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Sipos D, Varga A, Kappéter Á, Halda-Kiss B, Kása P, Pál S, Kocsis B, Péterfi Z. Encapsulation protocol for fecal microbiota transplantation. Front Cell Infect Microbiol 2024; 14:1424376. [PMID: 38988813 PMCID: PMC11233434 DOI: 10.3389/fcimb.2024.1424376] [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: 04/27/2024] [Accepted: 06/10/2024] [Indexed: 07/12/2024] Open
Abstract
Introduction Clostridioides difficile infections (CDI) continue to pose a challenge for clinicians. Fecal microbiota transplantation (FMT) is an effective treatment option in CDI. Furthermore, recent and ongoing studies suggest potential benefits of FMT in other diseases as well. Methods We would like to present a novel protocol for encapsulation of lyophilized fecal material. Our method provides with better compliance as well as improved flexibility, storage and safety. Results FMT was conducted in 28 patients with an overall success rate of 82,14% using apsules containing lyophilized stool. 16 of patients were given capsules with lessened bacteria counts. The success rate in this group was 93,75%. Discussion The results highlight the still unanswered questions about the mechanism of action and contribute to a wider use of FMT in the clinical praxis and in research.
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Affiliation(s)
- Dávid Sipos
- 1st Department of Internal Medicine - Department of Infectology, University of Pécs Clinical Centre, Pécs, Hungary
| | - Adorján Varga
- Department of Medical Microbiology and Immunology, University of Pécs Medical School, Clinical Centre, Pécs, Hungary
| | - Ágnes Kappéter
- 1st Department of Internal Medicine - Department of Infectology, University of Pécs Clinical Centre, Pécs, Hungary
| | - Bernadett Halda-Kiss
- 1st Department of Internal Medicine - Department of Infectology, University of Pécs Clinical Centre, Pécs, Hungary
| | - Péter Kása
- Institute of Pharmaceutical Technology and Biopharmacy, University of Pécs Faculty of Pharmacy, Pécs, Hungary
| | - Szilárd Pál
- Institute of Pharmaceutical Technology and Biopharmacy, University of Pécs Faculty of Pharmacy, Pécs, Hungary
| | - Béla Kocsis
- Department of Medical Microbiology and Immunology, University of Pécs Medical School, Clinical Centre, Pécs, Hungary
| | - Zoltán Péterfi
- 1st Department of Internal Medicine - Department of Infectology, University of Pécs Clinical Centre, Pécs, Hungary
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Brogna C, Costanzo V, Brogna B, Bisaccia DR, Brogna G, Giuliano M, Montano L, Viduto V, Cristoni S, Fabrowski M, Piscopo M. Analysis of Bacteriophage Behavior of a Human RNA Virus, SARS-CoV-2, through the Integrated Approach of Immunofluorescence Microscopy, Proteomics and D-Amino Acid Quantification. Int J Mol Sci 2023; 24:3929. [PMID: 36835341 PMCID: PMC9965620 DOI: 10.3390/ijms24043929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Revised: 02/08/2023] [Accepted: 02/11/2023] [Indexed: 02/18/2023] Open
Abstract
SARS-CoV-2, one of the human RNA viruses, is widely studied around the world. Significant efforts have been made to understand its molecular mechanisms of action and how it interacts with epithelial cells and the human microbiome since it has also been observed in gut microbiome bacteria. Many studies emphasize the importance of surface immunity and also that the mucosal system is critical in the interaction of the pathogen with the cells of the oral, nasal, pharyngeal, and intestinal epithelium. Recent studies have shown how bacteria in the human gut microbiome produce toxins capable of altering the classical mechanisms of interaction of viruses with surface cells. This paper presents a simple approach to highlight the initial behavior of a novel pathogen, SARS-CoV-2, on the human microbiome. The immunofluorescence microscopy technique can be combined with spectral counting performed at mass spectrometry of viral peptides in bacterial cultures, along with identification of the presence of D-amino acids within viral peptides in bacterial cultures and in patients' blood. This approach makes it possible to establish the possible expression or increase of viral RNA viruses in general and SARS-CoV-2, as discussed in this study, and to determine whether or not the microbiome is involved in the pathogenetic mechanisms of the viruses. This novel combined approach can provide information more rapidly, avoiding the biases of virological diagnosis and identifying whether a virus can interact with, bind to, and infect bacteria and epithelial cells. Understanding whether some viruses have bacteriophagic behavior allows vaccine therapies to be focused either toward certain toxins produced by bacteria in the microbiome or toward finding inert or symbiotic viral mutations with the human microbiome. This new knowledge opens a scenario on a possible future vaccine: the probiotics vaccine, engineered with the right resistance to viruses that attach to both the epithelium human surface and gut microbiome bacteria.
