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Lugano D, Mwangi K, Mware B, Kibet G, Osiany S, Kiritu E, Dobi P, Muli C, Njeru R, de Oliveira T, Njenga MK, Routh A, Oyola SO. Characterization of SARS-CoV-2 intrahost genetic evolution in vaccinated and non-vaccinated patients from the Kenyan population. J Virol 2025:e0048225. [PMID: 40326760 DOI: 10.1128/jvi.00482-25] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2025] [Accepted: 03/21/2025] [Indexed: 05/07/2025] Open
Abstract
Vaccination is a key control measure of coronavirus disease 2019 by preventing severe effects of disease outcomes, reducing hospitalization rates and death, and increasing immunity. However, vaccination can affect the evolution and adaptation of SARS-CoV-2 largely through vaccine-induced immune pressure. Here, we investigated intrahost recombination and single nucleotide variations (iSNVs) on the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) genome in non-vaccinated and vaccinated sequences from the Kenyan population to profile intrahost viral genetic evolution and adaptations driven by vaccine-induced immune pressure. We identified recombination hotspots in the S, N, and ORF1a/b genes and showed the genetic evolution landscape of SARS-CoV-2 by comparing within- and inter-wave recombination events from the beginning of the pandemic (June 2020 to December 2022) in Kenya. We further reveal differential expression of recombinant RNA species between vaccinated and non-vaccinated individuals and perform an in-depth analysis of iSNVs to identify and characterize the functional properties of non-synonymous mutations found in ORF-1 a/b, S, and N genes. Lastly, we detected a minority variant in non-vaccinated patients in Kenya, with an immune escape mutation S255F of the spike gene, and showed differential recombinant RNA species. Overall, this work identified unique in vivo mutations and intrahost recombination patterns in SARS-CoV-2, which could have significant implications for virus evolution, virulence, and immune escape.IMPORTANCEThe impact of vaccination on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) genetic diversity in Kenya and much of Africa remains unknown. This can be attributed to lower sequencing rates; however, this information is relevant to improvement in vaccine and antiviral research. In this study, we investigated how vaccination and SARS-CoV-2 transmission waves affect intrahost non-homologous recombination and single nucleotide variations (iSNVs). We identified unique in vivo mutations and intrahost recombination patterns in SARS-CoV-2, which could have significant implications for virus evolution, virulence, and immune escape. We also demonstrate a methodology for studying genetic changes in a pathogen by a simultaneous analysis of both intrahost single nucleotide variations and recombination events. The study reveals the diversity of SARS-CoV-2 in Kenya and highlights the need for sustained genomic surveillance in Kenya and Africa to better understand how the virus evolves. Such surveillance ensures detection of drifts in evolution, allowing information for updates in vaccines, policy making, and containment of future variants of SARS-CoV-2.
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Affiliation(s)
- Doreen Lugano
- International Livestock Research Institute, Nairobi, Kenya
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, Texas, USA
- KEMRI-Wellcome Trust Research Programme, Kilifi, Kenya
| | - Kennedy Mwangi
- International Livestock Research Institute, Nairobi, Kenya
| | - Bernard Mware
- International Livestock Research Institute, Nairobi, Kenya
| | - Gilbert Kibet
- International Livestock Research Institute, Nairobi, Kenya
| | - Shebbar Osiany
- International Livestock Research Institute, Nairobi, Kenya
| | - Edward Kiritu
- International Livestock Research Institute, Nairobi, Kenya
| | - Paul Dobi
- International Livestock Research Institute, Nairobi, Kenya
| | - Collins Muli
- International Livestock Research Institute, Nairobi, Kenya
| | - Regina Njeru
- International Livestock Research Institute, Nairobi, Kenya
| | - Tulio de Oliveira
- Centre for Epidemic Response and Innovation (CERI), School of Data Science and Computational Thinking, Stellenbosch University, Stellenbosch, South Africa
| | - M Kariuki Njenga
- Washington State Global Health Program-Kenya, Washington State University, Pullman, Washington, USA
- Paul G. Allen School for Global Health, Washington State University, Pullman, Washington, USA
| | - Andrew Routh
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, Texas, USA
- Department of Immunology and Microbiology, Scripps Research, La Jolla, California, USA
| | - Samuel O Oyola
- International Livestock Research Institute, Nairobi, Kenya
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2
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Paz M, Moratorio G. Deep mutational scanning and CRISPR-engineered viruses: tools for evolutionary and functional genomics studies. mSphere 2025:e0050824. [PMID: 40272173 DOI: 10.1128/msphere.00508-24] [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: 04/25/2025] Open
Abstract
Recent advancements in synthetic biology and sequencing technologies have revolutionized the ability to manipulate viral genomes with unparalleled precision. This review focuses on two powerful methodologies: deep mutational scanning and CRISPR-based genome editing, that enable comprehensive mutagenesis and detailed functional characterization of viral proteins. These approaches have significantly deepened our understanding of the molecular determinants driving viral evolution and adaptation. Furthermore, we discuss how these advances provide transformative insights for future vaccine development and therapeutic strategies.
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Affiliation(s)
- Mercedes Paz
- Laboratory of Experimental Virus Evolution, Institut Pasteur de Montevideo, Montevideo, Uruguay
- Molecular Virology Laboratory, Faculty of Sciences, University of the Republic, Montevideo, Uruguay
| | - Gonzalo Moratorio
- Laboratory of Experimental Virus Evolution, Institut Pasteur de Montevideo, Montevideo, Uruguay
- Molecular Virology Laboratory, Faculty of Sciences, University of the Republic, Montevideo, Uruguay
- Center for Innovation in Epidemiological Surveillance, Institut Pasteur de Montevideo, Montevideo, Uruguay
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3
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Keith AD, Xu T, Chernova TA, Keen MM, Bogacz M, Nedeljković M, Flowers M, Brown T, Frank F, Ortlund EA, Sundberg EJ. Mapping affinity and allostery in human IgG antibody Fc region-Fc γ receptor interactions. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.28.645945. [PMID: 40236212 PMCID: PMC11996314 DOI: 10.1101/2025.03.28.645945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/17/2025]
Abstract
IgG antibodies, required for a functional immune system, recognize antigens and neutralize pathogens using their Fab regions, while signaling to the immune system by binding to host Fc γ receptors (FcγRs) through their Fc regions. These FcγR interactions initiate and modulate antibody-mediated effector functions that are essential for host immunity, therapeutic monoclonal antibody effectiveness and IgG-mediated pathologies. FcγRs include both activating and inhibitory receptors and the relative binding affinities of the IgG Fc region to FcγRs that generate opposing signals is a key determinant of the immune response. Substantial research effort has been devoted to understanding and manipulating FcγR interactions to decipher their fundamental biological activities and to develop therapeutic monoclonal antibodies with tailored effector functions. However, a common Fc-FcγR binding interface, the high sequence identity of FcγRs, and the inherent conformational dynamics of the IgG Fc region, have prohibited a full understanding of these interactions, even when employing state-of-the-art biophysical and biological methods. Here, we used site-saturation libraries of the human IgG1 Fc region to determine the effective affinities of more than 98% of all possible single-site amino acid substitutions in the Fc to all human FcγRs, as well as the most common FcγR polymorphisms. We provide a comprehensive analysis of Fc amino acid variations that determine Fc stability, orthosteric control of FcγR binding, and short- and long-range allosteric control of FcγR binding. We also predict the relative activating versus inhibitory effector function capacity of nearly every possible single-site Fc mutation.
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4
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Popp NA, Powell RL, Wheelock MK, Holmes KJ, Zapp BD, Sheldon KM, Fletcher SN, Wu X, Fayer S, Rubin AF, Lannert KW, Chang AT, Sheehan JP, Johnsen JM, Fowler DM. Multiplex, multimodal mapping of variant effects in secreted proteins. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.04.01.587474. [PMID: 39975210 PMCID: PMC11838247 DOI: 10.1101/2024.04.01.587474] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 02/21/2025]
Abstract
Despite widespread advances in DNA sequencing, the functional consequences of most genetic variants remain poorly understood. Multiplexed Assays of Variant Effect (MAVEs) can measure the function of variants at scale, and are beginning to address this problem. However, MAVEs cannot readily be applied to the ~10% of human genes encoding secreted proteins. We developed a flexible, scalable human cell surface display method, Multiplexed Surface Tethering of Extracellular Proteins (MultiSTEP), to measure secreted protein variant effects. We used MultiSTEP to study the consequences of missense variation in coagulation factor IX (FIX), a serine protease where genetic variation can cause hemophilia B. We combined MultiSTEP with a panel of antibodies to detect FIX secretion and post-translational modification, measuring a total of 44,816 effects for 436 synonymous variants and 8,528 of the 8,759 possible missense variants. 49.6% of possible F9 missense variants impacted secretion, post-translational modification, or both. We also identified functional constraints on secretion within the signal peptide and for nearly all variants that caused gain or loss of cysteine. Secretion scores correlated strongly with FIX levels in hemophilia B and revealed that loss of secretion variants are particularly likely to cause severe disease. Integration of the secretion and post-translational modification scores enabled reclassification of 63.1% of F9 variants of uncertain significance in the My Life, Our Future hemophilia genotyping project. Lastly, we showed that MultiSTEP can be applied to a wide variety of secreted proteins. Thus, MultiSTEP is a multiplexed, multimodal, and generalizable method for systematically assessing variant effects in secreted proteins at scale.
