BE, Preiksaitis JK, Pang XL. A next generation sequencing-based method to study the intra-host genetic diversity of norovirus in patients with acute and chronic infection. BMC Genomics 2016; 17:480. [PMID: 27363999 PMCID: PMC4929757 DOI: 10.1186/s12864-016-2831-y] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2015] [Accepted: 06/12/2016] [Indexed: 12/12/2022] Open
Abstract
Background Immunocompromised individuals with chronic norovirus (NoV) infection and elderly patients are hypothesized to be reservoirs where NoV might accumulate mutations and evolve into pandemic strains. Next generation sequencing (NGS) methods can monitor the intra-host diversity of NoV and its evolution but low abundance of viral RNA results in sub-optimal efficiency. In this study, we: 1) established a next generation sequencing-based method for NoV using bacterial rRNA depletion as a viral RNA enrichment strategy, and 2) measured the intra-host genetic diversity of NoV in specimens of patients with acute NoV infection (n = 4) and in longitudinal specimens of an immunocompromised patient with chronic NoV infection (n = 2). Results A single Illumina MiSeq dataset resulted in near full-length genome sequences for 5 out of 6 multiplexed samples. Experimental depletion of bacterial rRNA in stool RNA provided up to 1.9 % of NoV reads. The intra-host viral population in patients with acute NoV infection was homogenous and no single nucleotide variants (SNVs) were detected. In contrast, the NoV population from the immunocompromised patient was highly diverse and accumulated SNVs over time (51 SNVs in the first sample and 122 SNVs in the second sample collected 4 months later). The percentages of SNVs causing non-synonymous mutations were 27.5 % and 20.5 % for the first and second samples, respectively. The majority of non-synonymous mutations occurred, in increasing order of frequency, in p22, the major capsid (VP1) and minor capsid (VP2) genes. Conclusions The results provide data useful for the selection and improvement of NoV RNA enrichment strategies for NGS. Whole genome analysis using next generation sequencing confirmed that the within-host population of NoV in an immunocompromised individual with chronic NoV infection was more diverse compared to that in individuals with acute infection. We also observed an accumulation of non-synonymous mutations at the minor capsid gene that has not been reported in previous studies and might have a role in NoV adaptation. Electronic supplementary material The online version of this article (doi:10.1186/s12864-016-2831-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Maria E Hasing
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, T6G 2B7, Canada
| | - Bart Hazes
- Department of Medical Microbiology and Immunology, University of Alberta, Edmonton, AB, T6G 2E1, Canada
| | - Bonita E Lee
- Department of Pediatrics, University of Alberta, Edmonton, AB, T6G 1C9, Canada
| | - Jutta K Preiksaitis
- Department of Medicine, University of Alberta, Edmonton, AB, T6G 2B7, Canada
| | - Xiaoli L Pang
- Department of Laboratory Medicine and Pathology, University of Alberta, Edmonton, AB, T6G 2B7, Canada. .,Provincial Laboratory for Public Health (ProvLab), Edmonton, AB, T6G 2 J2, Canada.
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21
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Abstract
The characterization of the human blood-associated viral community (also called blood virome) is essential for epidemiological surveillance and to anticipate new potential threats for blood transfusion safety. Currently, the risk of blood-borne agent transmission of well-known viruses (HBV, HCV, HIV and HTLV) can be considered as under control in high-resource countries. However, other viruses unknown or unsuspected may be transmitted to recipients by blood-derived products. This is particularly relevant considering that a significant proportion of transfused patients are immunocompromised and more frequently subjected to fatal outcomes. Several measures to prevent transfusion transmission of unknown viruses have been implemented including the exclusion of at-risk donors, leukocyte reduction of donor blood, and physicochemical treatment of the different blood components. However, up to now there is no universal method for pathogen inactivation, which would be applicable for all types of blood components and, equally effective for all viral families. In addition, among available inactivation procedures of viral genomes, some of them are recognized to be less effective on non-enveloped viruses, and inadequate to inactivate higher viral titers in plasma pools or derivatives. Given this, there is the need to implement new methodologies for the discovery of unknown viruses that may affect blood transfusion. Viral metagenomics combined with High Throughput Sequencing appears as a promising approach for the identification and global surveillance of new and/or unexpected viruses that could impair blood transfusion safety.