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Affiliation(s)
- Carlo Brogna
- Department of Research, Craniomed Group Facility Srl., 20091 Bresso, Italy
| | - Vincenzo Costanzo
- Biogem, Institute of Molecular Biology and Genetics, 83031 Ariano Irpino, Italy
| | - Barbara Brogna
- Department of Radiology, Moscati Hospital, Contrada Amoretta, 83100 Avellino, Italy
| | | | - Giancarlo Brogna
- Department of Research, Craniomed Group Facility Srl., 20091 Bresso, Italy
| | - Marino Giuliano
- Marsanconsulting Srl. Public Health Company, Via dei Fiorentini, 80133 Napoli, Italy
| | - Luigi Montano
- Andrology Unit and Service of LifeStyle Medicine in Uro-Andrology, Local Health Authority (ASL), 84124 Salerno, Italy
| | - Valentina Viduto
- Long COVID-19 Foundation, Brookfield Court, Garforth, Leeds LS25 1NB, UK
| | | | - Mark Fabrowski
- Department of Emergency Medicine, Royal Sussex County Hospital, University Hospitals Sussex, Eastern Road, Brighton BN2 5BE, UK
| | - Marina Piscopo
- Department of Biology, University of Naples Federico II, 80126 Napoli, Italy
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3
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Raza A, Wu Q. Diagnosis of Viral Diseases Using Deep Sequencing and Metagenomics Analyses. Methods Mol Biol 2022; 2400:225-243. [PMID: 34905206 DOI: 10.1007/978-1-0716-1835-6_22] [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] [Indexed: 06/14/2023]
Abstract
Viruses are ubiquitous in nature and exist in a variety of habitats. The advancement in sequencing technologies has revolutionized the understanding of viral biodiversity associated with plant diseases. Deep sequencing combined with metagenomics is a powerful approach that has proven to be revolutionary in the last decade and involves the direct analysis of viral genomes present in a diseased tissue sample. This protocol describes the details of RNA extraction and purification from wild rice plant and their yield, RNA purity, and integrity assessment. As a final step, bioinformatics data analysis including demultiplexing, quality control, de novo transcriptome assembly, taxonomic allocation and read mapping following Illumina HiSeq small and total RNA sequencing are described. Furthermore, the total RNAs extraction protocol and an additional ribosomal rRNAs depletion step which are significantly important for viral genomes construction are provided.
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Affiliation(s)
- Ali Raza
- Hefei National Laboratory for Physical Sciences at Microscale, School of Life Sciences, University of Science and Technology of China, Hefei, China
| | - Qingfa Wu
- Hefei National Laboratory for Physical Sciences at Microscale, School of Life Sciences, University of Science and Technology of China, Hefei, China.
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4
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Jones DL, Baluja MQ, Graham DW, Corbishley A, McDonald JE, Malham SK, Hillary LS, Connor TR, Gaze WH, Moura IB, Wilcox MH, Farkas K. Shedding of SARS-CoV-2 in feces and urine and its potential role in person-to-person transmission and the environment-based spread of COVID-19. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 749:141364. [PMID: 32836117 PMCID: PMC7836549 DOI: 10.1016/j.scitotenv.2020.141364] [Citation(s) in RCA: 246] [Impact Index Per Article: 61.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 07/27/2020] [Accepted: 07/28/2020] [Indexed: 04/14/2023]
Abstract
The recent detection of SARS-CoV-2 RNA in feces has led to speculation that it can be transmitted via the fecal-oral/ocular route. This review aims to critically evaluate the incidence of gastrointestinal (GI) symptoms, the quantity and infectivity of SARS-CoV-2 in feces and urine, and whether these pose an infection risk in sanitary settings, sewage networks, wastewater treatment plants, and the wider environment (e.g. rivers, lakes and marine waters). A review of 48 independent studies revealed that severe GI dysfunction is only evident in a small number of COVID-19 cases, with 11 ± 2% exhibiting diarrhea and 12 ± 3% exhibiting vomiting and nausea. In addition to these cases, SARS-CoV-2 RNA can be detected in feces from some asymptomatic, mildly- and pre-symptomatic individuals. Fecal shedding of the virus peaks in the symptomatic period and can persist for several weeks, but with declining abundances in the post-symptomatic phase. SARS-CoV-2 RNA is occasionally detected in urine, but reports in fecal samples are more frequent. The abundance of the virus genetic material in both urine (ca. 102-105 gc/ml) and feces (ca. 102-107 gc/ml) is much lower than in nasopharyngeal fluids (ca. 105-1011 gc/ml). There is strong evidence of multiplication of SARS-CoV-2 in the gut and infectious virus has occasionally been recovered from both urine and stool samples. The level and infectious capability of SARS-CoV-2 in vomit remain unknown. In comparison to enteric viruses transmitted via the fecal-oral route (e.g. norovirus, adenovirus), the likelihood of SARS-CoV-2 being transmitted via feces or urine appears much lower due to the lower relative amounts of virus present in feces/urine. The biggest risk of transmission will occur in clinical and care home settings where secondary handling of people and urine/fecal matter occurs. In addition, while SARS-CoV-2 RNA genetic material can be detected by in wastewater, this signal is greatly reduced by conventional treatment. Our analysis also suggests the likelihood of infection due to contact with sewage-contaminated water (e.g. swimming, surfing, angling) or food (e.g. salads, shellfish) is extremely low or negligible based on very low predicted abundances and limited environmental survival of SARS-CoV-2. These conclusions are corroborated by the fact that tens of million cases of COVID-19 have occurred globally, but exposure to feces or wastewater has never been implicated as a transmission vector.