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Affiliation(s)
- Nicholas A. Popp
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
- Medical Scientist Training Program, University of Washington School of Medicine, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Rachel L. Powell
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Melinda K. Wheelock
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Kristen J. Holmes
- Division of Hematology and Oncology, Department of Medicine, University of Washington School of Medicine, Seattle, WA, USA
- Center for Cardiovascular Biology, University of Washington School of Medicine, Seattle, WA, USA
- Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, USA
| | - Brendan D. Zapp
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - Kathryn M. Sheldon
- Division of Hematology and Oncology, Department of Medicine, University of Washington School of Medicine, Seattle, WA, USA
- Center for Cardiovascular Biology, University of Washington School of Medicine, Seattle, WA, USA
- Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, USA
| | | | - Xiaoping Wu
- Cell Marker Laboratory, Seattle Children’s Hospital, Seattle, WA
| | - Shawn Fayer
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Alan F. Rubin
- Bioinformatics Division, WEHI, Parkville, VIC, AU
- Department of Medical Biology, University of Melbourne, Melbourne, VIC, AU
| | - Kerry W. Lannert
- Division of Hematology and Oncology, Department of Medicine, University of Washington School of Medicine, Seattle, WA, USA
- Center for Cardiovascular Biology, University of Washington School of Medicine, Seattle, WA, USA
- Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, USA
| | - Alexis T. Chang
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
| | - John P. Sheehan
- Division of Hematology, Medical Oncology, and Palliative Care, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Jill M. Johnsen
- Division of Hematology and Oncology, Department of Medicine, University of Washington School of Medicine, Seattle, WA, USA
- Center for Cardiovascular Biology, University of Washington School of Medicine, Seattle, WA, USA
- Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, USA
- Bloodworks Northwest, Seattle, WA, USA
- Washington Center for Bleeding Disorders, Seattle, WA
| | - Douglas M. Fowler
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
- Department of Bioengineering, University of Washington School of Medicine, Seattle, WA
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5
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Schmidt H, Schick L, Podlech J, Renzaho A, Lieb B, Diederich S, Hankeln T, Plachter B, Kriege O. Adaptive evolution of SARS-CoV-2 during a persistent infection for 521 days in an immunocompromised patient. NPJ Genom Med 2025; 10:4. [PMID: 39820045 PMCID: PMC11739519 DOI: 10.1038/s41525-025-00463-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2024] [Accepted: 01/09/2025] [Indexed: 01/19/2025] Open
Abstract
Immunocompromised patients struggle to adequately clear viral infections, offering the virus the opportunity to adapt to the immune system in the host. Here we present a case study of a patient undergoing allogeneic hematopoietic stem cell transplantation with a 521-day follow-up of a SARS-CoV-2 infection with the BF.7.21 variant. Virus samples from five time points were submitted to whole genome sequencing. Between the first detection of SARS-CoV-2 infection and its clearance, the patient's virus population acquired 34 amino acid substitutions and 8 deletions in coding regions. With 11 amino acid substitutions in the receptor binding domain of the virus' spike protein, substitutions were 15 times more abundant than expected for a random distribution in this highly functional region. Amongst them were the substitutions S:K417T, S:N440S, S:K444R, S:V445A, S:G446N, S:L452Q, S:N460K, and S:E484V at positions that are notorious for their resistance-mediating effects. The substitution patterns found indicate ongoing adaptive evolution.
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Affiliation(s)
- Hanno Schmidt
- Sequencing Consortium, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany.
- Institute of Virology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany.
- Institute for Quantitative and Computational Biosciences, Johannes Gutenberg-University Mainz, Mainz, Germany.
| | - Lea Schick
- Third Department of Medicine-Hematology, Internal Oncology, and Pneumology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Jürgen Podlech
- Institute of Virology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Angélique Renzaho
- Sequencing Consortium, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- Institute of Virology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Bettina Lieb
- Sequencing Consortium, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- StarSEQ GmbH, Mainz, Germany
| | - Stefan Diederich
- Sequencing Consortium, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- Institute of Human Genetics, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Thomas Hankeln
- Sequencing Consortium, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- Institute of Organismal and Molecular Evolutionary Biology, Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Bodo Plachter
- Sequencing Consortium, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- Institute of Virology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Oliver Kriege
- Third Department of Medicine-Hematology, Internal Oncology, and Pneumology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
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6
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Keen MM, Keith AD, Ortlund EA. Epitope mapping via in vitro deep mutational scanning methods and its applications. J Biol Chem 2025; 301:108072. [PMID: 39674321 PMCID: PMC11783119 DOI: 10.1016/j.jbc.2024.108072] [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: 09/30/2024] [Revised: 12/04/2024] [Accepted: 12/09/2024] [Indexed: 12/16/2024] Open
Abstract
Epitope mapping is a technique employed to define the region of an antigen that elicits an immune response, providing crucial insight into the structural architecture of the antigen as well as epitope-paratope interactions. With this breadth of knowledge, immunotherapies, diagnostics, and vaccines are being developed with a rational and data-supported design. Traditional epitope mapping methods are laborious, time-intensive, and often lack the ability to screen proteins in a high-throughput manner or provide high resolution. Deep mutational scanning (DMS), however, is revolutionizing the field as it can screen all possible single amino acid mutations and provide an efficient and high-throughput way to infer the structures of both linear and three-dimensional epitopes with high resolution. Currently, more than 50 publications take this approach to efficiently identify enhancing or escaping mutations, with many then employing this information to rapidly develop broadly neutralizing antibodies, T-cell immunotherapies, vaccine platforms, or diagnostics. We provide a comprehensive review of the approaches to accomplish epitope mapping while also providing a summation of the development of DMS technology and its impactful applications.
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Affiliation(s)
- Meredith M Keen
- Department of Biochemistry, Emory School of Medicine, Emory University, Atlanta, Georgia, USA
| | - Alasdair D Keith
- Department of Biochemistry, Emory School of Medicine, Emory University, Atlanta, Georgia, USA
| | - Eric A Ortlund
- Department of Biochemistry, Emory School of Medicine, Emory University, Atlanta, Georgia, USA.
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7
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Goux H, Green J, Wilson A, Sozhamannan S, Richard SA, Colombo R, Lindholm DA, Jones MU, Agan BK, Larson D, Saunders DL, Mody R, Cox J, Deans R, Walish J, Fries A, Simons MP, Pollett SD, Smith DR. Performance of rapid antigen tests to detect SARS-CoV-2 variant diversity and correlation with viral culture positivity: implication for diagnostic development and future public health strategies. mBio 2024; 15:e0273724. [PMID: 39480114 PMCID: PMC11633148 DOI: 10.1128/mbio.02737-24] [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: 09/04/2024] [Accepted: 10/02/2024] [Indexed: 11/02/2024] Open
Abstract
Antigen-based rapid diagnostic tests (Ag-RDTs) provide timely results, are simple to use, and are less expensive than molecular assays. Recent studies suggest that antigen-based testing aligns with virus culture-based results (a proxy of contagiousness at the peak viral phase of illness); however, the performance of Ag-RDTs for newer SARS-CoV-2 variants is unclear. In this study, we (i) assessed the performance of Ag-RDTs and diagnostic antibodies to detect a range of SARS-CoV-2 variants and (ii) determined whether Ag-RDT results correlated with culture positivity. We noted only minor differences in the limit of detection by variant for all assays, and we demonstrated consistent antibody affinity to the N protein among the different variants. We observed moderate to high sensitivity (46.8%-83.9%) for Ag-RDTs when compared to PCR positivity (100%), and all variants were assessed on each assay. Ag-RDT sensitivity and PCR Ct showed an inverse correlation with the detection of viable virus. Collectively, our results demonstrate that commercially available Ag-RDTs offer variable sensitivity compared to PCR, show similar diagnostic validity across variants, and may predict the risk of transmissibility. These findings may be used to support more tailored SARS-CoV-2 isolation strategies, particularly if other studies clarify the direct association between Ag-RDT positivity and transmission risk. The apparent trade-off between sensitivity in the detection of any PCR-positive infection and concordance with infectious virus positivity may also inform new RDT diagnostic development strategies for SARS-CoV-2 and other epidemic respiratory pathogens. IMPORTANCE Despite the availability of vaccines, COVID-19 continues to be a major health concern, and antigen-based rapid diagnostic tests (Ag-RDTs) are commonly used as point-of-care or at-home diagnostic tests. In this study, we evaluated the performance of two commercially available Ag-RDTs and a research Ag-RDT to detect multiple SARS-CoV-2 variants using upper respiratory tract swab samples from clinical COVID-19 cases. Furthermore, we determined whether Ag-RDT results correlated with culture positivity, a potential proxy of viral transmissibility. Our results have important implications to inform future testing and response strategies during periods of high COVID-19 transmission with new variants.
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Affiliation(s)
- Heather Goux
- Microbiology and Immunology Department, Biological Defense Research Directorate, Naval Medical Research Command, Fort Detrick, Maryland, USA
| | - Jennetta Green
- Microbiology and Immunology Department, Biological Defense Research Directorate, Naval Medical Research Command, Fort Detrick, Maryland, USA
| | - Andrew Wilson
- Microbiology and Immunology Department, Biological Defense Research Directorate, Naval Medical Research Command, Fort Detrick, Maryland, USA
| | - Shanmuga Sozhamannan
- Joint Program Executive Office for Chemical, Biological, Radiological and Nuclear Defense (JPEO-CBRND), Joint Project Lead for CBRND Enabling Biotechnologies, Frederick, Maryland, USA
- Joint Research and Development, Inc., Stafford, Virginia, USA
| | - Stephanie A. Richard
- Infectious Disease Clinical Research Program, Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, Maryland, USA
| | - Rhonda Colombo
- Infectious Disease Clinical Research Program, Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, Maryland, USA
- Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
- Madigan Army Medical Center, Joint Base Lewis McChord, Washington, USA
| | - David A. Lindholm
- Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
- Brooke Army Medical Center, Joint Base San Antonio-Fort Sam Houston, San Antonio, Texas, USA
| | - Milissa U. Jones
- Department of Pediatrics, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
| | - Brian K. Agan
- Infectious Disease Clinical Research Program, Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, Maryland, USA
| | - Derek Larson
- Naval Medical Center, San Diego, California, USA
| | - David L. Saunders
- Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
| | - Rupal Mody
- William Beaumont Army Medical Center, El Paso, Texas, USA
| | - Jason Cox
- C2Sense, Inc., Watertown, Massachusetts, USA
| | | | | | - Anthony Fries
- US Air Force School of Aerospace Medicine, Dayton, Ohio, USA
| | - Mark P. Simons
- Infectious Disease Clinical Research Program, Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
| | - Simon D. Pollett
- Infectious Disease Clinical Research Program, Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, Maryland, USA
| | - Darci R. Smith
- Microbiology and Immunology Department, Biological Defense Research Directorate, Naval Medical Research Command, Fort Detrick, Maryland, USA
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8
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Li J, Li XH, Ebrahimie E, Huang L. Editorial: Exploring genetic characteristics and molecular mechanisms of host adaptation of viruses with artificial intelligence (AI) or (and) biological (BIO) approaches. Front Cell Infect Microbiol 2024; 14:1474097. [PMID: 39253329 PMCID: PMC11381412 DOI: 10.3389/fcimb.2024.1474097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Accepted: 08/14/2024] [Indexed: 09/11/2024] Open
Affiliation(s)
- Jing Li
- State Key Laboratory of Pathogen and Biosecurity, Academy of Military Medical Science, Beijing, China
- College of Basic Medical Sciences, Inner Mongolia Medical University, Hohhot, China
| | - Xiao-He Li
- College of Basic Medical Sciences, Inner Mongolia Medical University, Hohhot, China
| | - Esmaeil Ebrahimie
- Genomics Research Platform, School of Agriculture, Biomedicine and Environment, La Trobe University, Melbourne, VIC, Australia
- School of Animal and Veterinary Science, The University of Adelaide, Adelaide, SA, Australia
- School of BioSciences, The University of Melbourne, Melbourne, VIC, Australia
| | - Lei Huang
- Senior Department of Infectious Diseases, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
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9
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Wirnsberger G, Pritišanac I, Oberdorfer G, Gruber K. Flattening the curve-How to get better results with small deep-mutational-scanning datasets. Proteins 2024; 92:886-902. [PMID: 38501649 DOI: 10.1002/prot.26686] [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: 11/08/2023] [Revised: 02/24/2024] [Accepted: 03/07/2024] [Indexed: 03/20/2024]
Abstract
Proteins are used in various biotechnological applications, often requiring the optimization of protein properties by introducing specific amino-acid exchanges. Deep mutational scanning (DMS) is an effective high-throughput method for evaluating the effects of these exchanges on protein function. DMS data can then inform the training of a neural network to predict the impact of mutations. Most approaches use some representation of the protein sequence for training and prediction. As proteins are characterized by complex structures and intricate residue interaction networks, directly providing structural information as input reduces the need to learn these features from the data. We introduce a method for encoding protein structures as stacked 2D contact maps, which capture residue interactions, their evolutionary conservation, and mutation-induced interaction changes. Furthermore, we explored techniques to augment neural network training performance on smaller DMS datasets. To validate our approach, we trained three neural network architectures originally used for image analysis on three DMS datasets, and we compared their performances with networks trained solely on protein sequences. The results confirm the effectiveness of the protein structure encoding in machine learning efforts on DMS data. Using structural representations as direct input to the networks, along with data augmentation and pretraining, significantly reduced demands on training data size and improved prediction performance, especially on smaller datasets, while performance on large datasets was on par with state-of-the-art sequence convolutional neural networks. The methods presented here have the potential to provide the same workflow as DMS without the experimental and financial burden of testing thousands of mutants. Additionally, we present an open-source, user-friendly software tool to make these data analysis techniques accessible, particularly to biotechnology and protein engineering researchers who wish to apply them to their mutagenesis data.