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Affiliation(s)
- V Sauvage
- Département d'études des agents transmissibles par le sang, Institut national de la transfusion sanguine (INTS), Centre national de référence des hépatites virales B et C et du VIH en transfusion, 75015 Paris, France.
| | - M Eloit
- PathoQuest, bâtiment François-Jacob, 25, rue du Dr-Roux, 75015 Paris, France; Inserm U1117, Biology of Infection Unit, Laboratory of Pathogen Discovery, Institut Pasteur, 28, rue du Docteur-Roux, 75724 Paris, France
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22
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Pathogen Discovery. Mol Microbiol 2016. [DOI: 10.1128/9781555819071.ch7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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23
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Zhang C, Niu P, Hong Y, Wang J, Zhang J, Ma X. A probe-free four-tube real-time PCR assay for simultaneous detection of twelve enteric viruses and bacteria. J Microbiol Methods 2015; 118:93-8. [PMID: 26342434 DOI: 10.1016/j.mimet.2015.08.023] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2015] [Revised: 08/27/2015] [Accepted: 08/27/2015] [Indexed: 12/30/2022]
Abstract
OBJECTIVES We aim to develop a multiplex real-time PCR assay to detect the most common pathogens causing community outbreaks of diarrhea. METHODS Four reaction systems of fluorescence dye-based real-time PCR assay were performed to amplify genes of norovirus, sapovirus, rotavirus, astrovirus, adenovirus, Campylobacter jejuni, Yersinia enterocolitica, Vibrio parahaemolyticus, Salmonella spp., Escherichia coli, and Shigella spp. PCR products of each pathogen were identified by characteristic peaks in melting curves. RESULTS The assay was able to achieve detection limit of 50 copies/reaction for each individual virus target, and 140-500CFU/mL for each individual bacterium target. A total of 122 clinical specimens from hospitalized children with acute diarrhea were used to evaluate the assay. The clinical sensitivity was very similar to that of reference methods. Norovirus genogroup II revealed the highest detectable rate (45/122, 36.9%). Coinfection was found in 28 out of 122 (23%) clinical specimens. CONCLUSION This assay proved to be a cost-effective, sensitive and reliable method for simultaneous detection of enteric viruses and bacteria.
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Affiliation(s)
- Chen Zhang
- Key Laboratory for Medical Virology, Ministry of Health, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China
| | - Peihua Niu
- Key Laboratory for Medical Virology, Ministry of Health, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China
| | - Yanying Hong
- Beijing Traditional Chinese Medicine Hospital, Capital Medical University Medical Laboratory, Beijing, China
| | - Ji Wang
- Key Laboratory for Medical Virology, Ministry of Health, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China
| | - Jingyun Zhang
- National Institute for Infectious Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China
| | - Xuejun Ma
- Key Laboratory for Medical Virology, Ministry of Health, National Institute for Viral Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China.
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24
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Canuti M, van Beveren NJM, Jazaeri Farsani SM, de Vries M, Deijs M, Jebbink MF, Zaaijer HL, van Schaik BDC, van Kampen AHC, van der Kuyl AC, de Haan L, Storosum JG, van der Hoek L. Viral metagenomics in drug-naïve, first-onset schizophrenia patients with prominent negative symptoms. Psychiatry Res 2015; 229:678-84. [PMID: 26304023 DOI: 10.1016/j.psychres.2015.08.025] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Revised: 07/16/2015] [Accepted: 08/14/2015] [Indexed: 12/16/2022]
Abstract
Although several studies suggest a virus or (endogenous) retrovirus involvement at the time of onset of schizophrenia, the unequivocal identification of one or more infectious agents, by means of an undirected catch-all technique, has never been conducted. In this study VIDISCA, a virus discovery method, was used in combination with Roche-454 high-throughput sequencing as a tool to determine the possible presence of viruses (known or unknown) in blood of first-onset drugs-naïve schizophrenic patients with prominent negative symptoms. Two viruses (the Anellovirus Torque Teno virus and GB virus C) were detected. Both viruses are commonly found in healthy individuals and no clear link with disease was ever established. Viruses from the family Anelloviridae were also identified in the control population (4.8%). Besides, one patient sample was positive for human endogenous retroviruses type K (HML-2) RNA but no specific predominant strain was detected, instead 119 different variants were found. In conclusion, these findings indicate no evidence for viral or endogenous retroviral involvement in sera at the time of onset of schizophrenia.