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Affiliation(s)
- David L Jones
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK; UWA School of Agriculture and Environment, The University of Western Australia, Perth, WA 6009, Australia.
| | | | - David W Graham
- School of Engineering, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Alexander Corbishley
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, Easter Bush Campus Midlothian, EH25 9RG, UK
| | - James E McDonald
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK
| | - Shelagh K Malham
- School of Ocean Sciences, Bangor University, Menai Bridge, Anglesey LL59 5AB, UK
| | - Luke S Hillary
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK
| | - Thomas R Connor
- Organisms and Environment Division, School of Biosciences, Cardiff University, Cardiff CF10 3AX, UK; Public Health Wales, University Hospital of Wales, Cardiff CF14 4XW, UK
| | - William H Gaze
- European Centre for Environment and Human Health, University of Exeter Medical School, ESI, Penryn Campus, TR10 9FE, UK
| | - Ines B Moura
- Leeds Institute for Medical Research, Faculty of Medicine and Health, University of Leeds, Leeds LS1 3EX, UK
| | - Mark H Wilcox
- Healthcare Associated Infections Research Group, Leeds Teaching Hospitals NHS Trust and University of Leeds, Leeds, UK
| | - Kata Farkas
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK; School of Ocean Sciences, Bangor University, Menai Bridge, Anglesey LL59 5AB, UK
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5
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Jones DL, Baluja MQ, Graham DW, Corbishley A, McDonald JE, Malham SK, Hillary LS, Connor TR, Gaze WH, Moura IB, Wilcox MH, Farkas K. Shedding of SARS-CoV-2 in feces and urine and its potential role in person-to-person transmission and the environment-based spread of COVID-19. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 749:141364. [PMID: 32836117 DOI: 10.20944/preprints202007.0471.v1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 07/27/2020] [Accepted: 07/28/2020] [Indexed: 05/18/2023]
Abstract
The recent detection of SARS-CoV-2 RNA in feces has led to speculation that it can be transmitted via the fecal-oral/ocular route. This review aims to critically evaluate the incidence of gastrointestinal (GI) symptoms, the quantity and infectivity of SARS-CoV-2 in feces and urine, and whether these pose an infection risk in sanitary settings, sewage networks, wastewater treatment plants, and the wider environment (e.g. rivers, lakes and marine waters). A review of 48 independent studies revealed that severe GI dysfunction is only evident in a small number of COVID-19 cases, with 11 ± 2% exhibiting diarrhea and 12 ± 3% exhibiting vomiting and nausea. In addition to these cases, SARS-CoV-2 RNA can be detected in feces from some asymptomatic, mildly- and pre-symptomatic individuals. Fecal shedding of the virus peaks in the symptomatic period and can persist for several weeks, but with declining abundances in the post-symptomatic phase. SARS-CoV-2 RNA is occasionally detected in urine, but reports in fecal samples are more frequent. The abundance of the virus genetic material in both urine (ca. 102-105 gc/ml) and feces (ca. 102-107 gc/ml) is much lower than in nasopharyngeal fluids (ca. 105-1011 gc/ml). There is strong evidence of multiplication of SARS-CoV-2 in the gut and infectious virus has occasionally been recovered from both urine and stool samples. The level and infectious capability of SARS-CoV-2 in vomit remain unknown. In comparison to enteric viruses transmitted via the fecal-oral route (e.g. norovirus, adenovirus), the likelihood of SARS-CoV-2 being transmitted via feces or urine appears much lower due to the lower relative amounts of virus present in feces/urine. The biggest risk of transmission will occur in clinical and care home settings where secondary handling of people and urine/fecal matter occurs. In addition, while SARS-CoV-2 RNA genetic material can be detected by in wastewater, this signal is greatly reduced by conventional treatment. Our analysis also suggests the likelihood of infection due to contact with sewage-contaminated water (e.g. swimming, surfing, angling) or food (e.g. salads, shellfish) is extremely low or negligible based on very low predicted abundances and limited environmental survival of SARS-CoV-2. These conclusions are corroborated by the fact that tens of million cases of COVID-19 have occurred globally, but exposure to feces or wastewater has never been implicated as a transmission vector.
