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Phumiphanjarphak W, Aiewsakun P. Entourage: all-in-one sequence analysis software for genome assembly, virus detection, virus discovery, and intrasample variation profiling. BMC Bioinformatics 2024; 25:222. [PMID: 38914932 PMCID: PMC11197340 DOI: 10.1186/s12859-024-05846-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 06/14/2024] [Indexed: 06/26/2024] Open
Abstract
BACKGROUND Pan-virus detection, and virome investigation in general, can be challenging, mainly due to the lack of universally conserved genetic elements in viruses. Metagenomic next-generation sequencing can offer a promising solution to this problem by providing an unbiased overview of the microbial community, enabling detection of any viruses without prior target selection. However, a major challenge in utilising metagenomic next-generation sequencing for virome investigation is that data analysis can be highly complex, involving numerous data processing steps. RESULTS Here, we present Entourage to address this challenge. Entourage enables short-read sequence assembly, viral sequence search with or without reference virus targets using contig-based approaches, and intrasample sequence variation quantification. Several workflows are implemented in Entourage to facilitate end-to-end virus sequence detection analysis through a single command line, from read cleaning, sequence assembly, to virus sequence searching. The results generated are comprehensive, allowing for thorough quality control, reliability assessment, and interpretation. We illustrate Entourage's utility as a streamlined workflow for virus detection by employing it to comprehensively search for target virus sequences and beyond in raw sequence read data generated from HeLa cell culture samples spiked with viruses. Furthermore, we showcase its flexibility and performance on a real-world dataset by analysing a preassembled Tara Oceans dataset. Overall, our results show that Entourage performs well even with low virus sequencing depth in single digits, and it can be used to discover novel viruses effectively. Additionally, by using sequence data generated from a patient with chronic SARS-CoV-2 infection, we demonstrate Entourage's capability to quantify virus intrasample genetic variations, and generate publication-quality figures illustrating the results. CONCLUSIONS Entourage is an all-in-one, versatile, and streamlined bioinformatics software for virome investigation, developed with a focus on ease of use. Entourage is available at https://codeberg.org/CENMIG/Entourage under the MIT license.
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Affiliation(s)
- Worakorn Phumiphanjarphak
- Department of Microbiology, Faculty of Science, Mahidol University, Ratchathewi District, 272 Rama VI Road, Bangkok, 10400, Thailand
- Pornchai Matangkasombut Center for Microbial Genomics, Department of Microbiology, Faculty of Science, Mahidol University, Bangkok, Thailand
| | - Pakorn Aiewsakun
- Department of Microbiology, Faculty of Science, Mahidol University, Ratchathewi District, 272 Rama VI Road, Bangkok, 10400, Thailand.
- Pornchai Matangkasombut Center for Microbial Genomics, Department of Microbiology, Faculty of Science, Mahidol University, Bangkok, Thailand.
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2
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Bova RA, Diaz L, Eubank S, Overgard A, Armstrong A, Hasson B. Validation of a next generation sequencing method for adventitious virus detection: Demonstration of sensitivity in multiple cell lines. Biologicals 2024; 86:101771. [PMID: 38763040 DOI: 10.1016/j.biologicals.2024.101771] [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: 11/09/2023] [Revised: 04/26/2024] [Accepted: 05/15/2024] [Indexed: 05/21/2024] Open
Abstract
In the past few years NGS has become the technology of choice to replace animal-based virus safety methods and this has been strengthened by the recent revision to the ICHQ5A virus safety chapter. Here we describe the validation of an NGS method using an agnostic analysis to detect and identify RNA virus and actively replicating DNA virus contaminants in cell banks. We report the results of the validation of each step in the sequencing process that established quality criteria to ensure consistent sequencing data. Furthermore, the validation of the analysis algorithm designed to identify virus specific sequences is described along with steps undertaken to ensure the integrity of the sequencing data from generation to analysis. Lastly, the validated sequencing and analysis systems were used to establish a limit of detection (LOD) for model viruses in cells that are commonly used in biomanufacturing. The LOD from these studies ranged from 1E+03 to 1E+04 genome copies and were dependent on the virus type with little variability between the different cell types. Thus, the validation of the NGS method for adventitious agent testing and the establishment of a general LOD for cell-based samples provides a suitable alternative to traditional virus detection methods.
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Affiliation(s)
- Rebecca A Bova
- MilliporeSigma, 14920 Broschart Rd., Rockville, MD, 20850, USA.
| | - Leyla Diaz
- MilliporeSigma, 14920 Broschart Rd., Rockville, MD, 20850, USA.
| | - Scott Eubank
- MilliporeSigma, 14920 Broschart Rd., Rockville, MD, 20850, USA.
| | - Amber Overgard
- MilliporeSigma, 14920 Broschart Rd., Rockville, MD, 20850, USA.
| | | | - Bradley Hasson
- MilliporeSigma, 14920 Broschart Rd., Rockville, MD, 20850, USA.