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Affiliation(s)
- Marta Canuti
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | - Nico J M van Beveren
- Antes, Institute for Mental Health Care, Rotterdam, The Netherlands; Erasmus University Medical Center, Department of Neuroscience, Rotterdam, The Netherlands; Department of Psychiatry, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Seyed Mohammad Jazaeri Farsani
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands; Tehran University of Medical Sciences, Tehran, Iran
| | - Michel de Vries
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | - Martin Deijs
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | - Maarten F Jebbink
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | - Hans L Zaaijer
- Department of Blood-Borne Infections, Sanquin Blood Supply Foundation, Amsterdam, The Netherlands; Laboratory of Clinical Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Amsterdam, The Netherlands
| | - Barbera D C van Schaik
- Bioinformatics Laboratory, Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, Amsterdam, The Netherlands
| | - Antoine H C van Kampen
- Bioinformatics Laboratory, Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Academic Medical Center, Amsterdam, The Netherlands
| | - Antoinette C van der Kuyl
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | - Lieuwe de Haan
- Department of Psychiatry, Academic Medical Center, Amsterdam, The Netherlands
| | - Jitschak G Storosum
- Department of Psychiatry, Academic Medical Center, Amsterdam, The Netherlands
| | - Lia van der Hoek
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
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25
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Canuti M, Buka S, Jazaeri Farsani SM, Oude Munnink BB, Jebbink MF, van Beveren NJM, de Haan L, Goldstein J, Seidman LJ, Tsuang MT, Storosum JG, van der Hoek L. Reduced maternal levels of common viruses during pregnancy predict offspring psychosis: potential role of enhanced maternal immune activity? Schizophr Res 2015; 166:248-54. [PMID: 26004694 DOI: 10.1016/j.schres.2015.04.037] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2015] [Revised: 04/22/2015] [Accepted: 04/27/2015] [Indexed: 01/09/2023]
Abstract
Viral infections during the prenatal or early childhood periods are one of the environmental factors which might play an etiological role in psychoses. Several studies report higher antibody levels against viruses during pregnancy in blood of mothers of offspring with psychotic disorders, but the presence of such viruses has never been demonstrated. The goal of this study was to investigate the potential association between viral infections during pregnancy and progeny with psychotic disorders and, for this purpose, we performed a nested case-control study involving pregnant mothers of offspring with schizophrenia or bipolar disorder with psychotic features (cases, N=43) and pregnant women with healthy offspring (controls, N=95). Since several potential viral candidates have been suggested in prior work, a broad-spectrum virus detection system was necessary. A metagenomic analysis performed with the virus discovery method VIDISCA-454 revealed only common blood-associated viruses in all cohorts. However, a significantly lower viral prevalence was detected in the group of cases and in the sub-population of pregnant mothers of offspring with schizophrenia (p<0.05). Consistent with the existing inverse correlation between the level of these viruses and the immunocompetence of an individual, we hypothesized the presence of a higher immune activity during pregnancy in mothers whose offspring later develop a psychotic disorder as compared to controls. Combining our results with previously available literature data on antibody levels during the gestation period suggests that a more prominent maternal immune activity can be considered a risk factor for developing psychosis.