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Affiliation(s)
- David L Jones
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK; UWA School of Agriculture and Environment, The University of Western Australia, Perth, WA 6009, Australia.
| | | | - David W Graham
- School of Engineering, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Alexander Corbishley
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, Easter Bush Campus Midlothian, EH25 9RG, UK
| | - James E McDonald
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK
| | - Shelagh K Malham
- School of Ocean Sciences, Bangor University, Menai Bridge, Anglesey LL59 5AB, UK
| | - Luke S Hillary
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK
| | - Thomas R Connor
- Organisms and Environment Division, School of Biosciences, Cardiff University, Cardiff CF10 3AX, UK; Public Health Wales, University Hospital of Wales, Cardiff CF14 4XW, UK
| | - William H Gaze
- European Centre for Environment and Human Health, University of Exeter Medical School, ESI, Penryn Campus, TR10 9FE, UK
| | - Ines B Moura
- Leeds Institute for Medical Research, Faculty of Medicine and Health, University of Leeds, Leeds LS1 3EX, UK
| | - Mark H Wilcox
- Healthcare Associated Infections Research Group, Leeds Teaching Hospitals NHS Trust and University of Leeds, Leeds, UK
| | - Kata Farkas
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK; School of Ocean Sciences, Bangor University, Menai Bridge, Anglesey LL59 5AB, UK
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6
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Jones DL, Baluja MQ, Graham DW, Corbishley A, McDonald JE, Malham SK, Hillary LS, Connor TR, Gaze WH, Moura IB, Wilcox MH, Farkas K. Shedding of SARS-CoV-2 in feces and urine and its potential role in person-to-person transmission and the environment-based spread of COVID-19. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020. [PMID: 32836117 DOI: 10.1016/j.scitotenv.2020.141364pmid-32836117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
The recent detection of SARS-CoV-2 RNA in feces has led to speculation that it can be transmitted via the fecal-oral/ocular route. This review aims to critically evaluate the incidence of gastrointestinal (GI) symptoms, the quantity and infectivity of SARS-CoV-2 in feces and urine, and whether these pose an infection risk in sanitary settings, sewage networks, wastewater treatment plants, and the wider environment (e.g. rivers, lakes and marine waters). A review of 48 independent studies revealed that severe GI dysfunction is only evident in a small number of COVID-19 cases, with 11 ± 2% exhibiting diarrhea and 12 ± 3% exhibiting vomiting and nausea. In addition to these cases, SARS-CoV-2 RNA can be detected in feces from some asymptomatic, mildly- and pre-symptomatic individuals. Fecal shedding of the virus peaks in the symptomatic period and can persist for several weeks, but with declining abundances in the post-symptomatic phase. SARS-CoV-2 RNA is occasionally detected in urine, but reports in fecal samples are more frequent. The abundance of the virus genetic material in both urine (ca. 102-105 gc/ml) and feces (ca. 102-107 gc/ml) is much lower than in nasopharyngeal fluids (ca. 105-1011 gc/ml). There is strong evidence of multiplication of SARS-CoV-2 in the gut and infectious virus has occasionally been recovered from both urine and stool samples. The level and infectious capability of SARS-CoV-2 in vomit remain unknown. In comparison to enteric viruses transmitted via the fecal-oral route (e.g. norovirus, adenovirus), the likelihood of SARS-CoV-2 being transmitted via feces or urine appears much lower due to the lower relative amounts of virus present in feces/urine. The biggest risk of transmission will occur in clinical and care home settings where secondary handling of people and urine/fecal matter occurs. In addition, while SARS-CoV-2 RNA genetic material can be detected by in wastewater, this signal is greatly reduced by conventional treatment. Our analysis also suggests the likelihood of infection due to contact with sewage-contaminated water (e.g. swimming, surfing, angling) or food (e.g. salads, shellfish) is extremely low or negligible based on very low predicted abundances and limited environmental survival of SARS-CoV-2. These conclusions are corroborated by the fact that tens of million cases of COVID-19 have occurred globally, but exposure to feces or wastewater has never been implicated as a transmission vector.
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Affiliation(s)
- David L Jones
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK; UWA School of Agriculture and Environment, The University of Western Australia, Perth, WA 6009, Australia.