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3
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Khan AS, Mallet L, Blümel J, Cassart JP, Knezevic I, Ng SHS, Wall M, Jakava-Viljanen M, Logvinoff C, Goios A, Neels P. Report of the third conference on next-generation sequencing for adventitious virus detection in biologics for humans and animals. Biologicals 2023; 83:101696. [PMID: 37478506 PMCID: PMC10522920 DOI: 10.1016/j.biologicals.2023.101696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 07/12/2023] [Accepted: 07/14/2023] [Indexed: 07/23/2023] Open
Abstract
Next-generation sequencing (NGS) has been proven to address some of the limitations of the current testing methods for adventitious virus detection in biologics. The International Alliance for Biological Standardization (IABS), the U.S. Food and Drug Administration (FDA), and the European Directorate for the Quality of Medicines and Healthcare (EDQM) co-organized the "3rd Conference on Next-generation Sequencing for Adventitious Virus Detection in Biologics for Humans and Animals", which was held on September 27-28, 2022, in Rockville, Maryland, U.S.A. The meeting gathered international representatives from regulatory and public health authorities and other government agencies, industry, contract research organizations, and academia to present the current status of NGS applications and the progress on NGS standardization and validation for detection of viral adventitious agents in biologics, including human and animal vaccines, gene therapies, and biotherapeutics. Current regulatory expectations were discussed for developing a scientific consensus regarding using NGS for detection of adventitious viruses. Although there are ongoing improvements in the NGS workflow, the development of reference materials for facilitating method qualification and validation support the current use of NGS for adventitious virus detection.
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Affiliation(s)
- Arifa S Khan
- Division of Viral Products, Office of Vaccines Research and Review, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA.
| | - Laurent Mallet
- European Directorate for the Quality of Medicines and Healthcare, Strasbourg, France
| | | | | | - Ivana Knezevic
- Department of Health Product Policy and Standards, World Health Organization, Geneva, Switzerland
| | - Siemon H S Ng
- Notch Therapeutics, Vancouver, British Columbia, Canada
| | | | | | | | - Ana Goios
- P95 Epidemiology and Pharmacovigilance, Leuven, Belgium
| | - Pieter Neels
- International Alliance for Biological Standardization, Geneva, Switzerland
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4
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La Polla R, Goumaidi A, Daniau M, Legras-Lachuer C, De Saint-Vis B. NGS method by library enrichment for rapid pestivirus purity testing in biologics. Vaccine 2023; 41:855-861. [PMID: 36564275 DOI: 10.1016/j.vaccine.2022.12.040] [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: 03/04/2022] [Revised: 09/15/2022] [Accepted: 12/16/2022] [Indexed: 12/24/2022]
Abstract
NGS sequencing was evaluated to understand its added value for animal health vaccine candidates. We have previously established the proof of concept for its application in purity testing on several Master Seeds. Here we evaluate the NGS method after enrichment to detect pestiviruses. To achieve this, we conducted a spiking study using 6 viruses, consisting of 3 pestiviruses and 3 other RNA-viruses at different concentrations into cell suspension. A deep Illumina random sequencing of all nucleic acids (DNA and RNA) was performed. The bioinformatics analysis including both assembly into contigs and annotation were processed using viral public databases for the spiked viruses' identification. Here we present the results of spiking experiments for the simultaneous spike of 6 viruses at 100-10 and 1 TCID50/ml. Using Illumina sequencing, the 3 pestiviruses were all detected at the highest concentration, and even at the lowest one such as 1 TCID50/ml for CSFV. Regarding the other viruses, they were not detected at all. Overall, the study showed consistent results for specific detection of pestiviruses with an increase of sensitivity after enrichment. The sensitivity of NGS evaluated by virus spiking experiments of cells demonstrated that NGS method is a valuable and sensitive tool for specific agent detection required in purity testing during vaccine development. This NGS method should be considered as an alternative tool of current purity testing for the prospective testing of biological products.
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Affiliation(s)
- Rémi La Polla
- Boehringer Ingelheim Animal Health, Site Lyon porte des Alpes, 813 cours du 3eme Millénaire, 69800 Saint Priest, France; Laboratoire d'Écologie Microbienne - UMR 5557, Université Claude Bernard Lyon 1, 43 Boulevard du 11 Novembre 1918, 69622 Villeurbanne Cedex, France
| | - Abdelghafar Goumaidi
- Viroscan3D, Faculté de Médecine et de Pharmacie, 8 avenue Rockefeller, 69373 Lyon, France
| | - Maïlys Daniau
- Viroscan3D, Faculté de Médecine et de Pharmacie, 8 avenue Rockefeller, 69373 Lyon, France
| | - Catherine Legras-Lachuer
- Laboratoire d'Écologie Microbienne - UMR 5557, Université Claude Bernard Lyon 1, 43 Boulevard du 11 Novembre 1918, 69622 Villeurbanne Cedex, France
| | - Blandine De Saint-Vis
- Boehringer Ingelheim Animal Health, Site Lyon porte des Alpes, 813 cours du 3eme Millénaire, 69800 Saint Priest, France
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5
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Barone PW, Keumurian FJ, Neufeld C, Koenigsberg A, Kiss R, Leung J, Wiebe M, Ait-Belkacem R, Azimpour Tabrizi C, Barbirato C, Beurdeley P, Brussel A, Cassart JP, Cote C, Deneyer N, Dheenadhayalan V, Diaz L, Geiselhoeringer A, Gilleece MM, Goldmann J, Hickman D, Holden A, Keiner B, Kopp M, Kreil TR, Lambert C, Logvinoff C, Michaels B, Modrof J, Mullan B, Mullberg J, Murphy M, O'Donnell S, Peña J, Ruffing M, Ruppach H, Salehi N, Shaid S, Silva L, Snyder R, Spedito-Jovial M, Vandeputte O, Westrek B, Yang B, Yang P, Springs SL. Historical evaluation of the in vivo adventitious virus test and its potential for replacement with next generation sequencing (NGS). Biologicals 2023; 81:101661. [PMID: 36621353 DOI: 10.1016/j.biologicals.2022.11.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 11/29/2022] [Indexed: 01/09/2023] Open
Abstract
The Consortium on Adventitious Agent Contamination in Biomanufacturing (CAACB) collected historical data from 20 biopharmaceutical industry members on their experience with the in vivo adventitious virus test, the in vitro virus test, and the use of next generation sequencing (NGS) for viral safety. Over the past 20 years, only three positive in vivo adventitious virus test results were reported, and all were also detected in another concurrent assay. In more than three cases, data collected as a part of this study also found that the in vivo adventitious virus test had given a negative result for a sample that was later found to contain virus. Additionally, the in vivo adventitious virus test had experienced at least 21 false positives and had to be repeated an additional 21 times all while using more than 84,000 animals. These data support the consideration and need for alternative broad spectrum viral detection tests that are faster, more sensitive, more accurate, more specific, and more humane. NGS is one technology that may meet this need. Eighty one percent of survey respondents are either already actively using or exploring the use of NGS for viral safety. The risks and challenges of replacing in vivo adventitious virus testing with NGS are discussed. It is proposed to update the overall virus safety program for new biopharmaceutical products by replacing in vivo adventitious virus testing approaches with modern methodologies, such as NGS, that maintain or even improve the final safety of the product.