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Affiliation(s)
- Marta Canuti
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands.
| | - Stephen Buka
- Department of Epidemiology, Brown University, Providence, RI, USA.
| | - Seyed Mohammad Jazaeri Farsani
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | - Bas B Oude Munnink
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | - Maarten F Jebbink
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | - Nico J M van Beveren
- Antes, Institute for Mental Health Care, Rotterdam, The Netherlands; Erasmus University Medical Center, Department of Neuroscience, Rotterdam, The Netherlands; Department of Psychiatry, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Lieuwe de Haan
- Department of Psychiatry, Academic Medical Center, Amsterdam, The Netherlands
| | - Jill Goldstein
- Connors Center for Women's Health and Gender Biology, Brigham and Women's Hospital, Boston, MA, USA; Department of Psychiatry, Harvard Medical School, Boston, MA, USA; Department of Medicine, Harvard Medical School, Boston, MA, USA; Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Larry J Seidman
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA; Massachusetts Mental Health Center Public Psychiatry Division of the Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Ming T Tsuang
- Center for Behavioral Genomics, Department of Psychiatry, Institute for Genomic Medicine, University of California at San Diego, La Jolla, CA, USA; Harvard Institute of Psychiatric Epidemiology and Genetics, Boston, USA
| | - Jitschak G Storosum
- Department of Psychiatry, Academic Medical Center, Amsterdam, The Netherlands
| | - Lia van der Hoek
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
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26
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Zoll J, Rahamat-Langendoen J, Ahout I, de Jonge MI, Jans J, Huijnen MA, Ferwerda G, Warris A, Melchers WJG. Direct multiplexed whole genome sequencing of respiratory tract samples reveals full viral genomic information. J Clin Virol 2015; 66:6-11. [PMID: 25866327 PMCID: PMC7185507 DOI: 10.1016/j.jcv.2015.02.010] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2014] [Revised: 02/03/2015] [Accepted: 02/16/2015] [Indexed: 01/10/2023]
Abstract
WGS was used on clinical samples as proof of principle for use in viral diagnosis. Viral infections detected by routine diagnostic methods were confirmed by WGS. Viral pathogens can be detected and characterized in a single NGS run. NGS can provide information for clinical assessment and epidemiological studies.
Background Acute respiratory tract infections (RTI) cause substantial morbidity during childhood, and are responsible for the majority of pediatric infectious diseases. Although most acute RTI are thought to be of viral origin, viral etiology is still unknown in a significant number of cases. Objectives Multiplexed whole genome sequencing (WGS) was used for virome determination directly on clinical samples as proof of principle for the use of deep sequencing techniques in clinical diagnosis of viral infections. Study design WGS was performed with nucleic acids from sputum and nasopharyngeal aspirates from four pediatric patients with known respiratory tract infections (two patients with human rhinovirus, one patient with human metapneumovirus and one patient with respiratory syncytial virus), and from four pediatric patients with PCR-negative RTI, and two control samples. Results Viral infections detected by routine molecular diagnostic methods were confirmed by WGS; in addition, typing information of the different viruses was generated. In three out of four samples from pediatric patients with PCR-negative respiratory tract infections and the two control samples, no causative viral pathogens could be detected. In one sample from a patient with PCR-negative RTI, rhinovirus type-C was detected. Almost complete viral genomes could be assembled and in all cases virus species could be determined. Conclusions Our study shows that, in a single run, viral pathogens can be detected and characterized, providing information for clinical assessment and epidemiological studies. We conclude that WGS is a powerful tool in clinical virology that delivers comprehensive information on the viral content of clinical samples.
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Affiliation(s)
- Jan Zoll
- Department of Medical Microbiology, Radboudumc, Nijmegen, The Netherlands.