| | | | - David W Graham
- School of Engineering, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Alexander Corbishley
- The Roslin Institute and Royal (Dick) School of Veterinary Studies, Easter Bush Campus Midlothian, EH25 9RG, UK
| | - James E McDonald
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK
| | - Shelagh K Malham
- School of Ocean Sciences, Bangor University, Menai Bridge, Anglesey LL59 5AB, UK
| | - Luke S Hillary
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK
| | - Thomas R Connor
- Organisms and Environment Division, School of Biosciences, Cardiff University, Cardiff CF10 3AX, UK; Public Health Wales, University Hospital of Wales, Cardiff CF14 4XW, UK
| | - William H Gaze
- European Centre for Environment and Human Health, University of Exeter Medical School, ESI, Penryn Campus, TR10 9FE, UK
| | - Ines B Moura
- Leeds Institute for Medical Research, Faculty of Medicine and Health, University of Leeds, Leeds LS1 3EX, UK
| | - Mark H Wilcox
- Healthcare Associated Infections Research Group, Leeds Teaching Hospitals NHS Trust and University of Leeds, Leeds, UK
| | - Kata Farkas
- Centre for Environmental Biotechnology, School of Natural Sciences, Bangor University, Bangor, Gwynedd LL57 2UW, UK; School of Ocean Sciences, Bangor University, Menai Bridge, Anglesey LL59 5AB, UK
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Haddad-Boubaker S, Joffret ML, Pérot P, Bessaud M, Meddeb Z, Touzi H, Delpeyroux F, Triki H, Eloit M. Metagenomic analysis identifies human adenovirus 31 in children with acute flaccid paralysis in Tunisia. Arch Virol 2019; 164:747-755. [DOI: 10.1007/s00705-018-04141-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Accepted: 12/29/2018] [Indexed: 01/24/2023]
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A Century in the Life of the Control of Communicable Diseases Manual: 1917 to 2017. JOURNAL OF PUBLIC HEALTH MANAGEMENT AND PRACTICE 2018; 22:597-602. [PMID: 27682728 DOI: 10.1097/phh.0000000000000435] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
The Control of Communicable Diseases Manual, a premier publication of the American Public Health Association, celebrates its centennial in 2017. The Control of Communicable Diseases Manual has evolved in format and content through 20 separate editions. This article is a follow-up to an earlier article, titled "Evolution of the Control of Communicable Disease Manual: 1917 to 2000," that appeared in the Journal of Public Health Management & Practice in 2001. Our update focuses on the period since the 17th edition, which is characterized by dramatic changes. The 20th edition (2014) added a few arboviral diseases (Banna, Cache Valley, Eyach, Heartland, severe fever with thrombocytopenia syndrome virus, Iquitos, and Me Tri), but mostly contracted, leaving 65 arboviral entries. Other categories of pathogens also declined in the most recent editions, indicating an apparent trend to make the manual less encyclopedic. We attempt to explain these and other changes and ask the reader to comment whether they are aware of other related facts or history based on personal experience.
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Adetiba E, Olugbara OO, Taiwo TB, Adebiyi MO, Badejo JA, Akanle MB, Matthews VO. Alignment-Free Z-Curve Genomic Cepstral Coefficients and Machine Learning for Classification of Viruses. BIOINFORMATICS AND BIOMEDICAL ENGINEERING 2018. [PMCID: PMC7120486 DOI: 10.1007/978-3-319-78723-7_25] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Accurate detection of pathogenic viruses has become highly imperative. This is because viral diseases constitute a huge threat to human health and wellbeing on a global scale. However, both traditional and recent techniques for viral detection suffer from various setbacks. In codicil, some of the existing alignment-free methods are also limited with respect to viral detection accuracy. In this paper, we present the development of an alignment-free, digital signal processing based method for pathogenic viral detection named Z-Curve Genomic Cesptral Coefficients (ZCGCC). To evaluate the method, ZCGCC were computed from twenty six pathogenic viral strains extracted from the ViPR corpus. Naïve Bayesian classifier, which is a popular machine learning method was experimentally trained and validated using the extracted ZCGCC and other alignment-free methods in the literature. Comparative results show that the proposed ZCGCC gives good accuracy (93.0385%) and improved performance to existing alignment-free methods.
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10
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Madi N, Al-Nakib W, Mustafa AS, Habibi N. Metagenomic analysis of viral diversity in respiratory samples from patients with respiratory tract infections in Kuwait. J Med Virol 2017; 90:412-420. [PMID: 29083040 PMCID: PMC7167075 DOI: 10.1002/jmv.24984] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2017] [Revised: 09/19/2017] [Accepted: 10/12/2017] [Indexed: 12/22/2022]
Abstract
A metagenomic approach based on target independent next‐generation sequencing has become a known method for the detection of both known and novel viruses in clinical samples. This study aimed to use the metagenomic sequencing approach to characterize the viral diversity in respiratory samples from patients with respiratory tract infections. We have investigated 86 respiratory samples received from various hospitals in Kuwait between 2015 and 2016 for the diagnosis of respiratory tract infections. A metagenomic approach using the next‐generation sequencer to characterize viruses was used. According to the metagenomic analysis, an average of 145, 019 reads were identified, and 2% of these reads were of viral origin. Also, metagenomic analysis of the viral sequences revealed many known respiratory viruses, which were detected in 30.2% of the clinical samples. Also, sequences of non‐respiratory viruses were detected in 14% of the clinical samples, while sequences of non‐human viruses were detected in 55.8% of the clinical samples. The average genome coverage of the viruses was 12% with the highest genome coverage of 99.2% for respiratory syncytial virus, and the lowest was 1% for torque teno midi virus 2. Our results showed 47.7% agreement between multiplex Real‐Time PCR and metagenomics sequencing in the detection of respiratory viruses in the clinical samples. Though there are some difficulties in using this method to clinical samples such as specimen quality, these observations are indicative of the promising utility of the metagenomic sequencing approach for the identification of respiratory viruses in patients with respiratory tract infections.