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Affiliation(s)
| | - Iva Pritišanac
- Institute of Molecular Biology and Biochemistry, Medical University of Graz, Graz, Austria
- BioTechMed-Graz, Graz, Austria
| | - Gustav Oberdorfer
- BioTechMed-Graz, Graz, Austria
- Institute of Biochemistry, Graz University of Technology, Graz, Austria
| | - Karl Gruber
- Institute of Molecular Biosciences, University of Graz, Graz, Austria
- BioTechMed-Graz, Graz, Austria
- Field of Excellence BioHealth, University of Graz, Graz, Austria
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10
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Kuhlman T. How mutations affect function. eLife 2024; 13:e99991. [PMID: 38941233 PMCID: PMC11213565 DOI: 10.7554/elife.99991] [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: 06/30/2024] Open
Abstract
A new study reveals how naturally occurring mutations affect the biophysical properties of nucleocapsid proteins in SARS-CoV-2.
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Affiliation(s)
- Thomas Kuhlman
- Department of Physics and Astronomy, University of California, RiversideRiversideUnited States
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11
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Hayden MK, Hanson KE, Englund JA, Lee F, Lee MJ, Loeb M, Morgan DJ, Patel R, El Alayli A, El Mikati IK, Sultan S, Falck-Ytter Y, Mansour R, Amarin JZ, Morgan RL, Murad MH, Patel P, Bhimraj A, Mustafa RA. The Infectious Diseases Society of America Guidelines on the Diagnosis of COVID-19: Antigen Testing (January 2023). Clin Infect Dis 2024; 78:e350-e384. [PMID: 36702617 DOI: 10.1093/cid/ciad032] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Accepted: 01/13/2023] [Indexed: 01/28/2023] Open
Abstract
Immunoassays designed to detect SARS-CoV-2 protein antigens (Ag) are commonly used to diagnose COVID-19. The most widely used tests are lateral flow assays that generate results in approximately 15 minutes for diagnosis at the point-of-care. Higher throughput, laboratory-based SARS-CoV-2 Ag assays have also been developed. The number of commercially available SARS-CoV-2 Ag detection tests has increased rapidly, as has the COVID-19 diagnostic literature. The Infectious Diseases Society of America (IDSA) convened an expert panel to perform a systematic review of the literature and develop best-practice guidance related to SARS-CoV-2 Ag testing. This guideline is an update to the third in a series of frequently updated COVID-19 diagnostic guidelines developed by the IDSA. IDSA's goal was to develop evidence-based recommendations or suggestions that assist clinicians, clinical laboratories, patients, public health authorities, administrators, and policymakers in decisions related to the optimal use of SARS-CoV-2 Ag tests in both medical and nonmedical settings. A multidisciplinary panel of infectious diseases clinicians, clinical microbiologists, and experts in systematic literature review identified and prioritized clinical questions related to the use of SARS-CoV-2 Ag tests. A review of relevant, peer-reviewed published literature was conducted through 1 April 2022. Grading of Recommendations Assessment, Development, and Evaluation (GRADE) methodology was used to assess the certainty of evidence and make testing recommendations. The panel made 10 diagnostic recommendations that address Ag testing in symptomatic and asymptomatic individuals and assess single versus repeat testing strategies. US Food and Drug Administration (FDA) SARS-CoV-2 Ag tests with Emergency Use Authorization (EUA) have high specificity and low to moderate sensitivity compared with nucleic acid amplification testing (NAAT). Ag test sensitivity is dependent on the presence or absence of symptoms and, in symptomatic patients, on timing of testing after symptom onset. In most cases, positive Ag results can be acted upon without confirmation. Results of point-of-care testing are comparable to those of laboratory-based testing, and observed or unobserved self-collection of specimens for testing yields similar results. Modeling suggests that repeat Ag testing increases sensitivity compared with testing once, but no empirical data were available to inform this question. Based on these observations, rapid RT-PCR or laboratory-based NAAT remain the testing methods of choice for diagnosing SARS-CoV-2 infection. However, when timely molecular testing is not readily available or is logistically infeasible, Ag testing helps identify individuals with SARS-CoV-2 infection. Data were insufficient to make a recommendation about the utility of Ag testing to guide release of patients with COVID-19 from isolation. The overall quality of available evidence supporting use of Ag testing was graded as very low to moderate.
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Affiliation(s)
- Mary K Hayden
- Division of Infectious Diseases, Department of Internal Medicine, Rush University Medical Center, Chicago, Illinois, USA
- Department of Pathology, Rush University Medical Center, Chicago, Illinois, USA
| | - Kimberly E Hanson
- Divisions of Infectious Diseases and Clinical Microbiology, University of Utah, Salt Lake City, Utah, USA
| | - Janet A Englund
- Department of Pediatrics, University of Washington, Seattle Children's Research Institute, Seattle, Washington, USA
| | - Francesca Lee
- Departments of Pathology and Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Mark J Lee
- Department of Pathology and Clinical Microbiology Laboratory, Duke University School of Medicine, Durham, North Carolina, USA
| | - Mark Loeb
- Division of Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Daniel J Morgan
- Department of Epidemiology and Public Health, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Robin Patel
- Division of Clinical Microbiology, Department of Laboratory Medicine and Pathology, and the Division of Public Health, Infectious Diseases, and Occupational Medicine, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Abdallah El Alayli
- Department of Internal Medicine, Saint Louis University, St Louis, Missouri, USA
| | - Ibrahim K El Mikati
- Outcomes and Implementation Research Unit, Department of Internal Medicine, University of Kansas Medical Center, Kansas City, Kansas, USA
| | - Shahnaz Sultan
- Division of Gastroenterology, Hepatology, and Nutrition, University of Minnesota, Minneapolis VA Healthcare System, Minneapolis, Minnesota, USA
| | - Yngve Falck-Ytter
- Department of Medicine, Case Western Reserve University, School of Medicine, Cleveland, Ohio, USA
- VA Northeast Ohio Healthcare System, Cleveland, Ohio, USA
| | - Razan Mansour
- Department of Internal Medicine, University of Kansas Medical Center, Kansas City, Kansas, USA
| | - Justin Z Amarin
- Division of Pediatric Infectious Diseases, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Rebecca L Morgan
- Department of Medicine, Case Western Reserve University, School of Medicine, Cleveland, Ohio, USA
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
| | - M Hassan Murad
- Division of Public Health, Infectious diseases and occupational Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - Payal Patel
- Department of Pulmonary, Allergy, Critical Care, and Sleep Medicine, Department of Medicine, Emory University, Atlanta, Georgia, USA
| | - Adarsh Bhimraj
- Department of Infectious Diseases, Cleveland Clinic, Cleveland, Ohio, USA
| | - Reem A Mustafa
- Division of Nephrology and Hypertension, Department of Internal Medicine, University of Kansas Medical Center, Kansas City, Kansas, USA
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12
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Wang R, Lu S, Deng F, Wu L, Yang G, Chong S, Liu Y. Enhancing the understanding of SARS-CoV-2 protein with structure and detection methods: An integrative review. Int J Biol Macromol 2024; 270:132237. [PMID: 38734351 DOI: 10.1016/j.ijbiomac.2024.132237] [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: 04/15/2024] [Accepted: 05/07/2024] [Indexed: 05/13/2024]
Abstract
As the rapid and accurate screening of infectious diseases can provide meaningful information for outbreak prevention and control, as well as owing to the existing limitations of the polymerase chain reaction (PCR), it is imperative to have new and validated detection techniques for SARS-CoV-2. Therefore, the rationale for outlining the techniques used to detect SARS-CoV-2 proteins and performing a comprehensive comparison to serve as a practical benchmark for future identification of similar viral proteins is clear. This review highlights the urgent need to strengthen pandemic preparedness by emphasizing the importance of integrated measures. These include improved tools for pathogen characterization, optimized societal precautions, the establishment of early warning systems, and the deployment of highly sensitive diagnostics for effective surveillance, triage, and resource management. Additionally, with an improved understanding of the virus' protein structure, considerable advances in targeted detection, treatment, and prevention strategies are expected to greatly improve our ability to respond to future outbreaks.
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Affiliation(s)
- Ruiqi Wang
- Shenyang University of Chemical Technology, Shenyang 110142, China; National Institute of Metrology, Beijing 100029, China
| | - Song Lu
- National Institute of Metrology, Beijing 100029, China
| | - Fanyu Deng
- National Institute of Metrology, Beijing 100029, China; North University of China, Taiyuan 030051, China
| | - Liqing Wu
- National Institute of Metrology, Beijing 100029, China
| | - Guowu Yang
- Shenzhen Academy of Metrology and Quality Inspection, Shenzhen 518055, China
| | - Siying Chong
- Shenyang University of Chemical Technology, Shenyang 110142, China
| | - Yahui Liu
- National Institute of Metrology, Beijing 100029, China.
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13
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Xue S, Han Y, Wu F, Wang Q. Mutations in the SARS-CoV-2 spike receptor binding domain and their delicate balance between ACE2 affinity and antibody evasion. Protein Cell 2024; 15:403-418. [PMID: 38442025 PMCID: PMC11131022 DOI: 10.1093/procel/pwae007] [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: 11/29/2023] [Accepted: 02/05/2024] [Indexed: 03/07/2024] Open
Abstract
Intensive selection pressure constrains the evolutionary trajectory of SARS-CoV-2 genomes and results in various novel variants with distinct mutation profiles. Point mutations, particularly those within the receptor binding domain (RBD) of SARS-CoV-2 spike (S) protein, lead to the functional alteration in both receptor engagement and monoclonal antibody (mAb) recognition. Here, we review the data of the RBD point mutations possessed by major SARS-CoV-2 variants and discuss their individual effects on ACE2 affinity and immune evasion. Many single amino acid substitutions within RBD epitopes crucial for the antibody evasion capacity may conversely weaken ACE2 binding affinity. However, this weakened effect could be largely compensated by specific epistatic mutations, such as N501Y, thus maintaining the overall ACE2 affinity for the spike protein of all major variants. The predominant direction of SARS-CoV-2 evolution lies neither in promoting ACE2 affinity nor evading mAb neutralization but in maintaining a delicate balance between these two dimensions. Together, this review interprets how RBD mutations efficiently resist antibody neutralization and meanwhile how the affinity between ACE2 and spike protein is maintained, emphasizing the significance of comprehensive assessment of spike mutations.