| | | | - Inge Ahout
- Laboratory of Pediatric Infectious Diseases, Department of Pediatrics, Radboudumc, Nijmegen, The Netherlands
| | - Marien I de Jonge
- Laboratory of Pediatric Infectious Diseases, Department of Pediatrics, Radboudumc, Nijmegen, The Netherlands
| | - Jop Jans
- Laboratory of Pediatric Infectious Diseases, Department of Pediatrics, Radboudumc, Nijmegen, The Netherlands
| | - Martijn A Huijnen
- Center for Molecular and Biomolecular Informatics, Radboudumc, Nijmegen, The Netherlands
| | - Gerben Ferwerda
- Laboratory of Pediatric Infectious Diseases, Department of Pediatrics, Radboudumc, Nijmegen, The Netherlands
| | - Adilia Warris
- Laboratory of Pediatric Infectious Diseases, Department of Pediatrics, Radboudumc, Nijmegen, The Netherlands
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27
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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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28
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Canuti M, Williams CV, Gadi SR, Jebbink MF, Oude Munnink BB, Jazaeri Farsani SM, Cullen JM, van der Hoek L. Persistent viremia by a novel parvovirus in a slow loris (Nycticebus coucang) with diffuse histiocytic sarcoma. Front Microbiol 2014; 5:655. [PMID: 25520709 PMCID: PMC4249460 DOI: 10.3389/fmicb.2014.00655] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2014] [Accepted: 11/13/2014] [Indexed: 12/13/2022] Open
Abstract
Cancer is one of the leading health concerns for human and animal health. Since the tumorigenesis process is not completely understood and it is known that some viruses can induce carcinogenesis, it is highly important to identify novel oncoviruses and extensively study underlying oncogenic mechanisms. Here, we investigated a case of diffuse histiocytic sarcoma in a 22 year old slow loris (Nycticebus coucang), using a broad spectrum virus discovery technique. A novel parvovirus was discovered and the phylogenetic analysis performed on its fully sequenced genome demonstrated that it represents the first member of a novel genus. The possible causative correlation between this virus and the malignancy was further investigated and 20 serum and 61 organ samples from 25 animals (N. coucang and N. pygmaeus) were screened for the novel virus but only samples collected from the originally infected animal were positive. The virus was present in all tested organs (intestine, liver, spleen, kidneys, and lungs) and in all banked serum samples collected up to 8 years before death. All attempts to identify a latent viral form (integrated or episomal) were unsuccessful and the increase of variation in the viral sequences during the years was consistent with absence of latency. Since it is well known that parvoviruses are dependent on cell division to successfully replicate, we hypothesized that the virus could have benefitted from the constantly dividing cancer cells and may not have been the cause of the histiocytic sarcoma. It is also possible to conjecture that the virus had a role in delaying the tumor progression and this report might bring new exciting opportunities in recognizing viruses to be used in cancer virotherapy.
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Affiliation(s)
- Marta Canuti
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam Amsterdam, Netherlands
| | | | - Sashi R Gadi
- Department of Population Health and Pathobiology, College of Veterinary Medicine, North Carolina State University Raleigh, NC, USA
| | - Maarten F Jebbink
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam Amsterdam, Netherlands
| | - Bas B Oude Munnink
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam Amsterdam, Netherlands
| | - Seyed Mohammad Jazaeri Farsani
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam Amsterdam, Netherlands ; Department of Virology, Tehran University of Medical Sciences Tehran, Iran
| | - John M Cullen
- Department of Population Health and Pathobiology, College of Veterinary Medicine, North Carolina State University Raleigh, NC, USA
| | - Lia van der Hoek
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam Amsterdam, Netherlands
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29
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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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30
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Comprehensive human virus screening using high-throughput sequencing with a user-friendly representation of bioinformatics analysis: a pilot study. J Clin Microbiol 2014; 52:3351-61. [PMID: 25009045 DOI: 10.1128/jcm.01389-14] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
High-throughput sequencing (HTS) provides the means to analyze clinical specimens in unprecedented molecular detail. While this technology has been successfully applied to virus discovery and other related areas of research, HTS methodology has yet to be exploited for use in a clinical setting for routine diagnostics. Here, a bioinformatics pipeline (ezVIR) was designed to process HTS data from any of the standard platforms and to evaluate the entire spectrum of known human viruses at once, providing results that are easy to interpret and customizable. The pipeline works by identifying the most likely viruses present in the specimen given the sequencing data. Additionally, ezVIR can generate optional reports for strain typing, can create genome coverage histograms, and can perform cross-contamination analysis for specimens prepared in series. In this pilot study, the pipeline was challenged using HTS data from 20 clinical specimens representative of those most often collected and analyzed in daily practice. The specimens (5 cerebrospinal fluid, 7 bronchoalveolar lavage fluid, 5 plasma, 2 serum, and 1 nasopharyngeal aspirate) were originally found to be positive for a diverse range of DNA or RNA viruses by routine molecular diagnostics. The ezVIR pipeline correctly identified 14 of 14 specimens containing viruses with genomes of <40,000 bp, and 4 of 6 specimens positive for large-genome viruses. Although further validation is needed to evaluate sensitivity and to define detection cutoffs, results obtained in this pilot study indicate that the overall detection success rate, coupled with the ease of interpreting the analysis reports, makes it worth considering using HTS for clinical diagnostics.