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Affiliation(s)
| | | | | | | | - Robert Kiss
- MIT Center for Biomedical Innovation, USA; UPSIDE Foods, USA
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6
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Cheng T, Chin PJ, Cha K, Petrick N, Mikailov M. Profiling the BLAST bioinformatics application for load balancing on high-performance computing clusters. BMC Bioinformatics 2022; 23:544. [PMID: 36526957 PMCID: PMC9758941 DOI: 10.1186/s12859-022-05029-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 10/31/2022] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND The Basic Local Alignment Search Tool (BLAST) is a suite of commonly used algorithms for identifying matches between biological sequences. The user supplies a database file and query file of sequences for BLAST to find identical sequences between the two. The typical millions of database and query sequences make BLAST computationally challenging but also well suited for parallelization on high-performance computing clusters. The efficacy of parallelization depends on the data partitioning, where the optimal data partitioning relies on an accurate performance model. In previous studies, a BLAST job was sped up by 27 times by partitioning the database and query among thousands of processor nodes. However, the optimality of the partitioning method was not studied. Unlike BLAST performance models proposed in the literature that usually have problem size and hardware configuration as the only variables, the execution time of a BLAST job is a function of database size, query size, and hardware capability. In this work, the nucleotide BLAST application BLASTN was profiled using three methods: shell-level profiling with the Unix "time" command, code-level profiling with the built-in "profiler" module, and system-level profiling with the Unix "gprof" program. The runtimes were measured for six node types, using six different database files and 15 query files, on a heterogeneous HPC cluster with 500+ nodes. The empirical measurement data were fitted with quadratic functions to develop performance models that were used to guide the data parallelization for BLASTN jobs. RESULTS Profiling results showed that BLASTN contains more than 34,500 different functions, but a single function, RunMTBySplitDB, takes 99.12% of the total runtime. Among its 53 child functions, five core functions were identified to make up 92.12% of the overall BLASTN runtime. Based on the performance models, static load balancing algorithms can be applied to the BLASTN input data to minimize the runtime of the longest job on an HPC cluster. Four test cases being run on homogeneous and heterogeneous clusters were tested. Experiment results showed that the runtime can be reduced by 81% on a homogeneous cluster and by 20% on a heterogeneous cluster by re-distributing the workload. DISCUSSION Optimal data partitioning can improve BLASTN's overall runtime 5.4-fold in comparison with dividing the database and query into the same number of fragments. The proposed methodology can be used in the other applications in the BLAST+ suite or any other application as long as source code is available.
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Affiliation(s)
- Trinity Cheng
- grid.417587.80000 0001 2243 3366Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, MD 20993 USA ,grid.21107.350000 0001 2171 9311Department of Biomedical Engineering, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218 USA
| | - Pei-Ju Chin
- grid.290496.00000 0001 1945 2072Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD 20993 USA
| | - Kenny Cha
- grid.417587.80000 0001 2243 3366Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, MD 20993 USA
| | - Nicholas Petrick
- grid.417587.80000 0001 2243 3366Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, MD 20993 USA
| | - Mike Mikailov
- grid.417587.80000 0001 2243 3366Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, MD 20993 USA
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7
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Khan AS, Theuns S, Mallet L, Cirefice G, Bhuller R, Goios A, Suri R, Neels P. IABS/DCVMN webinar on next generation sequencing. Biologicals 2022; 81:101662. [PMID: 36543633 DOI: 10.1016/j.biologicals.2022.12.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 11/24/2022] [Accepted: 12/16/2022] [Indexed: 12/23/2022] Open
Abstract
Next Generation Sequencing (NGS) is a new technology that could overcome some of the limitations of the current viral testing methods for demonstrating the absence of adventitious agents in biologics. This report is for the webinar that was organized by the International Alliance for Biological Standardization (IABS) and the Developing Countries Vaccine Manufacturers Network (DCVMN), held on July 20, 2022, as an introduction to the technical and bioinformatics concepts of NGS and to some of the strengths and limitations of using the technology for those working in vaccine production or development. The current state of scientific knowledge and readiness of NGS to replace or supplement the current viral tests was further discussed in the 3rd Conference on NGS for Adventitious Virus Detection in Biologics for Humans and Animals that was held in Rockville, Maryland, USA, on September 27-28, 2022. The application of NGS to supplement or replace current in vivo and in vitro assays in adventitious virus testing during vaccine production is promising; however, assay performance (sensitivity, specificity, and reproducibility) needs to be demonstrated, which may include laboratory and bioinformatics work. Efforts from regulatory authorities, industry, and researchers are ongoing to facilitate validation and establishment of NGS as a new method for virus detection.