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Affiliation(s)
- Song Xue
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), Shanghai Institute of Infectious Disease and Biosecurity, Shanghai Frontiers Science Center of Pathogenic Microorganisms and Infection, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai 200032, China
| | - Yuru Han
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), Shanghai Institute of Infectious Disease and Biosecurity, Shanghai Frontiers Science Center of Pathogenic Microorganisms and Infection, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai 200032, China
| | - Fan Wu
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), Shanghai Institute of Infectious Disease and Biosecurity, Shanghai Frontiers Science Center of Pathogenic Microorganisms and Infection, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai 200032, China
| | - Qiao Wang
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), Shanghai Institute of Infectious Disease and Biosecurity, Shanghai Frontiers Science Center of Pathogenic Microorganisms and Infection, School of Basic Medical Sciences, Shanghai Medical College, Fudan University, Shanghai 200032, China
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14
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Lei R, Qing E, Odle A, Yuan M, Gunawardene CD, Tan TJC, So N, Ouyang WO, Wilson IA, Gallagher T, Perlman S, Wu NC, Wong LYR. Functional and antigenic characterization of SARS-CoV-2 spike fusion peptide by deep mutational scanning. Nat Commun 2024; 15:4056. [PMID: 38744813 PMCID: PMC11094058 DOI: 10.1038/s41467-024-48104-8] [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: 12/05/2023] [Accepted: 04/16/2024] [Indexed: 05/16/2024] Open
Abstract
The fusion peptide of SARS-CoV-2 spike protein is functionally important for membrane fusion during virus entry and is part of a broadly neutralizing epitope. However, sequence determinants at the fusion peptide and its adjacent regions for pathogenicity and antigenicity remain elusive. In this study, we perform a series of deep mutational scanning (DMS) experiments on an S2 region spanning the fusion peptide of authentic SARS-CoV-2 in different cell lines and in the presence of broadly neutralizing antibodies. We identify mutations at residue 813 of the spike protein that reduced TMPRSS2-mediated entry with decreased virulence. In addition, we show that an F823Y mutation, present in bat betacoronavirus HKU9 spike protein, confers resistance to broadly neutralizing antibodies. Our findings provide mechanistic insights into SARS-CoV-2 pathogenicity and also highlight a potential challenge in developing broadly protective S2-based coronavirus vaccines.
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Affiliation(s)
- Ruipeng Lei
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Enya Qing
- Department of Microbiology and Immunology, Loyola University Chicago, Maywood, IL, 60153, USA
| | - Abby Odle
- Department of Microbiology and Immunology, University of Iowa, Iowa City, IA, 52242, USA
| | - Meng Yuan
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, 92037, USA
| | - Chaminda D Gunawardene
- Center for Virus-Host Innate Immunity, Rutgers New Jersey Medical School, Newark, NJ, 07103, USA
- Department of Microbiology, Biochemistry and Molecular Genetics, Rutgers New Jersey Medical School, Newark, NJ, 07103, USA
| | - Timothy J C Tan
- Center for Biophysics and Quantitative Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Natalie So
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Department of Computer Science, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Wenhao O Ouyang
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Ian A Wilson
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, 92037, USA
- The Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA, 92037, USA
| | - Tom Gallagher
- Department of Microbiology and Immunology, Loyola University Chicago, Maywood, IL, 60153, USA.
| | - Stanley Perlman
- Department of Microbiology and Immunology, University of Iowa, Iowa City, IA, 52242, USA.
- Department of Pediatrics, University of Iowa, Iowa City, IA, 52242, USA.
| | - Nicholas C Wu
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA.
- Center for Biophysics and Quantitative Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA.
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA.
- Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA.
| | - Lok-Yin Roy Wong
- Department of Microbiology and Immunology, University of Iowa, Iowa City, IA, 52242, USA.
- Center for Virus-Host Innate Immunity, Rutgers New Jersey Medical School, Newark, NJ, 07103, USA.
- Department of Microbiology, Biochemistry and Molecular Genetics, Rutgers New Jersey Medical School, Newark, NJ, 07103, USA.
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15
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Kourentzi K, Brosamer K, Vu B, Willson RC. Accelerated Development of a COVID-19 Lateral Flow Test in an Academic Setting: Lessons Learned. Acc Chem Res 2024; 57:1372-1383. [PMID: 38590049 PMCID: PMC11080997 DOI: 10.1021/acs.accounts.4c00075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Revised: 03/26/2024] [Accepted: 03/29/2024] [Indexed: 04/10/2024]
Abstract
The COVID-19 pandemic further demonstrated the need for usable, reliable, and cost-effective point-of-care diagnostics that can be broadly deployed, ideally for self-testing at home. Antigen tests using more-detectable reporter labels (usually at the cost of reader complexity) achieve better diagnostic sensitivity, supporting the value of higher-analytical-sensitivity reporter technologies in lateral flow.We developed a new approach to simple, inexpensive lateral flow assays (LFAs) of great sensitivity, based on the glow stick peroxyoxalate chemistry widely used in emergency settings and in children's toys. At the peak of the COVID-19 pandemic, we had the opportunity to participate in the pandemic-driven NIH Rapid Acceleration of Diagnostics (RADx) initiative aiming to develop a deployable lateral flow diagnostic for SARS-CoV-2 nucleoprotein based on our novel glow stick-inspired light-emitting reporter technology. During this project, we screened more than 250 antibody pairs for analytical sensitivity and specificity directly in LFA format, using recombinant nucleoprotein and then gamma-irradiated virions spiked into negative nasal swab extracts. Membranes and other LFA materials and swabs and extraction reagent components also were screened and selected. Optimization of conjugate preparation and spraying as well as pretreatment/conditioning of the sample pad led to the final optimized LFA strip. Technology development also included optimization of excitation liquid enclosed in disposable droppers, design of a custom cartridge and smartphone-based reader, and app development, even a prototype reader usable with any mobile phone. Excellent preclinical performance was first demonstrated with contrived samples and then with leftover clinical samples. Moving beyond traditional academic focus areas, we were able to establish a quality management system (QMS), produce large numbers of customized LFA cassettes by contract injection molding, build in-house facilities to assemble and store thousands of complete tests for verification and validation and usability studies, and source kitting/packaging services and quality standard reagents and build partnerships for clinical translation, regulatory guidance, scale up, and market deployment. We were not able to bring this early stage technology to the point of commercialization within the limited time and resources available, but we did achieve strong proof-of-concept and advance translational aspects of the platform including initial high-performance LFAs, reading by the iPhone app using only a $2 plastic dark box with no lens, and convenient, usable excitation liquid packaging in droppers manufacturable in very large numbers.In this Account, we aim to provide a concise overview of our 18-month sprint toward the practical development of a deployable antigen lateral flow assay under pandemic conditions and the challenges and successes experienced by our team. We highlight what it takes to coach a technically savvy but commercially inexperienced academic team through the accelerated translation of an early stage technology into a useful product. Finally, we provide a guided tutorial and workflow to empower others interested in the rapid development of translatable LFAs.
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Affiliation(s)
- Katerina Kourentzi
- William
A. Brookshire Department of Chemical and Biomolecular Engineering, University of Houston, Houston, Texas 77004, United States
| | - Kristen Brosamer
- Department
of Biomedical Engineering, University of
Houston, Houston, Texas 77004, United States
| | - Binh Vu
- William
A. Brookshire Department of Chemical and Biomolecular Engineering, University of Houston, Houston, Texas 77004, United States
| | - Richard C. Willson
- William
A. Brookshire Department of Chemical and Biomolecular Engineering, University of Houston, Houston, Texas 77004, United States
- Department
of Biomedical Engineering, University of
Houston, Houston, Texas 77004, United States
- Department
of Biology and Biochemistry, University
of Houston, Houston, Texas 77004, United States
- Escuela
de Medicina y Ciencias de Salud, Tecnológico
de Monterrey, 64849 Monterrey, Nuevo León, México
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16
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Ray P, Ledgerwood-Lee M, Brickner H, Clark AE, Garretson A, Graham R, Van Zant W, Carlin AF, Aronoff-Spencer ES. Design and Development of an Antigen Test for SARS-CoV-2 Nucleocapsid Protein to Validate the Viral Quality Assurance Panels. Viruses 2024; 16:662. [PMID: 38793544 PMCID: PMC11125937 DOI: 10.3390/v16050662] [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: 03/30/2024] [Revised: 04/19/2024] [Accepted: 04/21/2024] [Indexed: 05/26/2024] Open
Abstract
The continuing mutability of the SARS-CoV-2 virus can result in failures of diagnostic assays. To address this, we describe a generalizable bioinformatics-to-biology pipeline developed for the calibration and quality assurance of inactivated SARS-CoV-2 variant panels provided to Radical Acceleration of Diagnostics programs (RADx)-radical program awardees. A heuristic genetic analysis based on variant-defining mutations demonstrated the lowest genetic variance in the Nucleocapsid protein (Np)-C-terminal domain (CTD) across all SARS-CoV-2 variants. We then employed the Shannon entropy method on (Np) sequences collected from the major variants, verifying the CTD with lower entropy (less prone to mutations) than other Np regions. Polyclonal and monoclonal antibodies were raised against this target CTD antigen and used to develop an Enzyme-linked immunoassay (ELISA) test for SARS-CoV-2. Blinded Viral Quality Assurance (VQA) panels comprised of UV-inactivated SARS-CoV-2 variants (XBB.1.5, BF.7, BA.1, B.1.617.2, and WA1) and distractor respiratory viruses (CoV 229E, CoV OC43, RSV A2, RSV B, IAV H1N1, and IBV) were assembled by the RADx-rad Diagnostics core and tested using the ELISA described here. The assay tested positive for all variants with high sensitivity (limit of detection: 1.72-8.78 ng/mL) and negative for the distractor virus panel. Epitope mapping for the monoclonal antibodies identified a 20 amino acid antigenic peptide on the Np-CTD that an in-silico program also predicted for the highest antigenicity. This work provides a template for a bioinformatics pipeline to select genetic regions with a low propensity for mutation (low Shannon entropy) to develop robust 'pan-variant' antigen-based assays for viruses prone to high mutational rates.