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31
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Canuti M, Deijs M, Jazaeri Farsani SM, Holwerda M, Jebbink MF, de Vries M, van Vugt S, Brugman C, Verheij T, Lammens C, Goossens H, Loens K, Ieven M, van der Hoek L. Metagenomic analysis of a sample from a patient with respiratory tract infection reveals the presence of a γ-papillomavirus. Front Microbiol 2014; 5:347. [PMID: 25071755 PMCID: PMC4086198 DOI: 10.3389/fmicb.2014.00347] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2014] [Accepted: 06/23/2014] [Indexed: 01/19/2023] Open
Abstract
Previously unknown or unexpected pathogens may be responsible for that proportion of respiratory diseases in which a causative agent cannot be identified. The application of broad-spectrum, sequence independent virus discovery techniques may be useful to reduce this proportion and widen our knowledge about respiratory pathogens. Thanks to the availability of high-throughput sequencing (HTS) technology, it became today possible to detect viruses which are present at a very low load, but the clinical relevance of those viruses must be investigated. In this study we used VIDISCA-454, a restriction enzyme based virus discovery method that utilizes Roche 454 HTS system, on a nasal swab collected from a subject with respiratory complaints. A γ-papillomavirus was detected (complete genome: 7142 bp) and its role in disease was investigated. Respiratory samples collected both during the acute phase of the illness and 2 weeks after full recovery contained the virus. The patient presented antibodies directed against the virus but there was no difference between IgG levels in blood samples collected during the acute phase and 2 weeks after full recovery. We therefore concluded that the detected γ-papillomavirus is unlikely to be the causative agent of the respiratory complaints and its presence in the nose of the patient is not related to the disease. Although HTS based virus discovery techniques proved their great potential as a tool to clarify the etiology of some infectious diseases, the obtained information must be subjected to cautious interpretations. This study underlines the crucial importance of performing careful investigations on viruses identified when applying sensitive virus discovery techniques, since the mere identification of a virus and its presence in a clinical sample are not satisfactory proofs to establish a causative link with a disease.
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Affiliation(s)
- Marta Canuti
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam, Academic Medical Center, University of Amsterdam Amsterdam, Netherlands
| | - Martin Deijs
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam, Academic Medical Center, University of Amsterdam Amsterdam, Netherlands
| | - Seyed M Jazaeri Farsani
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam, Academic Medical Center, University of Amsterdam Amsterdam, Netherlands
| | - Melle Holwerda
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam, Academic Medical Center, University of Amsterdam Amsterdam, Netherlands
| | - Maarten F Jebbink
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam, Academic Medical Center, University of Amsterdam Amsterdam, Netherlands
| | - Michel de Vries
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam, Academic Medical Center, University of Amsterdam Amsterdam, Netherlands
| | - Saskia van Vugt
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht Utrecht, Netherlands
| | - Curt Brugman
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht Utrecht, Netherlands
| | - Theo Verheij
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht Utrecht, Netherlands
| | - Christine Lammens
- Department of Medical Microbiology, Vaccine and Infectious Disease Institute, Universiteit Antwerpen-University Hospital Antwerp Antwerp, Belgium
| | - Herman Goossens
- Department of Medical Microbiology, Vaccine and Infectious Disease Institute, Universiteit Antwerpen-University Hospital Antwerp Antwerp, Belgium
| | - Katherine Loens
- Department of Medical Microbiology, Vaccine and Infectious Disease Institute, Universiteit Antwerpen-University Hospital Antwerp Antwerp, Belgium
| | - Margareta Ieven
- Department of Medical Microbiology, Vaccine and Infectious Disease Institute, Universiteit Antwerpen-University Hospital Antwerp Antwerp, Belgium
| | - Lia van der Hoek
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam, Academic Medical Center, University of Amsterdam Amsterdam, Netherlands