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8
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Fabiańska I, Borutzki S, Richter B, Tran HQ, Neubert A, Mayer D. LABRADOR-A Computational Workflow for Virus Detection in High-Throughput Sequencing Data. Viruses 2021; 13:v13122541. [PMID: 34960810 PMCID: PMC8704571 DOI: 10.3390/v13122541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Revised: 12/13/2021] [Accepted: 12/16/2021] [Indexed: 11/16/2022] Open
Abstract
High-throughput sequencing (HTS) allows detection of known and unknown viruses in samples of broad origin. This makes HTS a perfect technology to determine whether or not the biological products, such as vaccines are free from the adventitious agents, which could support or replace extensive testing using various in vitro and in vivo assays. Due to bioinformatics complexities, there is a need for standardized and reliable methods to manage HTS generated data in this field. Thus, we developed LABRADOR—an analysis pipeline for adventitious virus detection. The pipeline consists of several third-party programs and is divided into two major parts: (i) direct reads classification based on the comparison of characteristic profiles between reads and sequences deposited in the database supported with alignment of to the best matching reference sequence and (ii) de novo assembly of contigs and their classification on nucleotide and amino acid levels. To meet the requirements published in guidelines for biologicals’ safety we generated a custom nucleotide database with viral sequences. We tested our pipeline on publicly available HTS datasets and showed that LABRADOR can reliably detect viruses in mixtures of model viruses, vaccines and clinical samples.
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9
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Morris C, Lee YS, Yoon S. Adventitious agent detection methods in bio-pharmaceutical applications with a focus on viruses, bacteria, and mycoplasma. Curr Opin Biotechnol 2021; 71:105-114. [PMID: 34325176 DOI: 10.1016/j.copbio.2021.06.027] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 06/22/2021] [Accepted: 06/29/2021] [Indexed: 10/20/2022]
Abstract
Adventitious agents present significant complications to biopharmaceutical manufacturing. Adventitious agents include numerous lifeforms such as bacteria, fungi, viruses, mycoplasma, and others that are inadvertently introduced into biological systems. They present significant problems to the stability of cell cultures and the sterility of manufacturing products. In this review, detection methods for bacteria, viruses, and mycoplasma are comprehensively addressed. Detection methods for viruses include traditional culture-based methods, electron microscopy studies, in vitro molecular and antibody assays, sequencing methods (massive parallel or next generation sequencing), and degenerate PCR (polymerase chain reaction). Bacteria, on the other hand, can be detected with culture-based approaches, PCR, and biosensor-based methods. Mycoplasma can be detected via PCR (including specific kits), microbiological culture methods, and enzyme-linked immunosorbent assays (ELISA). This review highlights the advantages and weaknesses of current detection methods while exploring potential avenues for further development and improvement of novel detection methods. Additionally, a brief evaluation of the transition of these methods into the gene therapy production realm with a focus on viral titer monitoring will be presented.
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Affiliation(s)
- Caitlin Morris
- Pharmaceutical Sciences, University of Massachusetts Lowell, Lowell, MA 01854, USA
| | - Yong Suk Lee
- Pharmaceutical Sciences, University of Massachusetts Lowell, Lowell, MA 01854, USA
| | - Seongkyu Yoon
- Chemical Engineering, University of Massachusetts Lowell, Lowell, MA 01854, USA.
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Zhang R, Shen L, Xu D, Li X. Analysis of the effects of prepared porcelain veneers and unprepared porcelain veneers on gingival crevicular flora based on high-throughput sequencing. Exp Ther Med 2021; 22:777. [PMID: 34055076 PMCID: PMC8145799 DOI: 10.3892/etm.2021.10209] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 02/23/2021] [Indexed: 01/05/2023] Open
Abstract
The effect of tooth preparation on the gingival crevicular flora of abutment teeth during porcelain veneer treatment is not clear. The purpose of the present study was to analyze the difference between prepared porcelain veneers and unprepared porcelain veneers on gingival crevicular flora. High-throughput sequencing was used in the present study. A total of 20 patients (40 anterior teeth) with veneer restoration of anterior teeth were enrolled. They were divided into two groups: The prepared porcelain veneer group (group P, 11 cases, 19 anterior teeth) and unprepared porcelain veneer group (group U, 9 cases, 21 anterior teeth). After 2 years of follow-up, the restoration and healthy natural gingival crevicular fluid were collected to extract bacterial DNA. 16S ribosomal DNA high-throughput sequencing technique was used to compare the diversity of gingival sulcus flora structure between the prepared porcelain veneer and unprepared porcelain veneer groups. In addition, a healthy control group (group H) was also used for comparison. The Shannon index of the group U was lower than that of group H and group P. The abundance of Proteus in group U was higher than that in group H and group P at the phylum level (P<0.05). At the genus level, the abundance of Porphyromonas, Prevotella and Actinomycetes in group U was significantly higher than that in group H and group P (P<0.05). Compared with the group P, the bacterial diversity of the group U was lower, and the proportion of gingival sulcus pathogenic bacteria was higher. The unprepared porcelain veneer had a certain adverse effect on the periodontal tissue.