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Affiliation(s)
- Partha Ray
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego, CA 92093, USA; (P.R.); (M.L.-L.); (H.B.); (A.E.C.); (A.G.); (R.G.); (W.V.Z.); (A.F.C.)
| | - Melissa Ledgerwood-Lee
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego, CA 92093, USA; (P.R.); (M.L.-L.); (H.B.); (A.E.C.); (A.G.); (R.G.); (W.V.Z.); (A.F.C.)
| | - Howard Brickner
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego, CA 92093, USA; (P.R.); (M.L.-L.); (H.B.); (A.E.C.); (A.G.); (R.G.); (W.V.Z.); (A.F.C.)
| | - Alex E. Clark
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego, CA 92093, USA; (P.R.); (M.L.-L.); (H.B.); (A.E.C.); (A.G.); (R.G.); (W.V.Z.); (A.F.C.)
| | - Aaron Garretson
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego, CA 92093, USA; (P.R.); (M.L.-L.); (H.B.); (A.E.C.); (A.G.); (R.G.); (W.V.Z.); (A.F.C.)
| | - Rishi Graham
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego, CA 92093, USA; (P.R.); (M.L.-L.); (H.B.); (A.E.C.); (A.G.); (R.G.); (W.V.Z.); (A.F.C.)
| | - Westley Van Zant
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego, CA 92093, USA; (P.R.); (M.L.-L.); (H.B.); (A.E.C.); (A.G.); (R.G.); (W.V.Z.); (A.F.C.)
| | - Aaron F. Carlin
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego, CA 92093, USA; (P.R.); (M.L.-L.); (H.B.); (A.E.C.); (A.G.); (R.G.); (W.V.Z.); (A.F.C.)
- Department of Pathology, University of California, San Diego, CA 92093, USA
| | - Eliah S. Aronoff-Spencer
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego, CA 92093, USA; (P.R.); (M.L.-L.); (H.B.); (A.E.C.); (A.G.); (R.G.); (W.V.Z.); (A.F.C.)
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17
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Mostafa HH. Is It Possible to Test for Viral Infectiousness?: The Use Case of (SARS-CoV-2). Clin Lab Med 2024; 44:85-93. [PMID: 38280800 DOI: 10.1016/j.cll.2023.10.008] [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: 01/29/2024]
Abstract
Identifying and managing individuals with active or chronic disease, implementing appropriate infection control measures, and mitigating the spread of the COVID-19 pandemic highlighted the need for tests of infectiousness. The gold standard for assessing infectiousness has been the recovery of infectious virus in cell culture. Using cycle threshold values, antigen testing, and SARS-CoV-2, replication intermediate strands were used to assess infectiousness, with many limitations. Infectiousness can be influenced by host factors (eg, preexisting immune responses) and virus factors (eg, evolution).
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Affiliation(s)
- Heba H Mostafa
- Johns Hopkins School of Medicine, Meyer B-121F, 600 North Wolfe Street, Baltimore, MD 21287, USA.
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18
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Hao L, Li X, Liang H, Lei W, Yang W, Zhang B. Biosensors based on potent miniprotein binder for sensitive testing of SARS-CoV‑2 variants of concern. Mikrochim Acta 2023; 191:38. [PMID: 38110824 DOI: 10.1007/s00604-023-06113-2] [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: 09/07/2023] [Accepted: 11/21/2023] [Indexed: 12/20/2023]
Abstract
The miniprotein binder TRI2-2 was employed as an antibody alternative to build a single antibody-coupled TRI2-2 based gold nanoparticle-based lateral flow immunoassay (AT-GLFIA) biosensor. The biosensor provides high specificity and affinity binding between TRI2-2 and severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants of concern (VOCs) spike antigen receptor binding domain (S-RBD). It also enables rapid testing of wild-type (WT), B.1.1.7 (Alpha), B.1.351 (Beta), B.1.617.2 (Delta), P.1 (Gamma), and B.1.1.529 (Omicron) SARS-CoV-2 S-RBD and is at least ~ 16-fold more sensitive than conventional antibody pair-based GLFIA (AP-GLFIA). Besides, we developed a wireless micro-electrochemical assay (WMECA) biosensor based on the TRI2-2, which demonstrates an excellent VOCs testing capability at the pg mL-1 level. Overall, our results demonstrate that integrating miniprotein binders into conventional immunoassay systems is a promising design for improving the testing capabilities of such systems without hard-to-obtain antibody pair, complex reporter design, laborious signal amplification strategies, or specific instrumentation.
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Affiliation(s)
- Liangwen Hao
- Department of Radiology, Tongji Hospital, Shanghai Frontiers Science Center of Nanocatalytic Medicine, The Institute for Biomedical Engineering & Nano Science, School of Medicine, Tongji University, Shanghai, 200065, China
| | - Xue Li
- Department of Radiology, Tongji Hospital, Shanghai Frontiers Science Center of Nanocatalytic Medicine, The Institute for Biomedical Engineering & Nano Science, School of Medicine, Tongji University, Shanghai, 200065, China
| | - Hongying Liang
- Department of Radiology, Tongji Hospital, Shanghai Frontiers Science Center of Nanocatalytic Medicine, The Institute for Biomedical Engineering & Nano Science, School of Medicine, Tongji University, Shanghai, 200065, China
| | - Wenjing Lei
- Department of Radiology, Tongji Hospital, Shanghai Frontiers Science Center of Nanocatalytic Medicine, The Institute for Biomedical Engineering & Nano Science, School of Medicine, Tongji University, Shanghai, 200065, China
| | - Weitao Yang
- Department of Radiology, Tongji Hospital, Shanghai Frontiers Science Center of Nanocatalytic Medicine, The Institute for Biomedical Engineering & Nano Science, School of Medicine, Tongji University, Shanghai, 200065, China
| | - Bingbo Zhang
- Department of Radiology, Tongji Hospital, Shanghai Frontiers Science Center of Nanocatalytic Medicine, The Institute for Biomedical Engineering & Nano Science, School of Medicine, Tongji University, Shanghai, 200065, China.
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19
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Lei R, Qing E, Odle A, Yuan M, Tan TJ, So N, Ouyang WO, Wilson IA, Gallagher T, Perlman S, Wu NC, Wong LYR. Functional and antigenic characterization of SARS-CoV-2 spike fusion peptide by deep mutational scanning. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.28.569051. [PMID: 38076875 PMCID: PMC10705381 DOI: 10.1101/2023.11.28.569051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
The fusion peptide of SARS-CoV-2 spike protein is functionally important for membrane fusion during virus entry and is part of a broadly neutralizing epitope. However, sequence determinants at the fusion peptide and its adjacent regions for pathogenicity and antigenicity remain elusive. In this study, we performed a series of deep mutational scanning (DMS) experiments on an S2 region spanning the fusion peptide of authentic SARS-CoV-2 in different cell lines and in the presence of broadly neutralizing antibodies. We identified mutations at residue 813 of the spike protein that reduced TMPRSS2-mediated entry with decreased virulence. In addition, we showed that an F823Y mutation, present in bat betacoronavirus HKU9 spike protein, confers resistance to broadly neutralizing antibodies. Our findings provide mechanistic insights into SARS-CoV-2 pathogenicity and also highlight a potential challenge in developing broadly protective S2-based coronavirus vaccines.
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Affiliation(s)
- Ruipeng Lei
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Enya Qing
- Department of Microbiology and Immunology, Loyola University Chicago, Maywood, IL 60153, USA
| | - Abby Odle
- Department of Microbiology and Immunology, University of Iowa, Iowa City, IA 52242, USA
| | - Meng Yuan
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Timothy J.C. Tan
- Center for Biophysics and Quantitative Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Natalie So
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Department of Computer Science, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Wenhao O. Ouyang
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Ian A. Wilson
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
- The Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Tom Gallagher
- Department of Microbiology and Immunology, Loyola University Chicago, Maywood, IL 60153, USA
| | - Stanley Perlman
- Department of Microbiology and Immunology, University of Iowa, Iowa City, IA 52242, USA
- Department of Pediatrics, University of Iowa, Iowa City, IA 52242, USA
| | - Nicholas C. Wu
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Center for Biophysics and Quantitative Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Lok-Yin Roy Wong
- Department of Microbiology and Immunology, University of Iowa, Iowa City, IA 52242, USA
- Center for Virus-Host-Innate Immunity, Rutgers New Jersey Medical School, Newark, NJ 07103, USA
- Department of Microbiology, Biochemistry and Molecular Genetics, Rutgers New Jersey Medical School, Newark, NJ 07103, USA
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20
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Maes S, Deploey N, Peelman F, Eyckerman S. Deep mutational scanning of proteins in mammalian cells. CELL REPORTS METHODS 2023; 3:100641. [PMID: 37963462 PMCID: PMC10694495 DOI: 10.1016/j.crmeth.2023.100641] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 07/06/2023] [Accepted: 10/20/2023] [Indexed: 11/16/2023]
Abstract
Protein mutagenesis is essential for unveiling the molecular mechanisms underlying protein function in health, disease, and evolution. In the past decade, deep mutational scanning methods have evolved to support the functional analysis of nearly all possible single-amino acid changes in a protein of interest. While historically these methods were developed in lower organisms such as E. coli and yeast, recent technological advancements have resulted in the increased use of mammalian cells, particularly for studying proteins involved in human disease. These advancements will aid significantly in the classification and interpretation of variants of unknown significance, which are being discovered at large scale due to the current surge in the use of whole-genome sequencing in clinical contexts. Here, we explore the experimental aspects of deep mutational scanning studies in mammalian cells and report the different methods used in each step of the workflow, ultimately providing a useful guide toward the design of such studies.
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Affiliation(s)
- Stefanie Maes
- VIB Center for Medical Biotechnology (CMB), Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium; Department of Biochemistry and Microbiology, Ghent University, Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium
| | - Nick Deploey
- VIB Center for Medical Biotechnology (CMB), Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium
| | - Frank Peelman
- VIB Center for Medical Biotechnology (CMB), Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium
| | - Sven Eyckerman
- VIB Center for Medical Biotechnology (CMB), Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium.
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21
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Rao A, Westbrook A, Bassit L, Parsons R, Fitts E, Greenleaf M, McLendon K, Sullivan JA, O'Sick W, Baugh T, Bowers HB, Frank F, Wang E, Le M, Frediani J, Roychoudhury P, Greninger AL, Jerris R, Pollock NR, Ortlund EA, Roback JD, Lam WA, Piantadosi A. Sensitivity of rapid antigen tests against SARS-CoV-2 Omicron and Delta variants. J Clin Microbiol 2023; 61:e0013823. [PMID: 37728336 PMCID: PMC10654096 DOI: 10.1128/jcm.00138-23] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Accepted: 07/22/2023] [Indexed: 09/21/2023] Open
Abstract
Rapid antigen tests (RATs) have become an invaluable tool for combating the COVID-19 pandemic. However, concerns have been raised regarding the ability of existing RATs to effectively detect emerging SARS-CoV-2 variants. We compared the performance of 10 commercially available, emergency use authorized RATs against the Delta and Omicron SARS-CoV-2 variants using both individual patient and serially diluted pooled clinical samples. The RATs exhibited lower sensitivity for Omicron samples when using PCR cycle threshold (CT) value (a rough proxy for RNA concentration) as the comparator. Interestingly, however, they exhibited similar sensitivity for Omicron and Delta samples when using quantitative antigen concentration as the comparator. We further found that the Omicron samples had lower ratios of antigen to RNA, which offers a potential explanation for the apparent lower sensitivity of RATs for that variant when using C T value as a reference. Our findings underscore the complexity in assessing RAT performance against emerging variants and highlight the need for ongoing evaluation in the face of changing population immunity and virus evolution.