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Affiliation(s)
- Nada Madi
- Virology Unit, Department of Microbiology, Faculty of Medicine, Kuwait University, Safat, Kuwait
| | - Widad Al-Nakib
- Virology Unit, Department of Microbiology, Faculty of Medicine, Kuwait University, Safat, Kuwait
| | - Abu Salim Mustafa
- Virology Unit, Department of Microbiology, Faculty of Medicine, Kuwait University, Safat, Kuwait
| | - Nazima Habibi
- Research Core Facility and OMICS Research Unit, Faculty of Medicine, Kuwait University, Safat, Kuwait
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Abstract
Viruses rapidly evolve and can emerge in unpredictable ways. Transmission pathways by which foodborne viruses may enter human populations and evolutionary mechanisms by which viruses can become virulent are discussed in this chapter. A majority of viruses emerge from zoonotic animal reservoirs, often by adapting and infecting intermediate hosts, such as domestic animals and livestock. Viruses that are known foodborne threats include hepatitis E virus, tick-borne encephalitis virus, enteroviruses, adenovirus, and astroviruses, among others. Viruses may potentially evolve and emerge as a result of modern agricultural practices which can concentrate livestock and bring them into contact with wild animals. Examples of viruses that have emerged in this manner are influenza, coronaviruses such as severe acute respiratory syndrome and Middle East respiratory syndrome, and the Nipah virus. The role of bats, bush meat, rodents, pigs, cattle, and poultry as reservoirs from which infectious pathogenic viruses emerge are discussed.
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Abstract
Enteroviruses are RNA viruses that are responsible for both mild gastroenteritis and mild respiratory illnesses as well as debilitating diseases such as meningitis and myocarditis. The disease burden of enteroviruses in the United States is difficult to assess because most infections are not recorded. Since infected individuals shed enterovirus in feces and urine, surveillance of municipal wastewater can reveal the diversity of enteroviruses circulating in human populations. Therefore, monthly municipal wastewater samples were collected for 1 year and enteroviruses were quantified by reverse transcriptase quantitative PCR and identified by next-generation, high-throughput sequencing. Enterovirus concentrations ranged from 3.8 to 5.9 log10 equivalent copies/liter in monthly samples. From the mean monthly concentration, it can be estimated that 2.8% of the contributing population was shedding enterovirus daily. Sequence analysis showed that Enterovirus A and Enterovirus B alternate in predominance, with Enterovirus B comprising over 80% of the reads during the summer and fall months and Enterovirus A accounting for >45% of the reads in spring. Enterovirus C was observed throughout the year, while Enterovirus D was present intermittently. Principal-component analysis further supported the date corresponding to enterovirus seasonal trends as CVA6 (Enterovirus A) was predominant in the spring months; CVB3, CVB5, and E9 (Enterovirus B) were predominant in the summer and fall months; and CVA1, CVA19, and CVA22 (Enterovirus C) and EV97 (Enterovirus B) were predominant in winter. Rhinoviruses were also observed. Wastewater monitoring of human enterovirus provided improved insight into the seasonal patterns of enteroviruses circulating in communities and can contribute to understanding of enterovirus disease burden. IMPORTANCE Enterovirus infections are often not tracked or reported to health officials. This makes it hard to know how many people in a community are infected with these viruses at any given time. Here, we explored enterovirus in municipal wastewater to look at this issue. We show that enteroviruses are present year-round in municipal wastewater at levels of up to 800,000 genomic copies per liter. We estimate that, on average, 2.8% of the people contributing to the wastewater shed enterovirus daily. Sequence analysis of the viral capsid protein 4 gene shows that 8 enterovirus types are key drivers of seasonal trends. Populations of Enterovirus A members peak in the spring, while Enterovirus B types are most prevalent during the summer and fall months and Enterovirus C members influence the winter months. Enterovirus D was observed sporadically and did not influence seasonal trends.
