1
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Park H, Youn B, Park DJ, Puthanveettil SV, Kang C. Functional implication of the homotrimeric multidomain vacuolar sorting receptor 1 (VSR1) from Arabidopsis thaliana. Sci Rep 2024; 14:9622. [PMID: 38671060 DOI: 10.1038/s41598-024-57975-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2024] [Accepted: 03/23/2024] [Indexed: 04/28/2024] Open
Abstract
The vacuolar sorting receptors (VSRs) are specific to plants and are responsible for sorting and transporting particular proteins from the trans-Golgi network to the vacuole. This process is critically important for various cellular functions, including storing nutrients during seed development. Despite many years of intense studies on VSRs, a complete relation between function and structure has not yet been revealed. Here, we present the crystal structure of the entire luminal region of glycosylated VSR1 from Arabidopsis thaliana (AtVSR1) for the first time. The structure provides insights into the tertiary and quaternary structures of VSR1, which are composed of an N-terminal protease-associated (PA) domain, a unique central region, and one epidermal growth factor (EGF)-like domain followed by two disordered EGF-like domains. The structure of VSR1 exhibits unique characteristics, the significance of which is yet to be fully understood.
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Affiliation(s)
- HaJeung Park
- X-Ray Core, UF Scripps Biomedical Research, University of Florida, Jupiter, FL, 33458, USA
| | - BuHyun Youn
- Department of Biological Sciences, Pusan National University, Busan, 46241, Republic of Korea
| | - Daniel J Park
- Burnett School of Biomedical Sciences, University of Central Florida, Orlando, FL, 32827, USA
| | | | - ChulHee Kang
- Department of Chemistry, Washington State University, Pullman, WA, 99164, USA.
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2
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Ramos-Llordén G, Park DJ, Kirsch JE, Scholz A, Keil B, Maffei C, Lee HH, Bilgic B, Edlow BL, Mekkaoui C, Yendiki A, Witzel T, Huang SY. Eddy current-induced artifact correction in high b-value ex vivo human brain diffusion MRI with dynamic field monitoring. Magn Reson Med 2024; 91:541-557. [PMID: 37753621 PMCID: PMC10842131 DOI: 10.1002/mrm.29873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Revised: 08/30/2023] [Accepted: 09/02/2023] [Indexed: 09/28/2023]
Abstract
PURPOSE To investigate whether spatiotemporal magnetic field monitoring can correct pronounced eddy current-induced artifacts incurred by strong diffusion-sensitizing gradients up to 300 mT/m used in high b-value diffusion-weighted (DW) EPI. METHODS A dynamic field camera equipped with 16 1 H NMR field probes was first used to characterize field perturbations caused by residual eddy currents from diffusion gradients waveforms in a 3D multi-shot EPI sequence on a 3T Connectom scanner for different gradient strengths (up to 300 mT/m), diffusion directions, and shots. The efficacy of dynamic field monitoring-based image reconstruction was demonstrated on high-gradient strength, submillimeter resolution whole-brain ex vivo diffusion MRI. A 3D multi-shot image reconstruction framework was developed that incorporated the nonlinear phase evolution measured with the dynamic field camera. RESULTS Phase perturbations in the readout induced by residual eddy currents from strong diffusion gradients are highly nonlinear in space and time, vary among diffusion directions, and interfere significantly with the image encoding gradients, changing the k-space trajectory. During the readout, phase modulations between odd and even EPI echoes become non-static and diffusion encoding direction-dependent. Superior reduction of ghosting and geometric distortion was achieved with dynamic field monitoring compared to ghosting reduction approaches such as navigator- and structured low-rank-based methods or MUSE followed by image-based distortion correction with the FSL tool "eddy." CONCLUSION Strong eddy current artifacts characteristic of high-gradient strength DW-EPI can be well corrected with dynamic field monitoring-based image reconstruction.