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Affiliation(s)
- Rui Zhang
- Department of Stomatology, Nangang Branch, Heilongjiang Provincial Hospital, Harbin, Heilongjiang 150000, P.R. China
| | - Lanhua Shen
- Department of Stomatology, Nangang Branch, Heilongjiang Provincial Hospital, Harbin, Heilongjiang 150000, P.R. China
| | - Dandan Xu
- Department of Stomatology, The First Hospital of Qiqihar, Qiqihar, Heilongjiang 161006, P.R. China
- Department of Stomatology, Affiliated Qiqihar Hospital, Southern Medical University, Qiqihar, Heilongjiang 161006, P.R. China
| | - Xiao Li
- Department of Stomatology, The First Hospital of Qiqihar, Qiqihar, Heilongjiang 161006, P.R. China
- Department of Stomatology, Affiliated Qiqihar Hospital, Southern Medical University, Qiqihar, Heilongjiang 161006, P.R. China
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Abstract
The world of vaccines has changed tremendously since the time of Louis Pasteur. In the present day, it is regarded as vaccinology, a discipline which includes not only the knowledge of vaccine production, strategies for its delivery and influence on the clinical course of disease and the response of the host immune system but also regulatory, ethical, economic and ecological aspects of their use. A hundred years after Pasteur created the first vaccine, there was another scientific breakthrough of great importance in this field, i. e. Sanger sequencing. Progress in genome sequencing and other molecular techniques over the intervening 40 years has been enormous. High-throughput sequencing (HTS) platforms and bioinformatics tools are becoming widely available, falling in cost, and results are achieved very quickly. They enable the construction of modern vaccines, as well as the assessment of their safety, effectiveness and impact on the host organism and the environment. These techniques can also provide a tool for quality control of vaccines. Unprecedented possibilities are opened up by the HTS technique, but limiting factors on its implementation have to be contended with such as lack of reference materials and problems with method optimisation or validation. In the face of the current COVID-19 pandemic, a significant role is allotted to this sequencing technique while an effective vaccine against the disease caused by SARS-CoV-2 is sough.
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12
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k-mer-Based Metagenomics Tools Provide a Fast and Sensitive Approach for the Detection of Viral Contaminants in Biopharmaceutical and Vaccine Manufacturing Applications Using Next-Generation Sequencing. mSphere 2021; 6:6/2/e01336-20. [PMID: 33883263 PMCID: PMC8546726 DOI: 10.1128/msphere.01336-20] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Adventitious agent detection during the production of vaccines and biotechnology-based medicines is of critical importance to ensure the final product is free from any possible viral contamination. Increasing the speed and accuracy of viral detection is beneficial as a means to accelerate development timelines and to ensure patient safety. Here, several rapid viral metagenomics approaches were tested on simulated next-generation sequencing (NGS) data sets and existing data sets from virus spike-in studies done in CHO-K1 and HeLa cell lines. It was observed that these rapid methods had comparable sensitivity to full-read alignment methods used for NGS viral detection for these data sets, but their specificity could be improved. A method that first filters host reads using KrakenUniq and then selects the virus classification tool based on the number of remaining reads is suggested as the preferred approach among those tested to detect nonlatent and nonendogenous viruses. Such an approach shows reasonable sensitivity and specificity for the data sets examined and requires less time and memory as full-read alignment methods. IMPORTANCE Next-generation sequencing (NGS) has been proposed as a complementary method to detect adventitious viruses in the production of biotherapeutics and vaccines to current in vivo and in vitro methods. Before NGS can be established in industry as a main viral detection technology, further investigation into the various aspects of bioinformatics analyses required to identify and classify viral NGS reads is needed. In this study, the ability of rapid metagenomics tools to detect viruses in biopharmaceutical relevant samples is tested and compared to recommend an efficient approach. The results showed that KrakenUniq can quickly and accurately filter host sequences and classify viral reads and had comparable sensitivity and specificity to slower full read alignment approaches, such as BLASTn, for the data sets examined.
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13
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Santiago-Rodriguez TM, Hollister EB. Potential Applications of Human Viral Metagenomics and Reference Materials: Considerations for Current and Future Viruses. Appl Environ Microbiol 2020; 86:e01794-20. [PMID: 32917759 PMCID: PMC7642086 DOI: 10.1128/aem.01794-20] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Viruses are ubiquitous particles comprising genetic material that can infect bacteria, archaea, and fungi, as well as human and other animal cells. Given that determining virus composition and function in association with states of human health and disease is of increasing interest, we anticipate that the field of viral metagenomics will continue to expand and be applied in a variety of areas ranging from surveillance to discovery and will rely heavily upon the continued development of reference materials and databases. Information regarding viral composition and function readily translates into biological and clinical applications, including the rapid sequence identification of pathogenic viruses in various sample types. However, viral metagenomic approaches often lack appropriate standards and reference materials to enable cross-study comparisons and assess potential biases which can be introduced at the various stages of collection, storage, processing, and sequence analysis. In addition, implementation of appropriate viral reference materials can aid in the benchmarking of current and development of novel assays for virus identification, discovery, and surveillance. As the field of viral metagenomics expands and standardizes, results will continue to translate into diverse applications.