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13
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Yang Y, Garver LS, Bingham KM, Hang J, Jochim RC, Davidson SA, Richardson JH, Jarman RG. Feasibility of Using the Mosquito Blood Meal for Rapid and Efficient Human and Animal Virus Surveillance and Discovery. Am J Trop Med Hyg 2015; 93:1377-82. [PMID: 26416112 DOI: 10.4269/ajtmh.15-0440] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Accepted: 08/03/2015] [Indexed: 11/07/2022] Open
Abstract
Mosquito blood meals taken from humans and animals potentially represent a useful source of blood for the detection of blood-borne pathogens. In this feasibility study, Anopheles stephensi mosquitoes were fed with blood meals spiked with dengue virus type 2 (DENV-2) and harvested at serial time points. These mosquitoes are not competent vectors, and the virus is not expected to replicate. Ingested blood was spotted on Whatman FTA cards and stored at room temperature. Mosquito abdomens were removed and stored at -80°C. Control blood meal aliquots were stored in vials or applied onto FTA cards. After 4 weeks of storage, the samples were extracted using beadbeating and QIAamp Viral RNA kit (Qiagen Sciences, Germantown, MD). Recovered viral RNA was analyzed by DENV-2 TaqMan RT-PCR assay and next-generation sequencing (NGS). Overall viral RNA recovery efficiency was 15% from the directly applied dried blood spots and approximately 20% or higher for dried blood spots made by blotting mosquito midgut on FTA cards. Viral RNA in mosquito-ingested blood decreases over time, but remains detectable 24 hours after blood feeding. The viral sequences in FTA-stored specimens can be maintained at room temperature. The strategy has the potential utility in expedited zoonotic virus discovery and blood-borne pathogen surveillance.
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Affiliation(s)
- Yu Yang
- Viral Diseases Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland; Entomology Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Lindsey S Garver
- Viral Diseases Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland; Entomology Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Karen M Bingham
- Viral Diseases Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland; Entomology Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Jun Hang
- Viral Diseases Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland; Entomology Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Ryan C Jochim
- Viral Diseases Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland; Entomology Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Silas A Davidson
- Viral Diseases Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland; Entomology Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Jason H Richardson
- Viral Diseases Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland; Entomology Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland
| | - Richard G Jarman
- Viral Diseases Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland; Entomology Branch, Walter Reed Army Institute of Research, Silver Spring, Maryland
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14
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Moore NE, Wang J, Hewitt J, Croucher D, Williamson DA, Paine S, Yen S, Greening GE, Hall RJ. Metagenomic analysis of viruses in feces from unsolved outbreaks of gastroenteritis in humans. J Clin Microbiol 2015; 53:15-21. [PMID: 25339401 PMCID: PMC4290914 DOI: 10.1128/jcm.02029-14] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
The etiology of an outbreak of gastroenteritis in humans cannot always be determined, and ∼25% of outbreaks remain unsolved in New Zealand. It is hypothesized that novel viruses may account for a proportion of unsolved cases, and new unbiased high-throughput sequencing methods hold promise for their detection. Analysis of the fecal metagenome can reveal the presence of viruses, bacteria, and parasites which may have evaded routine diagnostic testing. Thirty-one fecal samples from 26 gastroenteritis outbreaks of unknown etiology occurring in New Zealand between 2011 and 2012 were selected for de novo metagenomic analysis. A total data set of 193 million sequence reads of 150 bp in length was produced on an Illumina MiSeq. The metagenomic data set was searched for virus and parasite sequences, with no evidence of novel pathogens found. Eight viruses and one parasite were detected, each already known to be associated with gastroenteritis, including adenovirus, rotavirus, sapovirus, and Dientamoeba fragilis. In addition, we also describe the first detection of human parechovirus 3 (HPeV3) in Australasia. Metagenomics may thus provide a useful audit tool when applied retrospectively to determine where routine diagnostic processes may have failed to detect a pathogen.
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Affiliation(s)
- Nicole E Moore
- Health Programme, Institute of Environmental Science & Research, National Centre for Biosecurity and Infectious Disease, Upper Hutt, New Zealand
| | - Jing Wang
- Health Programme, Institute of Environmental Science & Research, National Centre for Biosecurity and Infectious Disease, Upper Hutt, New Zealand
| | - Joanne Hewitt
- Norovirus Reference Laboratory, Institute of Environmental Science & Research, Kenepuru Science Centre, Porirua, New Zealand
| | - Dawn Croucher
- Norovirus Reference Laboratory, Institute of Environmental Science & Research, Kenepuru Science Centre, Porirua, New Zealand
| | - Deborah A Williamson
- Health Programme, Institute of Environmental Science & Research, National Centre for Biosecurity and Infectious Disease, Upper Hutt, New Zealand
| | - Shevaun Paine
- Health Programme, Institute of Environmental Science & Research, National Centre for Biosecurity and Infectious Disease, Upper Hutt, New Zealand
| | - Seiha Yen
- Health Programme, Institute of Environmental Science & Research, National Centre for Biosecurity and Infectious Disease, Upper Hutt, New Zealand
| | - Gail E Greening
- Norovirus Reference Laboratory, Institute of Environmental Science & Research, Kenepuru Science Centre, Porirua, New Zealand
| | - Richard J Hall
- Health Programme, Institute of Environmental Science & Research, National Centre for Biosecurity and Infectious Disease, Upper Hutt, New Zealand
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15
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Wu Q, Ding SW, Zhang Y, Zhu S. Identification of viruses and viroids by next-generation sequencing and homology-dependent and homology-independent algorithms. ANNUAL REVIEW OF PHYTOPATHOLOGY 2015; 53:425-44. [PMID: 26047558 DOI: 10.1146/annurev-phyto-080614-120030] [Citation(s) in RCA: 116] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
A fast, accurate, and full indexing of viruses and viroids in a sample for the inspection and quarantine services and disease management is desirable but was unrealistic until recently. This article reviews the rapid and exciting recent progress in the use of next-generation sequencing (NGS) technologies for the identification of viruses and viroids in plants. A total of four viroids/viroid-like RNAs and 49 new plant RNA and DNA viruses from 18 known or unassigned virus families have been identified from plants since 2009. A comparison of enrichment strategies reveals that full indexing of RNA and DNA viruses as well as viroids in a plant sample at single-nucleotide resolution is made possible by one NGS run of total small RNAs, followed by data mining with homology-dependent and homology-independent computational algorithms. Major challenges in the application of NGS technologies to pathogen discovery are discussed.