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Affiliation(s)
- Gabriel Ramos-Llordén
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
| | - Daniel J Park
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
| | - John E Kirsch
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
| | - Alina Scholz
- Institute of Medical Physics and Radiation Protection, Mittelhessen University of Applied Sciences, Giessen, Germany
| | - Boris Keil
- Institute of Medical Physics and Radiation Protection, Mittelhessen University of Applied Sciences, Giessen, Germany
- Department of Diagnostic and Interventional Radiology, University Hospital Marburg, Philipps University of Marburg, Marburg, Germany
| | - Chiara Maffei
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
- Center for Neurotechnology and Neurorecovery, Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Hong-Hsi Lee
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
| | - Berkin Bilgic
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
| | - Brian L Edlow
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
- Center for Neurotechnology and Neurorecovery, Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Choukri Mekkaoui
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
| | - Anastasia Yendiki
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
| | | | - Susie Y Huang
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, Massachusetts, USA
- Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
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3
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Levine ZC, Sene A, Mkandawire W, Deme AB, Ndiaye T, Sy M, Gaye A, Diedhiou Y, Mbaye AM, Ndiaye IM, Gomis J, Ndiop M, Sene D, Faye Paye M, MacInnis BL, Schaffner SF, Park DJ, Badiane AS, Colubri A, Ndiaye M, Sy N, Sabeti PC, Ndiaye D, Siddle KJ. Investigating the etiologies of non-malarial febrile illness in Senegal using metagenomic sequencing. Nat Commun 2024; 15:747. [PMID: 38272885 PMCID: PMC10810818 DOI: 10.1038/s41467-024-44800-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 01/04/2024] [Indexed: 01/27/2024] Open
Abstract
The worldwide decline in malaria incidence is revealing the extensive burden of non-malarial febrile illness (NMFI), which remains poorly understood and difficult to diagnose. To characterize NMFI in Senegal, we collected venous blood and clinical metadata in a cross-sectional study of febrile patients and healthy controls in a low malaria burden area. Using 16S and untargeted sequencing, we detected viral, bacterial, or eukaryotic pathogens in 23% (38/163) of NMFI cases. Bacteria were the most common, with relapsing fever Borrelia and spotted fever Rickettsia found in 15.5% and 3.8% of cases, respectively. Four viral pathogens were found in a total of 7 febrile cases (3.5%). Sequencing also detected undiagnosed Plasmodium, including one putative P. ovale infection. We developed a logistic regression model that can distinguish Borrelia from NMFIs with similar presentation based on symptoms and vital signs (F1 score: 0.823). These results highlight the challenge and importance of improved diagnostics, especially for Borrelia, to support diagnosis and surveillance.
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Affiliation(s)
- Zoë C Levine
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Harvard Graduate Program in Biological and Biomedical Science, Boston, MA, USA
- Harvard/MIT MD-PhD Program, Boston, MA, USA
| | - Aita Sene
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Winnie Mkandawire
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- University of Massachusetts Medical School, Worcester, MA, USA
| | - Awa B Deme
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Tolla Ndiaye
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Mouhamad Sy
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Amy Gaye
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Younouss Diedhiou
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Amadou M Mbaye
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Ibrahima M Ndiaye
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Jules Gomis
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Médoune Ndiop
- Programme National de lutte contre le Paludisme, Ministère de la Santé, Dakar Fann, Senegal
| | - Doudou Sene
- Programme National de lutte contre le Paludisme, Ministère de la Santé, Dakar Fann, Senegal
| | | | - Bronwyn L MacInnis
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Stephen F Schaffner
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Daniel J Park
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Aida S Badiane
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Andres Colubri
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- University of Massachusetts Medical School, Worcester, MA, USA
| | - Mouhamadou Ndiaye
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal
| | - Ngayo Sy
- Service de Lutte Anti Parasitaire, Thies, Senegal
| | - Pardis C Sabeti
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA.
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
| | - Daouda Ndiaye
- Department of Parasitology, Cheikh Anta Diop University Dakar, Dakar, Senegal.
- Centre International de Recherche et de Formation en Génomique Appliquée et de la Surveillance Sanitaire, Dakar, Senegal.
| | - Katherine J Siddle
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.
- Department of Molecular Microbiology and Immunology, Brown University, Providence, RI, USA.
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4
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Welch NL, Zhu M, Hua C, Weller J, Mirhashemi ME, Nguyen TG, Mantena S, Bauer MR, Shaw BM, Ackerman CM, Thakku SG, Tse MW, Kehe J, Uwera MM, Eversley JS, Bielwaski DA, McGrath G, Braidt J, Johnson J, Cerrato F, Moreno GK, Krasilnikova LA, Petros BA, Gionet GL, King E, Huard RC, Jalbert SK, Cleary ML, Fitzgerald NA, Gabriel SB, Gallagher GR, Smole SC, Madoff LC, Brown CM, Keller MW, Wilson MM, Kirby MK, Barnes JR, Park DJ, Siddle KJ, Happi CT, Hung DT, Springer M, MacInnis BL, Lemieux JE, Rosenberg E, Branda JA, Blainey PC, Sabeti PC, Myhrvold C. Author Correction: Multiplexed CRISPR-based microfluidic platform for clinical testing of respiratory viruses and identification of SARS-CoV-2 variants. Nat Med 2024; 30:307. [PMID: 37946059 PMCID: PMC10803257 DOI: 10.1038/s41591-023-02684-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2023]
Affiliation(s)
- Nicole L Welch
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Harvard Program in Virology, Division of Medical Sciences, Harvard Medical School, Boston, MA, USA.