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14
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Khan AS, Blümel J, Deforce D, Gruber MF, Jungbäck C, Knezevic I, Mallet L, Mackay D, Matthijnssens J, O'Leary M, Theuns S, Victoria J, Neels P. Report of the second international conference on next generation sequencing for adventitious virus detection in biologics for humans and animals. Biologicals 2020; 67:94-111. [PMID: 32660862 PMCID: PMC7351673 DOI: 10.1016/j.biologicals.2020.06.002] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Accepted: 06/01/2020] [Indexed: 11/20/2022] Open
Abstract
The IABS-EU, in association with PROVAXS and Ghent University, hosted the "2nd Conference on Next Generation Sequencing (NGS) for Adventitious Virus Detection in Human and Veterinary Biologics" held on November 13th and 14th 2019, in Ghent, Belgium. The meeting brought together international experts from regulatory agencies, the biotherapeutics and biologics industries, contract research organizations, and academia, with the goal to develop a scientific consensus on the readiness of NGS for detecting adventitious viruses, and on the use of this technology to supplement or replace/substitute the currently used assays. Participants discussed the progress on the standardization and validation of the technical and bioinformatics steps in NGS for characterization and safety evaluation of biologics, including human and animal vaccines. It was concluded that NGS can be used for the detection of a broad range of viruses, including novel viruses, and therefore can complement, supplement or even replace some of the conventional adventitious virus detection assays. Furthermore, the development of reference viral standards, complete and correctly annotated viral databases, and protocols for the validation and follow-up investigations of NGS signals is necessary to enable broader use of NGS. An international collaborative effort, involving regulatory authorities, industry, academia, and other stakeholders is ongoing toward this goal.
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Affiliation(s)
- Arifa S Khan
- Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA.
| | | | | | - Marion F Gruber
- Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - Carmen Jungbäck
- International Association for Biological Standardization for Europe, Lyon, France
| | | | | | | | | | - Maureen O'Leary
- P95 Pharmacovigilance and Epidemiology Services, Leuven, Belgium
| | | | | | - Pieter Neels
- International Association for Biological Standardization for Europe, Lyon, France
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15
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Charlebois RL, Sathiamoorthy S, Logvinoff C, Gisonni-Lex L, Mallet L, Ng SHS. Sensitivity and breadth of detection of high-throughput sequencing for adventitious virus detection. NPJ Vaccines 2020; 5:61. [PMID: 32699651 PMCID: PMC7368052 DOI: 10.1038/s41541-020-0207-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Accepted: 06/17/2020] [Indexed: 12/21/2022] Open
Abstract
High-throughput sequencing (HTS) is capable of broad virus detection encompassing both known and unknown adventitious viruses in a variety of sample matrices. We describe the development of a general-purpose HTS-based method for the detection of adventitious viruses. Performance was evaluated using 16 viruses equivalent to well-characterized National Institutes of Health (NIH) virus stocks and another six viruses of interest. A viral vaccine crude harvest and a cell substrate matrix were spiked with 22 viruses. Specificity was demonstrated for all 22 viruses at the species level. Our method was capable of detecting and identifying adventitious viruses spiked at 104 genome copies per milliliter in a viral vaccine crude harvest and 0.01 viral genome copies spiked per cell in a cell substrate matrix. Moreover, 9 of the 11 NIH model viruses with published in vivo data were detected by HTS with an equivalent or better sensitivity (in a viral vaccine crude harvest). Our general-purpose HTS method is unbiased and highly sensitive for the detection of adventitious viruses, and has a large breadth of detection, which may obviate the need to perform in vivo testing.
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Affiliation(s)
| | | | | | | | - Laurent Mallet
- Analytical Sciences, Sanofi Pasteur, Marcy L'Étoile, France
| | - Siemon H S Ng
- Analytical Sciences, Sanofi Pasteur, Toronto, ON M2R 3T4 Canada
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16
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Cleveland MH, Anekella B, Brewer M, Chin PJ, Couch H, Delwart E, Huggett J, Jackson S, Martin J, Monpoeho S, Morrison T, Ng SHS, Ussery D, Khan AS. Report of the 2019 NIST-FDA workshop on standards for next generation sequencing detection of viral adventitious agents in biologics and biomanufacturing. Biologicals 2020; 64:76-82. [PMID: 32094072 PMCID: PMC9987593 DOI: 10.1016/j.biologicals.2020.02.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Accepted: 02/13/2020] [Indexed: 02/06/2023] Open
Abstract
Adventitious virus testing assures product safety by demonstrating the absence of viruses that could be unintentionally introduced during the manufacturing process. The capabilities of next-generation sequencing (NGS) for broad virus detection in biologics have been demonstrated by the detection of known and novel viruses that were previously missed using the recommended routine assays for adventitious agent testing. A meeting was co-organized by the National Institute of Standards and Technology and the U.S. Food and Drug Administration on September 18-19, 2019 in Gaithersburg, Maryland, USA, to facilitate standardization of NGS technologies for applications of adventitious virus testing in biologics. The goal was to assess the currently used standards for virus detection by NGS and their public availability, and to identify additional needs for different types of reference materials and standards (natural and synthetic). The meeting focused on the NGS processes from sample preparation through sequencing but did not thoroughly cover bioinformatics, since this was considered to be the topic of a separate meeting.