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Affiliation(s)
- Anuradha Rao
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Department of Pediatrics, Emory University School of Medicine , Atlanta, Georgia, USA
| | - Adrianna Westbrook
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Department of Pediatrics, Emory University School of Medicine , Atlanta, Georgia, USA
| | - Leda Bassit
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Laboratory of Biochemical Pharmacology, Emory University , Atlanta, Georgia, USA
| | - Richard Parsons
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Nell Hodgson Woodruff School of Nursing, Emory University , Atlanta, Georgia, USA
| | - Eric Fitts
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine , Atlanta, Georgia, USA
| | - Morgan Greenleaf
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Emory University School of Medicine , Atlanta, Georgia, USA
| | - Kaleb McLendon
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine , Atlanta, Georgia, USA
- Emory/Children's Laboratory for Innovative Assay Development , Atlanta, Georgia, USA
| | - Julie A Sullivan
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Department of Pediatrics, Emory University School of Medicine , Atlanta, Georgia, USA
| | - William O'Sick
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine , Atlanta, Georgia, USA
- Emory/Children's Laboratory for Innovative Assay Development , Atlanta, Georgia, USA
| | - Tyler Baugh
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine , Atlanta, Georgia, USA
- Emory/Children's Laboratory for Innovative Assay Development , Atlanta, Georgia, USA
| | - Heather B Bowers
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Laboratory of Biochemical Pharmacology, Emory University , Atlanta, Georgia, USA
| | - Filipp Frank
- Department of Biochemistry, Emory University School of Medicine , Atlanta, Georgia, USA
| | - Ethan Wang
- Division of Infectious Diseases, Department of Medicine, Emory University School of Medicine , Atlanta, Georgia, USA
| | - Mimi Le
- Department of Pediatrics, Emory University School of Medicine , Atlanta, Georgia, USA
| | - Jennifer Frediani
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Nell Hodgson Woodruff School of Nursing, Emory University , Atlanta, Georgia, USA
| | - Pavitra Roychoudhury
- Department of Laboratory Medicine, University of Washington , Seattle, Washington, USA
| | - Alexander L Greninger
- Department of Laboratory Medicine, University of Washington , Seattle, Washington, USA
| | - Robert Jerris
- Children's Healthcare of Atlanta , Atlanta, Georgia, USA
| | - Nira R Pollock
- Department of Laboratory Medicine, Boston Children's Hospital and Harvard Medical School , Boston, Massachusetts, USA
| | - Eric A Ortlund
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Department of Biochemistry, Emory University School of Medicine , Atlanta, Georgia, USA
| | - John D Roback
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine , Atlanta, Georgia, USA
- Emory/Children's Laboratory for Innovative Assay Development , Atlanta, Georgia, USA
| | - Wilbur A Lam
- The Atlanta Center for Microsystems-Engineered Point-of-Care Technologies , Atlanta, Georgia, USA
- Department of Pediatrics, Emory University School of Medicine , Atlanta, Georgia, USA
- Aflac Cancer and Blood Disorders Center at Children's Healthcare of Atlanta , Atlanta, Georgia, USA
- Wallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology , Atlanta, Georgia, USA
| | - Anne Piantadosi
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine , Atlanta, Georgia, USA
- Division of Infectious Diseases, Department of Medicine, Emory University School of Medicine , Atlanta, Georgia, USA
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22
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Greisen PJ, Yi L, Zhou R, Zhou J, Johansson E, Dong T, Liu H, Johnsen LB, Lund S, Svensson LA, Zhu H, Thomas N, Yang Z, Østergaard H. Computational design of N-linked glycans for high throughput epitope profiling. Protein Sci 2023; 32:e4726. [PMID: 37421602 PMCID: PMC10521239 DOI: 10.1002/pro.4726] [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: 04/20/2023] [Revised: 06/12/2023] [Accepted: 07/06/2023] [Indexed: 07/10/2023]
Abstract
Efficient identification of epitopes is crucial for drug discovery and design as it enables the selection of optimal epitopes, expansion of lead antibody diversity, and verification of binding interface. Although high-resolution low throughput methods like x-ray crystallography can determine epitopes or protein-protein interactions accurately, they are time-consuming and can only be applied to a limited number of complexes. To overcome these limitations, we have developed a rapid computational method that incorporates N-linked glycans to mask epitopes or protein interaction surfaces, thereby providing a mapping of these regions. Using human coagulation factor IXa (fIXa) as a model system, we computationally screened 158 positions and expressed 98 variants to test experimentally for epitope mapping. We were able to delineate epitopes rapidly and reliably through the insertion of N-linked glycans that efficiently disrupted binding in a site-selective manner. To validate the efficacy of our method, we conducted ELISA experiments and high-throughput yeast surface display assays. Furthermore, x-ray crystallography was employed to verify the results, thereby recapitulating through the method of N-linked glycans a coarse-grained mapping of the epitope.
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Affiliation(s)
| | - Li Yi
- Global Research TechnologiesNovo Nordisk A/SMaaloevDenmark
| | - Rong Zhou
- Discovery Technology China, Novo Nordisk Research CentreNovo Nordisk A/SBeijingChina
| | - Jian Zhou
- Discovery Technology China, Novo Nordisk Research CentreNovo Nordisk A/SBeijingChina
| | - Eva Johansson
- Global Research TechnologiesNovo Nordisk A/SMaaloevDenmark
| | - Tiantang Dong
- Discovery Technology China, Novo Nordisk Research CentreNovo Nordisk A/SBeijingChina
| | - Haimo Liu
- Discovery Technology China, Novo Nordisk Research CentreNovo Nordisk A/SBeijingChina
| | | | - Søren Lund
- Global Research TechnologiesNovo Nordisk A/SMaaloevDenmark
| | | | - Haisun Zhu
- Discovery Technology China, Novo Nordisk Research CentreNovo Nordisk A/SBeijingChina
| | - Nidhin Thomas
- Digital Science and InnovationNovo Nordisk A/SSeattleUSA
| | - Zhiru Yang
- Discovery Technology China, Novo Nordisk Research CentreNovo Nordisk A/SBeijingChina
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23
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Haque S, Khatoon F, Ashgar SS, Faidah H, Bantun F, Jalal NA, Qashqari FSI, Kumar V. Energetic and frustration analysis of SARS-CoV-2 nucleocapsid protein mutations. Biotechnol Genet Eng Rev 2023; 39:1234-1254. [PMID: 36708355 DOI: 10.1080/02648725.2023.2170031] [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: 08/07/2022] [Accepted: 01/11/2023] [Indexed: 01/29/2023]
Abstract
The ongoing COVID-19 spreads worldwide with the ability to evolve in diverse human populations. The nucleocapsid (N) protein is one of the mutational hotspots in the SARS-CoV-2 genome. The N protein is an abundant RNA-binding protein critical for viral genome packaging. It comprises two large domains including the N-terminal domain (NTD) and the C-terminal domain (CTD) linked by the centrally located linker region. Mutations in N protein have been reported to increase the severity of disease by modulating viral transmissibility, replication efficiency as well as virulence properties of the virus in different parts of the world. To study the effect of N protein missense mutations on protein stability, function, and pathogenicity, we analyzed 228 mutations from each domain of N protein. Further, we have studied the effect of mutations on local residual frustration changes in N protein. Out of 228 mutations, 11 mutations were predicted to be deleterious and destabilized. Among these mutations, R32C, R191C, and R203 M mutations fall into disordered regions and show significant change in frustration state. Overall, this work reveals that by altering the energetics and residual frustration, N protein mutations might affect the stability, function, and pathogenicity of the SARS-CoV-2.
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Affiliation(s)
- Shafiul Haque
- Research and Scientific Studies Unit, College of Nursing and Allied Health Sciences, Jazan University, Jazan, Saudi Arabia
- Gilbert and Rose-Marie Chagoury School of Medicine, Lebanese American University, Beirut, Lebanon
- Centre of Medical and Bio-Allied Health Sciences Research, Ajman University, Ajman, United Arab Emirates
| | - Fatima Khatoon
- Amity Institute of Neuropsychology & Neurosciences (AINN), Amity University, Noida, India
| | - Sami S Ashgar
- Department of Microbiology, Faculty of Medicine, Umm Al-Qura University, Makkah, Saudi Arabia
| | - Hani Faidah
- Department of Microbiology, Faculty of Medicine, Umm Al-Qura University, Makkah, Saudi Arabia
| | - Farkad Bantun
- Department of Microbiology, Faculty of Medicine, Umm Al-Qura University, Makkah, Saudi Arabia
| | - Naif A Jalal
- Department of Microbiology, Faculty of Medicine, Umm Al-Qura University, Makkah, Saudi Arabia
| | - Fadi S I Qashqari
- Department of Microbiology, Faculty of Medicine, Umm Al-Qura University, Makkah, Saudi Arabia
| | - Vijay Kumar
- Amity Institute of Neuropsychology & Neurosciences (AINN), Amity University, Noida, India
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24
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Patel A, Kumar S, Lai L, Keen M, Valanparambil R, Chakravarthy C, Laughlin Z, Frank F, Cheedarla N, Verkerke HP, Neish AS, Roback JD, Davis CW, Wrammert J, Sharma A, Ahmed R, Suthar MS, Murali-Krishna K, Chandele A, Ortlund E. Light chain of a public SARS-CoV-2 class-3 antibody modulates neutralization against Omicron. Cell Rep 2023; 42:113150. [PMID: 37708028 PMCID: PMC10862350 DOI: 10.1016/j.celrep.2023.113150] [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: 05/24/2023] [Revised: 08/14/2023] [Accepted: 09/01/2023] [Indexed: 09/16/2023] Open
Abstract
The pairing of antibody genes IGHV2-5/IGLV2-14 is established as a public immune response that potently cross-neutralizes SARS-CoV-2 variants, including Omicron, by targeting class-3/RBD-5 epitopes in the receptor binding domain (RBD). LY-CoV1404 (bebtelovimab) exemplifies this, displaying exceptional potency against Omicron sub-variants up to BA.5. Here, we report a human antibody, 002-S21B10, encoded by the public clonotype IGHV2-5/IGLV2-14. While 002-S21B10 neutralized key SARS-CoV-2 variants, it did not neutralize Omicron, despite sharing >92% sequence similarity with LY-CoV1404. The structure of 002-S21B10 in complex with spike trimer plus structural and sequence comparisons with LY-CoV1404 and other IGHV2-5/IGLV2-14 antibodies revealed significant variations in light-chain orientation, paratope residues, and epitope-paratope interactions that enable some antibodies to neutralize Omicron but not others. Confirming this, replacing the light chain of 002-S21B10 with the light chain of LY-CoV1404 restored 002-S21B10's binding to Omicron. Understanding such Omicron evasion from public response is vital for guiding therapeutics and vaccine design.
