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Morens DM, Park J, Taubenberger JK. Many potential pathways to future pandemic influenza. Sci Transl Med 2023; 15:eadj2379. [PMID: 37851826 DOI: 10.1126/scitranslmed.adj2379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2023]
Abstract
Although influenza A viruses have caused pandemics for centuries, future pandemics cannot be predicted with our current understanding and resources. Concern about an H5N1 avian influenza pandemic has caused alarm since 1997, but there are many other possible routes to pandemic influenza.
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Affiliation(s)
- David M Morens
- Office of the Director, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Jaekeun Park
- Department of Veterinary Medicine, VA-MD College of Veterinary Medicine, University of Maryland, College Park, MD 20742, USA
| | - Jeffery K Taubenberger
- Viral Pathogenesis and Evolution Section, Laboratory of Infectious Diseases, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
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2
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ElDeeb AA, Zablotskaya SS, Rubel MS, Nour MAY, Kozlovskaya LI, Shtro AA, Komissarov AB, Kolpashchikov DM. Toward a Home Test for COVID 19 Diagnosis: DNA Machine for Amplification-Free SARS-CoV-2 Detection in Clinical Samples. ChemMedChem 2022; 17:e202200382. [PMID: 36031581 PMCID: PMC9538286 DOI: 10.1002/cmdc.202200382] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 08/26/2022] [Indexed: 11/08/2022]
Abstract
Nucleic acid-based detection of RNA viruses requires annealing procedure to obtain RNA/probe or RNA/primer complexes for unwinding stable structure of folded viral RNA. In this study, we designed a protein enzymes-free nano-construction, names four-armed DNA machine (4DNM), that requires neither amplification stage nor high temperature annealing step for SARS-CoV-2 detection. It uses binary deoxyribozyme (BiDz) sensor incorporated in a DNA nanostructure equipped with total of four RNA-binding arms. Additional arms improved limit of detection at least 10 times. The sensor distinguished SARS-CoV-2 from other respiratory viruses and correctly identified five positive and six negative clinical samples verified by quantitative polymerase chain reaction (RT-qPCR). The strategy reported here can be used for detection of long natural RNA and can become a basis for a point-of-care or home diagnostic test.
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Affiliation(s)
- Ahmed A ElDeeb
- ITMO University: Nacional'nyj issledovatel'skij universitet ITMO, Chemistry and molecular biology, RUSSIAN FEDERATION
| | - Sofia S Zablotskaya
- ITMO University: Nacional'nyj issledovatel'skij universitet ITMO, Chemistry and Molecular Biology, RUSSIAN FEDERATION
| | - Maria S Rubel
- ITMO University: Nacional'nyj issledovatel'skij universitet ITMO, Chemistry and Molecular Biology, RUSSIAN FEDERATION
| | - Moustapha A Y Nour
- ITMO University: Nacional'nyj issledovatel'skij universitet ITMO, Chemistry and Molecular Biology, RUSSIAN FEDERATION
| | - Liubov I Kozlovskaya
- FSBSI Institute of Engineering Science Ural Branch of the Russian Academy of Sciences: FGBUN Institut masinovedenia Ural'skogo otdelenia Rossijskoj akademii nauk, Chemistry and Molecular Biology, RUSSIAN FEDERATION
| | - Anna A Shtro
- Research Institute of Influenza: Naucno-issledovatel'skij institut grippa, diagnostics, RUSSIAN FEDERATION
| | - Andrey B Komissarov
- Research Institute of Influenza: Naucno-issledovatel'skij institut grippa, diagnostics, RUSSIAN FEDERATION
| | - Dmitry M Kolpashchikov
- University of Central Florida, Chemistry, 4000 Central Florida Blvd, P.O. Box 162366, 32816-2366, Orlando, UNITED STATES
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3
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Metsky HC, Welch NL, Pillai PP, Haradhvala NJ, Rumker L, Mantena S, Zhang YB, Yang DK, Ackerman CM, Weller J, Blainey PC, Myhrvold C, Mitzenmacher M, Sabeti PC. Designing sensitive viral diagnostics with machine learning. Nat Biotechnol 2022; 40:1123-1131. [PMID: 35241837 PMCID: PMC9287178 DOI: 10.1038/s41587-022-01213-5] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Accepted: 01/07/2022] [Indexed: 12/20/2022]
Abstract
Design of nucleic acid-based viral diagnostics typically follows heuristic rules and, to contend with viral variation, focuses on a genome's conserved regions. A design process could, instead, directly optimize diagnostic effectiveness using a learned model of sensitivity for targets and their variants. Toward that goal, we screen 19,209 diagnostic-target pairs, concentrated on CRISPR-based diagnostics, and train a deep neural network to accurately predict diagnostic readout. We join this model with combinatorial optimization to maximize sensitivity over the full spectrum of a virus's genomic variation. We introduce Activity-informed Design with All-inclusive Patrolling of Targets (ADAPT), a system for automated design, and use it to design diagnostics for 1,933 vertebrate-infecting viral species within 2 hours for most species and within 24 hours for all but three. We experimentally show that ADAPT's designs are sensitive and specific to the lineage level and permit lower limits of detection, across a virus's variation, than the outputs of standard design techniques. Our strategy could facilitate a proactive resource of assays for detecting pathogens.
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Affiliation(s)
- Hayden C Metsky
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Electrical Engineering and Computer Science, MIT, Cambridge, MA, USA.
| | - Nicole L Welch
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Virology Program, Division of Medical Sciences, Harvard Medical School, Boston, MA, USA
| | | | - Nicholas J Haradhvala
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Biophysics Program, Harvard Medical School, Boston, MA, USA
| | - Laurie Rumker
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Bioinformatics and Integrative Genomics Program, Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Sreekar Mantena
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Yibin B Zhang
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - David K Yang
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Cheri M Ackerman
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, MIT, Cambridge, MA, USA
| | | | - Paul C Blainey
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, MIT, Cambridge, MA, USA
- Koch Institute for Integrative Cancer Research at MIT, Cambridge, MA, USA
| | - Cameron Myhrvold
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Molecular Biology, Princeton University, Princeton, NJ, USA
| | - Michael Mitzenmacher
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
| | - Pardis C Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA.
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
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4
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Xiao Y, Yang F, Liu F, Yao H, Wu N, Wu H. Development and application of a real-time RT-PCR assay to rapidly detect H2 subtype avian influenza A viruses. J Vet Diagn Invest 2021; 33:577-581. [PMID: 33618630 DOI: 10.1177/1040638721994810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
The H2 subtypes of avian influenza A viruses (avian IAVs) have been circulating in poultry, and they have the potential to infect humans. Therefore, establishing a method to quickly detect this subtype is pivotal. We developed a TaqMan minor groove binder real-time RT-PCR assay that involved probes and primers based on conserved sequences of the matrix and hemagglutinin genes. The detection limit of this assay was as low as one 50% egg infectious dose (EID50)/mL per reaction. This assay is specific, sensitive, and rapid for detecting avian IAV H2 subtypes.
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Affiliation(s)
- Yixin Xiao
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, and National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Fan Yang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, and National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Fumin Liu
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, and National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Hangping Yao
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, and National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Nanping Wu
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, and National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Haibo Wu
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, and National Clinical Research Center for Infectious Diseases, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
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