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Affiliation(s)
- Megan H Cleveland
- National Institute of Standards and Technology, 100 Bureau Dr, Gaithersburg, MD, 20899, USA
| | - Bharathi Anekella
- LGC-Clinical Diagnostic Business Unit, 910 Clopper Road, Gaithersburg, MD, 20878, USA
| | - Michael Brewer
- Thermo Fisher Scientific, 35 Wiggins Ave, Bedford, MA, 01730, USA
| | - Pei-Ju Chin
- Center for Biologics Research and Evaluation, U.S. Food and Drug Administration, 10903 New Hampshire Ave, Silver Spring, MD, 20993, USA
| | - Heather Couch
- American Type Culture Collection, 10801 University Boulevard, Manassas, VA, 20110, USA
| | - Eric Delwart
- Vitalant Research Institute, 270 Masonic Ave, San Francisco, CA, 94118, USA
| | - Jim Huggett
- National Measurement Laboratory at LGC, Queens Road, Teddington, TW11 0LY, UK; School of Biosciences & Medicine, Faculty of Health & Medical Sciences, University of Surrey, Guildford, Surrey, GU2 7XH, UK
| | - Scott Jackson
- National Institute of Standards and Technology, 100 Bureau Dr, Gaithersburg, MD, 20899, USA
| | - Javier Martin
- National Institute for Biological Standards and Control, Blanche Ln, South Mimms, Potters Bar, EN6 3QG, UK
| | - Serge Monpoeho
- Regeneron Pharmaceuticals, 81 Columbia Turnpike, Rensselaer, NY, 12144, USA
| | - Tom Morrison
- AccuGenomics, 1410 Commonwealth Dr. Ste. 105, Wilmington, NC, 28403, USA
| | - Siemon H S Ng
- Analytical Sciences, Sanofi Pasteur, Analytical Research and Development, 1755, Steeles Avenue West, M2R 3T4, Toronto, Ontario, Canada
| | - David Ussery
- Department of Biomedical Informatics, University of Arkansas for Medical Sciences, Little Rock, AR, 72205, USA
| | - Arifa S Khan
- Center for Biologics Research and Evaluation, U.S. Food and Drug Administration, 10903 New Hampshire Ave, Silver Spring, MD, 20993, USA.
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17
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Kiselev D, Matsvay A, Abramov I, Dedkov V, Shipulin G, Khafizov K. Current Trends in Diagnostics of Viral Infections of Unknown Etiology. Viruses 2020; 12:E211. [PMID: 32074965 PMCID: PMC7077230 DOI: 10.3390/v12020211] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2019] [Revised: 02/10/2020] [Accepted: 02/12/2020] [Indexed: 12/27/2022] Open
Abstract
Viruses are evolving at an alarming rate, spreading and inconspicuously adapting to cutting-edge therapies. Therefore, the search for rapid, informative and reliable diagnostic methods is becoming urgent as ever. Conventional clinical tests (PCR, serology, etc.) are being continually optimized, yet provide very limited data. Could high throughput sequencing (HTS) become the future gold standard in molecular diagnostics of viral infections? Compared to conventional clinical tests, HTS is universal and more precise at profiling pathogens. Nevertheless, it has not yet been widely accepted as a diagnostic tool, owing primarily to its high cost and the complexity of sample preparation and data analysis. Those obstacles must be tackled to integrate HTS into daily clinical practice. For this, three objectives are to be achieved: (1) designing and assessing universal protocols for library preparation, (2) assembling purpose-specific pipelines, and (3) building computational infrastructure to suit the needs and financial abilities of modern healthcare centers. Data harvested with HTS could not only augment diagnostics and help to choose the correct therapy, but also facilitate research in epidemiology, genetics and virology. This information, in turn, could significantly aid clinicians in battling viral infections.
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Affiliation(s)
- Daniel Kiselev
- FSBI “Center of Strategic Planning” of the Ministry of Health, 119435 Moscow, Russia; (D.K.); (A.M.); (I.A.); (G.S.)
- I.M. Sechenov First Moscow State Medical University, 119146 Moscow, Russia
| | - Alina Matsvay
- FSBI “Center of Strategic Planning” of the Ministry of Health, 119435 Moscow, Russia; (D.K.); (A.M.); (I.A.); (G.S.)
- Moscow Institute of Physics and Technology, National Research University, 117303 Moscow, Russia
| | - Ivan Abramov
- FSBI “Center of Strategic Planning” of the Ministry of Health, 119435 Moscow, Russia; (D.K.); (A.M.); (I.A.); (G.S.)
| | - Vladimir Dedkov
- Pasteur Institute, Federal Service on Consumers’ Rights Protection and Human Well-Being Surveillance, 197101 Saint-Petersburg, Russia;
- Martsinovsky Institute of Medical Parasitology, Tropical and Vector Borne Diseases, Sechenov First Moscow State Medical University, 119146 Moscow, Russia
| | - German Shipulin
- FSBI “Center of Strategic Planning” of the Ministry of Health, 119435 Moscow, Russia; (D.K.); (A.M.); (I.A.); (G.S.)
| | - Kamil Khafizov
- FSBI “Center of Strategic Planning” of the Ministry of Health, 119435 Moscow, Russia; (D.K.); (A.M.); (I.A.); (G.S.)
- Moscow Institute of Physics and Technology, National Research University, 117303 Moscow, Russia
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18
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Current Perspectives on High-Throughput Sequencing (HTS) for Adventitious Virus Detection: Upstream Sample Processing and Library Preparation. Viruses 2018; 10:v10100566. [PMID: 30332784 PMCID: PMC6213814 DOI: 10.3390/v10100566] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2018] [Revised: 09/27/2018] [Accepted: 10/11/2018] [Indexed: 11/17/2022] Open
Abstract
A key step for broad viral detection using high-throughput sequencing (HTS) is optimizing the sample preparation strategy for extracting viral-specific nucleic acids since viral genomes are diverse: They can be single-stranded or double-stranded RNA or DNA, and can vary from a few thousand bases to over millions of bases, which might introduce biases during nucleic acid extraction. In addition, viral particles can be enveloped or non-enveloped with variable resistance to pre-treatment, which may influence their susceptibility to extraction procedures. Since the identity of the potential adventitious agents is unknown prior to their detection, efficient sample preparation should be unbiased toward all different viral types in order to maximize the probability of detecting any potential adventitious viruses using HTS. Furthermore, the quality assessment of each step for sample processing is also a critical but challenging aspect. This paper presents our current perspectives for optimizing upstream sample processing and library preparation as part of the discussion in the Advanced Virus Detection Technologies Interest group (AVDTIG) The topics include: use of nuclease treatment to enrich for encapsidated nucleic acids, techniques for amplifying low amounts of virus nucleic acids, selection of different extraction methods, relevant controls, the use of spike recovery experiments, and quality control measures during library preparation.