| | - Meilin Zhu
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Catherine Hua
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Juliane Weller
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | | | - Tien G Nguyen
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Matthew R Bauer
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA, USA
| | - Bennett M Shaw
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Cheri M Ackerman
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Sri Gowtham Thakku
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Health Sciences and Technology, Harvard Medical School and Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Megan W Tse
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Jared Kehe
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | | | - Jacqueline S Eversley
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Derek A Bielwaski
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Graham McGrath
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Joseph Braidt
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | | | | | - Gage K Moreno
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Lydia A Krasilnikova
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Brittany A Petros
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Health Sciences and Technology, Harvard Medical School and Massachusetts Institute of Technology, Cambridge, MA, USA
- Harvard/Massachusetts Institute of Technology MD-PhD Program, Harvard Medical School, Boston, MA, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | | | - Ewa King
- State Health Laboratories, Rhode Island Department of Health, Providence, RI, USA
| | - Richard C Huard
- State Health Laboratories, Rhode Island Department of Health, Providence, RI, USA
| | | | - Michael L Cleary
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | | | | | | | - Sandra C Smole
- Massachusetts Department of Public Health, Boston, MA, USA
| | | | | | - Matthew W Keller
- Influenza Division, National Center for Immunization and Respiratory Diseases, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Malania M Wilson
- Influenza Division, National Center for Immunization and Respiratory Diseases, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Marie K Kirby
- Influenza Division, National Center for Immunization and Respiratory Diseases, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - John R Barnes
- Influenza Division, National Center for Immunization and Respiratory Diseases, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Daniel J Park
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Katherine J Siddle
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Christian T Happi
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- African Centre of Excellence for Genomics of Infectious Diseases, Redeemer's University, Ede, Nigeria
- Department of Biological Sciences, College of Natural Sciences, Redeemer's University, Ede, Nigeria
| | - Deborah T Hung
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Molecular Biology Department and Center for Computational and Integrative Biology, Massachusetts General Hospital, Boston, MA, USA
| | - Michael Springer
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Bronwyn L MacInnis
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Immunology and Infectious Disease, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Jacob E Lemieux
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Eric Rosenberg
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - John A Branda
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Paul C Blainey
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Koch Institute for Integrative Cancer Research at Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Pardis C Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA.
- Department of Immunology and Infectious Disease, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA.
- Koch Institute for Integrative Cancer Research at Massachusetts Institute of Technology, Cambridge, MA, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
| | - Cameron Myhrvold
- Department of Molecular Biology, Princeton University, Princeton, NJ, USA.
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5
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Specht IOA, Petros BA, Moreno GK, Brock-Fisher T, Krasilnikova LA, Schifferli M, Yang K, Cronan P, Glennon O, Schaffner SF, Park DJ, MacInnis BL, Ozonoff A, Fry B, Mitzenmacher MD, Varilly P, Sabeti PC. Inferring Viral Transmission Pathways from Within-Host Variation. medRxiv 2023:2023.10.14.23297039. [PMID: 37873325 PMCID: PMC10593003 DOI: 10.1101/2023.10.14.23297039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2023]
Abstract
Genome sequencing can offer critical insight into pathogen spread in viral outbreaks, but existing transmission inference methods use simplistic evolutionary models and only incorporate a portion of available genetic data. Here, we develop a robust evolutionary model for transmission reconstruction that tracks the genetic composition of within-host viral populations over time and the lineages transmitted between hosts. We confirm that our model reliably describes within-host variant frequencies in a dataset of 134,682 SARS-CoV-2 deep-sequenced genomes from Massachusetts, USA. We then demonstrate that our reconstruction approach infers transmissions more accurately than two leading methods on synthetic data, as well as in a controlled outbreak of bovine respiratory syncytial virus and an epidemiologically-investigated SARS-CoV-2 outbreak in South Africa. Finally, we apply our transmission reconstruction tool to 5,692 outbreaks among the 134,682 Massachusetts genomes. Our methods and results demonstrate the utility of within-host variation for transmission inference of SARS-CoV-2 and other pathogens, and provide an adaptable mathematical framework for tracking within-host evolution.