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Affiliation(s)
- Anamika Patel
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Sanjeev Kumar
- ICGEB-Emory Vaccine Center, International Center for Genetic Engineering and Biotechnology, New Delhi 110067, India; Department of Pediatrics, Division of Infectious Diseases, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA; Emory Vaccine Center, Emory University, Atlanta, GA 30322, USA
| | - Lilin Lai
- Department of Pediatrics, Division of Infectious Diseases, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA; Emory Vaccine Center, Emory University, Atlanta, GA 30322, USA
| | - Meredith Keen
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Rajesh Valanparambil
- Department of Microbiology and Immunology, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA; Emory Vaccine Center, Emory University, Atlanta, GA 30322, USA
| | - Chennareddy Chakravarthy
- Department of Microbiology and Immunology, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA; Emory Vaccine Center, Emory University, Atlanta, GA 30322, USA
| | - Zane Laughlin
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Filipp Frank
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Narayanaiah Cheedarla
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Hans P Verkerke
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
| | - Andrew S Neish
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - John D Roback
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Carl W Davis
- Department of Microbiology and Immunology, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA; Emory Vaccine Center, Emory University, Atlanta, GA 30322, USA
| | - Jens Wrammert
- Department of Pediatrics, Division of Infectious Diseases, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA; Emory Vaccine Center, Emory University, Atlanta, GA 30322, USA
| | - Amit Sharma
- Structural Parasitology Group, International Center for Genetic Engineering and Biotechnology, New Delhi 110067, India
| | - Rafi Ahmed
- Department of Microbiology and Immunology, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA; Emory Vaccine Center, Emory University, Atlanta, GA 30322, USA
| | - Mehul S Suthar
- Department of Pediatrics, Division of Infectious Diseases, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA; Department of Microbiology and Immunology, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA; Emory Vaccine Center, Emory University, Atlanta, GA 30322, USA
| | - Kaja Murali-Krishna
- ICGEB-Emory Vaccine Center, International Center for Genetic Engineering and Biotechnology, New Delhi 110067, India; Department of Pediatrics, Division of Infectious Diseases, Emory University School of Medicine, Emory University, Atlanta, GA 30322, USA; Emory Vaccine Center, Emory University, Atlanta, GA 30322, USA.
| | - Anmol Chandele
- ICGEB-Emory Vaccine Center, International Center for Genetic Engineering and Biotechnology, New Delhi 110067, India.
| | - Eric Ortlund
- Department of Biochemistry, Emory University School of Medicine, Atlanta, GA 30322, USA.
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25
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Vaeth MJE, Abdullah O, Cheema M, Sun K, Elhabashy M, Mitchell A, Foyez M, Talla M, Cheema A, Locke C, Kantsiper M, Pekosz A, Mostafa HH, Siddiqui ZK. Accuracy of Expired BinaxNOW Rapid Antigen Tests. Microbiol Spectr 2023; 11:e0208823. [PMID: 37428037 PMCID: PMC10434179 DOI: 10.1128/spectrum.02088-23] [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: 05/18/2023] [Accepted: 06/22/2023] [Indexed: 07/11/2023] Open
Abstract
The widespread existence of expired antigen testing kits in households and potential coronavirus outbreaks necessitates evaluating the reliability of these expired kits. Our study examined BinaxNOW COVID-19 rapid antigen tests 27 months postmanufacture and 5 months past their FDA extended expiration dates, using SARS-CoV-2 variant XBB.1.5 viral stock. We conducted testing at two concentrations, the limit of detection (LOD) and 10 times the LOD. One hundred expired and unexpired kits were tested at each concentration for a total of 400 antigen tests. At the LOD (2.32 × 102 50% tissue culture infective dose/mL [TCID50/mL]), both expired and unexpired tests displayed 100% sensitivity (95% confidence interval [CI], 96.38% to 100%), with no statistical difference (95% CI, -3.92% to 3.92%). Similarly, at 10 times the LOD, unexpired tests retained 100% sensitivity (95% CI, 96.38% to 100%), while expired tests exhibited 99% sensitivity (95% CI, 94.61% to 99.99%), demonstrating a statistically insignificant 1% difference (95% CI, -2.49% to 4.49%; P = 0.56). Expired rapid antigen tests had fainter lines than the unexpired tests at each viral concentration. The expired rapid antigen tests at the LOD were only just visible. These findings carry significant implications for waste management, cost efficiency, and supply chain resilience in pandemic readiness efforts. They also provide critical insights for formulating clinical guidelines for interpreting results from expired kits. In light of expert warnings of a potential outbreak of a severity rivaling the Omicron variant, our study underscores the importance of maximizing the utility of expired antigen testing kits in managing future health emergencies. IMPORTANCE The study examining the reliability of expired antigen testing kits in the context of COVID-19 has significant real-world implications. By demonstrating that these expired kits retain their sensitivity in detecting the virus, this work provides evidence that expired kits can still be utilized, reducing waste and optimizing resources in health care systems. These findings are especially crucial in light of potential future coronavirus outbreaks and the need to be prepared. The study's outcomes have the potential to contribute to waste management efforts, cost efficiency, and supply chain resilience, ensuring that diagnostic tests remain readily available for effective public health interventions. Furthermore, it provides critical insights for formulating clinical guidelines on interpreting results from expired kits, enhancing the accuracy of testing outcomes, and supporting informed decision-making. Ultimately, this work holds great importance in maximizing the utility of expired antigen testing kits, safeguarding public health, and enhancing pandemic readiness on a global scale.
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Affiliation(s)
| | - Omar Abdullah
- Department of Pathology, Division of Medical Microbiology, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Minahil Cheema
- University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Kristie Sun
- Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
| | - Maryam Elhabashy
- University of Maryland Baltimore County, Baltimore, Maryland, USA
| | - Asia Mitchell
- Baltimore Convention Center Field Hospital, Baltimore, Maryland, USA
| | - Maisha Foyez
- Baltimore Convention Center Field Hospital, Baltimore, Maryland, USA
| | - Mahita Talla
- University of Maryland College Park, College Park, Maryland, USA
| | - Aamna Cheema
- University of Maryland College Park, College Park, Maryland, USA
| | - Charles Locke
- Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Melinda Kantsiper
- Division of Hospital Medicine, The Johns Hopkins Bayview Medical Center, Baltimore, Maryland, USA
| | - Andrew Pekosz
- Department of Medicine, Division of Infectious Diseases, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Heba H. Mostafa
- Department of Pathology, Division of Medical Microbiology, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Zishan K. Siddiqui
- Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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26
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Song W, Fang Z, Ma F, Li J, Huang Z, Zhang Y, Li J, Chen K. The role of SARS-CoV-2 N protein in diagnosis and vaccination in the context of emerging variants: present status and prospects. Front Microbiol 2023; 14:1217567. [PMID: 37675423 PMCID: PMC10478715 DOI: 10.3389/fmicb.2023.1217567] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 07/31/2023] [Indexed: 09/08/2023] Open
Abstract
Despite many countries rapidly revising their strategies to prevent contagions, the number of people infected with Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) continues to surge. The emergent variants that can evade the immune response significantly affect the effectiveness of mainstream vaccines and diagnostic products based on the original spike protein. Therefore, it is essential to focus on the highly conserved nature of the nucleocapsid protein as a potential target in the field of vaccines and diagnostics. In this regard, our review initially discusses the structure, function, and mechanism of action of N protein. Based on this discussion, we summarize the relevant research on the in-depth development and application of diagnostic methods and vaccines based on N protein, such as serology and nucleic acid detection. Such valuable information can aid in designing more efficient diagnostic and vaccine tools that could help end the SARS-CoV-2 pandemic.
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Affiliation(s)
- Wanchen Song
- School of Medical Technology and Information Engineering, Zhejiang Chinese Medical University, Hangzhou, China
| | - Zhongbiao Fang
- Shulan International Medical College, Zhejiang Shuren University, Hangzhou, China
| | - Feike Ma
- Shulan International Medical College, Zhejiang Shuren University, Hangzhou, China
| | - Jiaxuan Li
- Shulan International Medical College, Zhejiang Shuren University, Hangzhou, China
| | - Zhiwei Huang
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, China
| | - Yanjun Zhang
- Key Laboratory of Public Health Detection and Etiological Research of Zhejiang Province, Department of Microbiology, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
| | - Jianhua Li
- Key Laboratory of Public Health Detection and Etiological Research of Zhejiang Province, Department of Microbiology, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
| | - Keda Chen
- Shulan International Medical College, Zhejiang Shuren University, Hangzhou, China
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27
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Karuppaiah G, Vashist A, Nair M, Veerapandian M, Manickam P. Emerging trends in point-of-care biosensing strategies for molecular architectures and antibodies of SARS-CoV-2. BIOSENSORS & BIOELECTRONICS: X 2023; 13:100324. [PMID: 36844889 PMCID: PMC9941073 DOI: 10.1016/j.biosx.2023.100324] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Revised: 02/01/2023] [Accepted: 02/18/2023] [Indexed: 02/23/2023]
Abstract
COVID-19, a highly contagious viral infection caused by the occurrence of severe acute respiratory syndrome coronavirus (SARS-CoV-2), has turned out to be a viral pandemic then ravaged many countries worldwide. In the recent years, point-of-care (POC) biosensors combined with state-of-the-art bioreceptors, and transducing systems enabled the development of novel diagnostic tools for rapid and reliable detection of biomarkers associated with SARS-CoV-2. The present review thoroughly summarises and discusses various biosensing strategies developed for probing SARS-CoV-2 molecular architectures (viral genome, S Protein, M protein, E protein, N protein and non-structural proteins) and antibodies as a potential diagnostic tool for COVID-19. This review discusses the various structural components of SARS-CoV-2, their binding regions and the bioreceptors used for recognizing the structural components. The various types of clinical specimens investigated for rapid and POC detection of SARS-CoV-2 is also highlighted. The importance of nanotechnology and artificial intelligence (AI) approaches in improving the biosensor performance for real-time and reagent-free monitoring the biomarkers of SARS-CoV-2 is also summarized. This review also encompasses existing practical challenges and prospects for developing new POC biosensors for clinical monitoring of COVID-19.