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19
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Lambert C, Braxton C, Charlebois RL, Deyati A, Duncan P, La Neve F, Malicki HD, Ribrioux S, Rozelle DK, Michaels B, Sun W, Yang Z, Khan AS. Considerations for Optimization of High-Throughput Sequencing Bioinformatics Pipelines for Virus Detection. Viruses 2018; 10:E528. [PMID: 30262776 PMCID: PMC6213042 DOI: 10.3390/v10100528] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2018] [Revised: 09/19/2018] [Accepted: 09/25/2018] [Indexed: 02/07/2023] Open
Abstract
High-throughput sequencing (HTS) has demonstrated capabilities for broad virus detection based upon discovery of known and novel viruses in a variety of samples, including clinical, environmental, and biological. An important goal for HTS applications in biologics is to establish parameter settings that can afford adequate sensitivity at an acceptable computational cost (computation time, computer memory, storage, expense or/and efficiency), at critical steps in the bioinformatics pipeline, including initial data quality assessment, trimming/cleaning, and assembly (to reduce data volume and increase likelihood of appropriate sequence identification). Additionally, the quality and reliability of the results depend on the availability of a complete and curated viral database for obtaining accurate results; selection of sequence alignment programs and their configuration, that retains specificity for broad virus detection with reduced false-positive signals; removal of host sequences without loss of endogenous viral sequences of interest; and use of a meaningful reporting format, which can retain critical information of the analysis for presentation of readily interpretable data and actionable results. Furthermore, after alignment, both automated and manual evaluation may be needed to verify the results and help assign a potential risk level to residual, unmapped reads. We hope that the collective considerations discussed in this paper aid toward optimization of data analysis pipelines for virus detection by HTS.
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Affiliation(s)
| | | | - Robert L Charlebois
- Analytical Research and Development, Sanofi Pasteur, Toronto, ON M2R 3T4, Canada.
| | | | - Paul Duncan
- Merck & Co. Inc., West Point, PA 19486, USA.
| | | | | | | | | | - Brandye Michaels
- Analytical Research and Development: Microbiology, Pfizer Inc., Andover, MA 01810, USA.
| | | | - Zhihui Yang
- Office of Applied Research and Safety Assessment, Center for Food Safety and Applied Nutrition, U.S. Food and Drug Administration, Laurel, MD 20708, USA.
| | - Arifa S Khan
- Office of Vaccines Research and Review, Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA.
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20
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Khan AS, Benetti L, Blumel J, Deforce D, Egan WM, Knezevic I, Krause PR, Mallet L, Mayer D, Minor PD, Neels P, Wang G. Report of the international conference on next generation sequencing for adventitious virus detection in biologicals. Biologicals 2018; 55:1-16. [DOI: 10.1016/j.biologicals.2018.08.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2018] [Accepted: 08/02/2018] [Indexed: 01/06/2023] Open
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21
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Selection and evaluation of an efficient method for the recovery of viral nucleic acids from complex biologicals [corrected]. NPJ Vaccines 2018; 3:31. [PMID: 30109145 PMCID: PMC6086827 DOI: 10.1038/s41541-018-0067-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2017] [Revised: 05/28/2018] [Accepted: 05/29/2018] [Indexed: 11/29/2022] Open
Abstract
There is a need for a broad and efficient testing strategy for the detection of both known and novel viral adventitious agents in vaccines and biologicals. High-throughput sequencing (HTS) is an approach for such testing; however, an optimized testing method is one with a sample-processing pipeline that can help detect any viral adventitious agent that may be present. In this study, 11 commercial methods were assessed for efficient extraction of nucleic acids from a panel of viruses. An extraction strategy with two parallel arms, consisting of both the Invitrogen PureLink™ Virus RNA/DNA kit for total nucleic acid extraction and the Wako DNA Extractor® kit with an RNase A digestion for enrichment of double-stranded nucleic acid, was selected as the strategy for the extraction of all viral nucleic acid types (ssRNA, dsRNA, and dsDNA). Downstream processes, such as double-strand DNA synthesis and whole-genome amplification (WGA), were also assessed for the retrieval of viral sequences. Double-stranded DNA synthesis yielded larger numbers of viral reads, whereas WGA exhibited a strong bias toward amplification of double-stranded DNA, including host cellular DNA. The final sample-processing strategy consisted of the dual extraction approach followed by double-stranded DNA synthesis, which yielded a viral population with increased detection of some viruses by 8600-fold. Here we describe an efficient extraction procedure to support viral adventitious agent detection in cell substrates used for biological products using HTS. A performance-based assessment of extraction methods for biological contamination testing offers guidelines for ensuring vaccines are free of viral contaminants. Vaccine development involves the heavy use of biologicals, and limitations exist in the current methods to detect all potential viral contaminants. This prompted a team of scientists from Sanofi Pasteur, Canada, led by Siemon Ng, to test various extraction methods suitable for the detection of viral genetic material by high-throughput sequencing. The investigated methods, tested on samples spiked with four varied viruses, offered the potential to detect unknown viruses. The chosen sample preparation protocol involved the extraction of viral genetic material followed by silica-based column and precipitation followed by conversion to double-stranded DNA before sequencing. The method distilled in this paper could also be translated to other disciplines and the clinic.
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