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32
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Influenza and other respiratory viruses involved in severe acute respiratory disease in northern Italy during the pandemic and postpandemic period (2009-2011). BIOMED RESEARCH INTERNATIONAL 2014; 2014:241298. [PMID: 25013770 PMCID: PMC4075074 DOI: 10.1155/2014/241298] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/11/2014] [Revised: 05/26/2014] [Accepted: 05/27/2014] [Indexed: 11/18/2022]
Abstract
Since 2009 pandemic, international health authorities recommended monitoring severe and complicated cases of respiratory disease, that is, severe acute respiratory infection (SARI) and acute respiratory distress syndrome (ARDS). We evaluated the proportion of SARI/ARDS cases and deaths due to influenza A(H1N1)pdm09 infection and the impact of other respiratory viruses during pandemic and postpandemic period (2009-2011) in northern Italy; additionally we searched for unknown viruses in those cases for which diagnosis remained negative. 206 respiratory samples were collected from SARI/ARDS cases and analyzed by real-time RT-PCR/PCR to investigate influenza viruses and other common respiratory pathogens; also, a virus discovery technique (VIDISCA-454) was applied on those samples tested negative to all pathogens. Influenza A(H1N1)pdm09 virus was detected in 58.3% of specimens, with a case fatality rate of 11.3%. The impact of other respiratory viruses was 19.4%, and the most commonly detected viruses were human rhinovirus/enterovirus and influenza A(H3N2). VIDISCA-454 enabled the identification of one previously undiagnosed measles infection. Nearly 22% of SARI/ARDS cases did not obtain a definite diagnosis. In clinical practice, great efforts should be dedicated to improving the diagnosis of severe respiratory disease; the introduction of innovative molecular technologies, as VIDISCA-454, will certainly help in reducing such "diagnostic gap."
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Cotten M, Oude Munnink B, Canuti M, Deijs M, Watson SJ, Kellam P, van der Hoek L. Full genome virus detection in fecal samples using sensitive nucleic acid preparation, deep sequencing, and a novel iterative sequence classification algorithm. PLoS One 2014; 9:e93269. [PMID: 24695106 PMCID: PMC3973683 DOI: 10.1371/journal.pone.0093269] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2013] [Accepted: 03/02/2014] [Indexed: 12/18/2022] Open
Abstract
We have developed a full genome virus detection process that combines sensitive nucleic acid preparation optimised for virus identification in fecal material with Illumina MiSeq sequencing and a novel post-sequencing virus identification algorithm. Enriched viral nucleic acid was converted to double-stranded DNA and subjected to Illumina MiSeq sequencing. The resulting short reads were processed with a novel iterative Python algorithm SLIM for the identification of sequences with homology to known viruses. De novo assembly was then used to generate full viral genomes. The sensitivity of this process was demonstrated with a set of fecal samples from HIV-1 infected patients. A quantitative assessment of the mammalian, plant, and bacterial virus content of this compartment was generated and the deep sequencing data were sufficient to assembly 12 complete viral genomes from 6 virus families. The method detected high levels of enteropathic viruses that are normally controlled in healthy adults, but may be involved in the pathogenesis of HIV-1 infection and will provide a powerful tool for virus detection and for analyzing changes in the fecal virome associated with HIV-1 progression and pathogenesis.
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Affiliation(s)
- Matthew Cotten
- Wellcome Trust Sanger Institute, Hinxton, United Kingdom
- * E-mail:
| | - Bas Oude Munnink
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | - Marta Canuti
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | - Martin Deijs
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
| | | | - Paul Kellam
- Wellcome Trust Sanger Institute, Hinxton, United Kingdom
- Department of Infection, University College London, London, United Kingdom
| | - Lia van der Hoek
- Laboratory of Experimental Virology, Department of Medical Microbiology, Center for Infection and Immunity Amsterdam (CINIMA), Academic Medical Center of the University of Amsterdam, Amsterdam, The Netherlands
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