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Affiliation(s)
- Gopi Karuppaiah
- Electrodics and Electrocatalysis Division, CSIR-Central Electrochemical Research Institute (CECRI), Karaikudi, 630 003, Tamil Nadu, India
| | - Arti Vashist
- Center for Personalized Nanomedicine, Institute of NeuroImmune Pharmacology, Department of Immunology, Herbert Wertheim College of Medicine, Florida International University, Miami, FL, 33199, USA
| | - Madhavan Nair
- Center for Personalized Nanomedicine, Institute of NeuroImmune Pharmacology, Department of Immunology, Herbert Wertheim College of Medicine, Florida International University, Miami, FL, 33199, USA
| | - Murugan Veerapandian
- Electrodics and Electrocatalysis Division, CSIR-Central Electrochemical Research Institute (CECRI), Karaikudi, 630 003, Tamil Nadu, India
- Academy of Scientific and Innovative Research, Ghaziabad, 201 002, Uttar Pradesh, India
| | - Pandiaraj Manickam
- Electrodics and Electrocatalysis Division, CSIR-Central Electrochemical Research Institute (CECRI), Karaikudi, 630 003, Tamil Nadu, India
- Academy of Scientific and Innovative Research, Ghaziabad, 201 002, Uttar Pradesh, India
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Sihota A, Barrett B, Bonell C, Chehade A, Dhaliwal J, Kani M, Kellar J, Kwong C, Ravinatarajan P, Schwartz KL, Smith S, Thiffault J, Woit C, Vaisman A. SARS-CoV-2 rapid diagnostic testing: Canadian consensus guidance for pharmacists. Can Pharm J (Ott) 2023; 156:128-136. [PMID: 37197090 PMCID: PMC10116221 DOI: 10.1177/17151635231164631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Affiliation(s)
| | - Brett Barrett
- School of Pharmacy, University of Waterloo and
Grand River Hospital, Kitchener, Ontario
| | - Cameron Bonell
- Interior Health Authority and Faculty of
Pharmaceutical Sciences, University of British Columbia, Kelowna, British
Columbia
| | | | | | | | - Jamie Kellar
- Leslie Dan Faculty of Pharmacy, University of
Toronto, Toronto, Ontario
| | - Conny Kwong
- Rexall Pharmacy Group Ltd., Winnipeg,
Manitoba
| | | | - Kevin L. Schwartz
- Dalla Lana School of Public Health, University
of Toronto, Toronto, Ontario
- Division of Infectious Diseases, Unity Health
Toronto, St. Joseph’s Health Centre, Toronto, Ontario
| | | | | | | | - Alon Vaisman
- Department of Medicine, University of Toronto,
Toronto, Ontario
- Division of Infectious Diseases, University
Health Network, Toronto, Ontario
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29
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Bonam SR, Hu H. Next-Generation Vaccines Against COVID-19 Variants: Beyond the Spike Protein. ZOONOSES (BURLINGTON, MASS.) 2023; 3:10.15212/zoonoses-2023-0003. [PMID: 38031548 PMCID: PMC10686570 DOI: 10.15212/zoonoses-2023-0003] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/01/2023]
Abstract
Vaccines are among the most effective medical countermeasures against infectious diseases. The current Coronavirus disease 2019 (COVID-19) pandemic, caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has spurred the scientific strategies to fight against the disease. Since 2020, a great number of vaccines based on different platforms have been in development in response to the pandemic, among which mRNA, adenoviral vector, and subunit vaccines have been clinically approved for use in humans. These first-generation COVID-19 vaccines largely target the viral spike (S) protein and aim for eliciting potent neutralizing antibodies. With the emergence of SARS-CoV-2 variants, especially the highly transmissible Omicron strains, the S-based vaccine strategies have been faced constant challenges due to strong immune escape by the variants. The coronavirus nucleocapsid (N) is one of the viral proteins that induces strong T-cell immunity and is more conserved across different SARS-CoV-2 variants. Inclusion of N in the development of COVID-19 vaccines has been reported. Here, we briefly reviewed and discussed COVID-19 disease, current S-based vaccine strategies, and focused on the immunobiology of N protein in SARS-CoV-2 host immunity, as well as the next-generation vaccine strategies involving N protein, to combat current and emerging SARS-CoV-2 variants.
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Affiliation(s)
- Srinivasa Reddy Bonam
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX, USA 77555
| | - Haitao Hu
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX, USA 77555
- Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, TX, USA 77555
- Sealy Institute for Vaccine Sciences, University of Texas Medical Branch, Galveston, TX, USA 77555
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30
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Nicollete DRP, Benedetti R, Valença BA, Kuniyoshi KK, de Jesus TCS, Gevaerd A, Santiago EB, de Almeida BMM, Júnior SRR, Figueredo MVM. Enhancing a SARS-CoV-2 nucleocapsid antigen test sensitivity with cost efficient strategy through a cotton intermembrane insertion. Sci Rep 2023; 13:4690. [PMID: 36949174 PMCID: PMC10031715 DOI: 10.1038/s41598-023-31641-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 03/15/2023] [Indexed: 03/24/2023] Open
Abstract
Lateral flow antigen tests have been widely used in the Covid-19 pandemic, allowing faster diagnostic test results and preventing further viral spread through isolation of infected individuals. Accomplishment of this screening must be performed with tests that show satisfactory sensitivity in order to successfully detect the target protein and avoid false negatives. The aim of this study was to create a lateral flow test that could detect SARS-CoV-2 nucleocapsid protein in low concentrations that were comparable to the limits of detection claimed by existing tests from the market. To do so, several adjustments were necessary during research and development of the prototypes until they were consistent with these criteria. The proposed alternatives of increasing the test line antibody concentration and addition of an intermembrane between the conjugate pad and the nitrocellulose membrane were able to increase the sensitivity four-fold and generate a new rapid test prototype called "lateral flow intermembrane immunoassay test" (LFIIT). This prototype showed an adequate limit of detection (2.0 ng mL-1) while maintaining affordability and simplicity in manufacturing processes.
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Affiliation(s)
| | - Rafael Benedetti
- Research and Development Department, Hilab, Hilab Campus, José A. Possebom, 800, Curitiba, Paraná, 81270-185, Brazil
| | - Beatriz Arruda Valença
- Research and Development Department, Hilab, Hilab Campus, José A. Possebom, 800, Curitiba, Paraná, 81270-185, Brazil
| | - Keyla Kaori Kuniyoshi
- Research and Development Department, Hilab, Hilab Campus, José A. Possebom, 800, Curitiba, Paraná, 81270-185, Brazil
| | | | - Ava Gevaerd
- Research and Development Department, Hilab, Hilab Campus, José A. Possebom, 800, Curitiba, Paraná, 81270-185, Brazil
| | - Erika Bergamo Santiago
- Research and Development Department, Hilab, Hilab Campus, José A. Possebom, 800, Curitiba, Paraná, 81270-185, Brazil
| | | | - Sérgio Renato Rogal Júnior
- Research and Development Department, Hilab, Hilab Campus, José A. Possebom, 800, Curitiba, Paraná, 81270-185, Brazil
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31
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Armesto M, Charconnet M, Marimón JM, Fernández Regueiro CL, Jia J, Yan T, Sorarrain A, Grzelczak M, Sanromán M, Vicente M, Klempa B, Zubiria J, Peng Y, Zhang L, Zhang J, Lawrie CH. Validation of Rapid and Economic Colorimetric Nanoparticle Assay for SARS-CoV-2 RNA Detection in Saliva and Nasopharyngeal Swabs. BIOSENSORS 2023; 13:275. [PMID: 36832041 PMCID: PMC9954569 DOI: 10.3390/bios13020275] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 02/08/2023] [Accepted: 02/13/2023] [Indexed: 06/16/2023]
Abstract
Even with the widespread uptake of vaccines, the SARS-CoV-2-induced COVID-19 pandemic continues to overwhelm many healthcare systems worldwide. Consequently, massive scale molecular diagnostic testing remains a key strategy to control the ongoing pandemic, and the need for instrument-free, economic and easy-to-use molecular diagnostic alternatives to PCR remains a goal of many healthcare providers, including WHO. We developed a test (Repvit) based on gold nanoparticles that can detect SARS-CoV-2 RNA directly from nasopharyngeal swab or saliva samples with a limit of detection (LOD) of 2.1 × 105 copies mL-1 by the naked eye (or 8 × 104 copies mL-1 by spectrophotometer) in less than 20 min, without the need for any instrumentation, and with a manufacturing price of <$1. We tested this technology on 1143 clinical samples from RNA extracted from nasopharyngeal swabs (n = 188), directly from saliva samples (n = 635; assayed by spectrophotometer) and nasopharyngeal swabs (n = 320) from multiple centers and obtained sensitivity values of 92.86%, 93.75% and 94.57% and specificities of 93.22%, 97.96% and 94.76%, respectively. To our knowledge, this is the first description of a colloidal nanoparticle assay that allows for rapid nucleic acid detection at clinically relevant sensitivity without the need for external instrumentation that could be used in resource-limited settings or for self-testing.
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Affiliation(s)
- María Armesto
- Molecular Oncology Group, Biodonostia Research Institute, 20014 San Sebastián, Spain
| | - Mathias Charconnet
- Sino-Swiss Institute of Advanced Technology (SSIAT), Shanghai University, Shanghai 201907, China
| | - José M. Marimón
- Respiratory Infection and Antimicrobial Resistance Group, Biodonostia Research Institute, 20014 San Sebastián, Spain
| | | | - Jia Jia
- Sino-Swiss Institute of Advanced Technology (SSIAT), Shanghai University, Shanghai 201907, China
- School of Life Sciences, Shanghai University, Shanghai 201907, China
| | - Tingdong Yan
- School of Life Sciences, Shanghai University, Shanghai 201907, China
| | - Ane Sorarrain
- Respiratory Infection and Antimicrobial Resistance Group, Biodonostia Research Institute, 20014 San Sebastián, Spain
| | - Marek Grzelczak
- Colloidal Systems Chemistry, Centro de Física de Materiales (CSIC-UPV/EHU), 20018 San Sebastián, Spain
- Donostia Institute of Physics Centre (DIPC), 20018 San Sebastián, Spain
| | - María Sanromán
- Colloidal Systems Chemistry, Centro de Física de Materiales (CSIC-UPV/EHU), 20018 San Sebastián, Spain
- Donostia Institute of Physics Centre (DIPC), 20018 San Sebastián, Spain
| | - Mónica Vicente
- Molecular Oncology Group, Biodonostia Research Institute, 20014 San Sebastián, Spain
| | - Boris Klempa
- Biomedical Research Center, Institute of Virology, Slovak Academy of Sciences, Dúbravská Cesta 9, Bratislava 845 05, Slovakia
| | - Javier Zubiria
- Sino-Swiss Institute of Advanced Technology (SSIAT), Shanghai University, Shanghai 201907, China
| | - Yuan Peng
- Sino-Swiss Institute of Advanced Technology (SSIAT), Shanghai University, Shanghai 201907, China
| | - Lei Zhang
- Sino-Swiss Institute of Advanced Technology (SSIAT), Shanghai University, Shanghai 201907, China
| | - Jianhua Zhang
- Sino-Swiss Institute of Advanced Technology (SSIAT), Shanghai University, Shanghai 201907, China
- School of Microelectronics, Shanghai University, Shanghai 201907, China
| | - Charles H. Lawrie
- Molecular Oncology Group, Biodonostia Research Institute, 20014 San Sebastián, Spain
- Sino-Swiss Institute of Advanced Technology (SSIAT), Shanghai University, Shanghai 201907, China
- IKERBASQUE, Basque Foundation for Science, 48009 Bilbao, Spain
- Radcliffe Department of Medicine, University of Oxford, Oxford OX3 9DU, UK
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