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Affiliation(s)
- Ivan O. A. Specht
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard College, Faculty of Arts and Sciences, Harvard University, Cambridge, MA 02138, USA
| | - Brittany A. Petros
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard-MIT Program in Health Sciences and Technology, Cambridge, MA 02139, USA
- Harvard/MIT MD-PhD Program, Boston, MA 02115, USA
- Systems, Synthetic, and Quantitative Biology PhD Program, Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Gage K. Moreno
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Taylor Brock-Fisher
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Faculty of Arts and Sciences, Harvard University, Cambridge, MA 02138, USA
| | - Lydia A. Krasilnikova
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA
| | | | | | - Paul Cronan
- Fathom Information Design, Boston, MA 02114, USA
| | | | | | - Daniel J. Park
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Bronwyn L. MacInnis
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
- Massachusetts Consortium on Pathogen Readiness, Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Al Ozonoff
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ben Fry
- Fathom Information Design, Boston, MA 02114, USA
| | - Michael D. Mitzenmacher
- Department of Computer Science, School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA
| | - Patrick Varilly
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Pardis C. Sabeti
- The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Faculty of Arts and Sciences, Harvard University, Cambridge, MA 02138, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
- Massachusetts Consortium on Pathogen Readiness, Harvard Medical School, Harvard University, Boston, MA 02115, USA
- Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA
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6
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Levine ZC, Sene A, Mkandawire W, Deme AB, Ndiaye T, Sy M, Gaye A, Diedhiou Y, Mbaye AM, Ndiaye I, Gomis J, Ndiop M, Sene D, Paye MF, MacInnis B, Schaffner SF, Park DJ, Badiane AS, Colubri A, Ndiaye M, Sy N, Sabeti PC, Ndiaye D, Siddle KJ. Improving diagnosis of non-malarial fevers in Senegal: Borrelia and the contribution of tick-borne bacteria. medRxiv 2023:2023.08.24.23294564. [PMID: 37662407 PMCID: PMC10473814 DOI: 10.1101/2023.08.24.23294564] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/05/2023]
Abstract
The worldwide decline in malaria incidence is revealing the extensive burden of non-malarial febrile illness (NMFI), which remains poorly understood and difficult to diagnose. To characterize NMFI in Senegal, we collected venous blood and clinical metadata from febrile patients and healthy controls in a low malaria burden area. Using 16S and unbiased sequencing, we detected viral, bacterial, or eukaryotic pathogens in 29% of NMFI cases. Bacteria were the most common, with relapsing fever Borrelia and spotted fever Rickettsia found in 15% and 3.7% of cases, respectively. Four viral pathogens were found in a total of 7 febrile cases (3.5%). Sequencing also detected undiagnosed Plasmodium, including one putative P. ovale infection. We developed a logistic regression model to distinguish Borrelia from NMFIs with similar presentation based on symptoms and vital signs. These results highlight the challenge and importance of improved diagnostics, especially for Borrelia, to support diagnosis and surveillance.
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Affiliation(s)
- Zoë C Levine
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Harvard Graduate Program in Biological and Biomedical Science, Boston, MA, USA
- Harvard/MIT MD-PhD Program, Boston, MA, 02115, USA
| | - Aita Sene
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Winnie Mkandawire
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- University of Massachusetts Medical School, Worcester, MA, USA
| | - Awa B Deme
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Tolla Ndiaye
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Mouhamad Sy
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Amy Gaye
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Younouss Diedhiou
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Amadou M Mbaye
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Ibrahima Ndiaye
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Jules Gomis
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Médoune Ndiop
- Programme National de Lutte contre le Paludisme (PNLP), Ministère de la Santé, Dakar Fann, Senegal
| | - Doudou Sene
- Programme National de Lutte contre le Paludisme (PNLP), Ministère de la Santé, Dakar Fann, Senegal
| | | | - Bronwyn MacInnis
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Stephen F Schaffner
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Daniel J Park
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Aida S Badiane