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Affiliation(s)
- Qingfa Wu
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, 230026 China;
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16
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Sachsenröder J, Braun A, Machnowska P, Ng TFF, Deng X, Guenther S, Bernstein S, Ulrich RG, Delwart E, Johne R. Metagenomic identification of novel enteric viruses in urban wild rats and genome characterization of a group A rotavirus. J Gen Virol 2014; 95:2734-2747. [PMID: 25121550 DOI: 10.1099/vir.0.070029-0] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Rats are known as reservoirs and vectors for several zoonotic pathogens. However, information on the viruses shed by urban wild rats that could pose a zoonotic risk to human health is scare. Here, intestinal contents from 20 wild Norway rats (Rattus norvegicus) collected in the city of Berlin, Germany, were subjected to metagenomic analysis of viral nucleic acids. The determined faecal viromes of rats consisted of a variety of known and unknown viruses, and were highly variable among the individuals. Members of the families Parvoviridae and Picobirnaviridae represented the most abundant species. Novel picornaviruses, bocaviruses, sapoviruses and stool-associated circular ssDNA viruses were identified, which showed only low sequence identity to known representatives of the corresponding taxa. In addition, noroviruses and rotaviruses were detected as potential zoonotic gastroenteritis viruses. However, partial-genome sequence analyses indicated that the norovirus was closely related to the recently identified rat norovirus and the rotavirus B was closely related to the rat rotavirus strain IDIR; both viruses clustered separately from respective human virus strains in phylogenetic trees. In contrast, the rotavirus A sequences showed high identity to human and animal strains. Analysis of the nearly complete genome of this virus revealed the known genotypes G3, P[3] and N2 for three of the genome segments, whereas the remaining eight genome segments represented the novel genotypes I20-R11-C11-M10-A22-T14-E18-H13. Our results indicated a high heterogeneity of enteric viruses present in urban wild rats; their ability to be transmitted to humans remains to be assessed in the future.
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Affiliation(s)
- Jana Sachsenröder
- Federal Institute for Risk Assessment, Max-Dohrn-Straße 8-10, 10589 Berlin, Germany
| | - Anne Braun
- Federal Institute for Risk Assessment, Max-Dohrn-Straße 8-10, 10589 Berlin, Germany
| | - Patrycja Machnowska
- Federal Institute for Risk Assessment, Max-Dohrn-Straße 8-10, 10589 Berlin, Germany
| | - Terry Fei Fan Ng
- Blood Systems Research Institute, 270 Masonic Avenue, San Francisco, CA 94118, USA
| | - Xutao Deng
- Blood Systems Research Institute, 270 Masonic Avenue, San Francisco, CA 94118, USA
| | - Sebastian Guenther
- Centre for Infection Medicine, Institute of Microbiology and Epizootics, Freie Universität Berlin, Robert-von-Ostertag-Strasse 7-13, 14163 Berlin, Germany
| | - Samuel Bernstein
- Friedrich-Loeffler-Institut, Institute for Novel and Emerging Infectious Diseases, Südufer 10, 17493 Greifswald-Insel Riems, Germany
| | - Rainer G Ulrich
- Friedrich-Loeffler-Institut, Institute for Novel and Emerging Infectious Diseases, Südufer 10, 17493 Greifswald-Insel Riems, Germany
| | - Eric Delwart
- Blood Systems Research Institute, 270 Masonic Avenue, San Francisco, CA 94118, USA
| | - Reimar Johne
- Federal Institute for Risk Assessment, Max-Dohrn-Straße 8-10, 10589 Berlin, Germany
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17
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Gao GF, Wu Y. Haunted with and hunting for viruses. SCIENCE CHINA. LIFE SCIENCES 2013; 56:675-7. [PMID: 23917837 PMCID: PMC7089303 DOI: 10.1007/s11427-013-4525-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 07/05/2013] [Indexed: 01/20/2023]
Affiliation(s)
- George Fu Gao
- Chinese Center for Disease Control and Prevention, Beijing, 102206 China
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, 100101 China
- Research Network of Immunity and Health, Beijing Institutes of Life Science, Chinese Academy of Sciences, Beijing, 100101 China
| | - Ying Wu
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, 100101 China
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