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Andres Colubri
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- University of Massachusetts Medical School, Worcester, MA, USA
| | - Mouhamadou Ndiaye
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Ngayo Sy
- Service de Lutte Anti Parasitaire, Thies, Senegal
| | - Pardis C Sabeti
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Daouda Ndiaye
- Centre International de recherche, de formation en Génomique Appliquée et de Surveillance Sanitaire (CIGASS), Dakar, Senegal
| | - Katherine J Siddle
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Molecular Microbiology and Immunology, Brown University, Providence, RI, USA
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7
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Oguzie JU, Petros BA, Oluniyi PE, Mehta SB, Eromon PE, Nair P, Adewale-Fasoro O, Ifoga PD, Odia I, Pastusiak A, Gbemisola OS, Aiyepada JO, Uyigue EA, Edamhande AP, Blessing O, Airende M, Tomkins-Tinch C, Qu J, Stenson L, Schaffner SF, Oyejide N, Ajayi NA, Ojide K, Ogah O, Abejegah C, Adedosu N, Ayodeji O, Liasu AA, Okogbenin S, Okokhere PO, Park DJ, Folarin OA, Komolafe I, Ihekweazu C, Frost SDW, Jackson EK, Siddle KJ, Sabeti PC, Happi CT. Metagenomic surveillance uncovers diverse and novel viral taxa in febrile patients from Nigeria. Nat Commun 2023; 14:4693. [PMID: 37542071 PMCID: PMC10403498 DOI: 10.1038/s41467-023-40247-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 07/10/2023] [Indexed: 08/06/2023] Open
Abstract
Effective infectious disease surveillance in high-risk regions is critical for clinical care and pandemic preemption; however, few clinical diagnostics are available for the wide range of potential human pathogens. Here, we conduct unbiased metagenomic sequencing of 593 samples from febrile Nigerian patients collected in three settings: i) population-level surveillance of individuals presenting with symptoms consistent with Lassa Fever (LF); ii) real-time investigations of outbreaks with suspected infectious etiologies; and iii) undiagnosed clinically challenging cases. We identify 13 distinct viruses, including the second and third documented cases of human blood-associated dicistrovirus, and a highly divergent, unclassified dicistrovirus that we name human blood-associated dicistrovirus 2. We show that pegivirus C is a common co-infection in individuals with LF and is associated with lower Lassa viral loads and favorable outcomes. We help uncover the causes of three outbreaks as yellow fever virus, monkeypox virus, and a noninfectious cause, the latter ultimately determined to be pesticide poisoning. We demonstrate that a local, Nigerian-driven metagenomics response to complex public health scenarios generates accurate, real-time differential diagnoses, yielding insights that inform policy.
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Affiliation(s)
- Judith U Oguzie
- Department of Biological Sciences, Faculty of Natural Sciences, Redeemer's University, Ede, Osun State, Nigeria
- African Centre of Excellence for Genomics of Infectious Diseases (ACEGID), Redeemer's University, Ede, Osun State, Nigeria
| | - Brittany A Petros
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Harvard-MIT Program in Health Sciences and Technology, Cambridge, MA, 02139, USA
- Harvard/MIT MD-PhD Program, Boston, MA, 02115, USA
- Systems, Synthetic, and Quantitative Biology PhD Program, Department of Systems Biology, Harvard Medical School, Boston, MA, 02115, USA
| | - Paul E Oluniyi
- Department of Biological Sciences, Faculty of Natural Sciences, Redeemer's University, Ede, Osun State, Nigeria
- African Centre of Excellence for Genomics of Infectious Diseases (ACEGID), Redeemer's University, Ede, Osun State, Nigeria
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Samar B Mehta
- Department of Medicine, University of Maryland Medical Center, Baltimore, MA, USA
| | - Philomena E Eromon
- African Centre of Excellence for Genomics of Infectious Diseases (ACEGID), Redeemer's University, Ede, Osun State, Nigeria
| | - Parvathy Nair
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Opeoluwa Adewale-Fasoro
- Department of Biological Sciences, Faculty of Natural Sciences, Redeemer's University, Ede, Osun State, Nigeria
- African Centre of Excellence for Genomics of Infectious Diseases (ACEGID), Redeemer's University, Ede, Osun State, Nigeria
| | - Peace Damilola Ifoga
- Department of Biological Sciences, Faculty of Natural Sciences, Redeemer's University, Ede, Osun State, Nigeria
- African Centre of Excellence for Genomics of Infectious Diseases (ACEGID), Redeemer's University, Ede, Osun State, Nigeria
| | - Ikponmwosa Odia
- Irrua Specialist Teaching Hospital, Irrua, Edo State, Nigeria
| | | | - Otitoola Shobi Gbemisola
- African Centre of Excellence for Genomics of Infectious Diseases (ACEGID), Redeemer's University, Ede, Osun State, Nigeria
| | | | | | | | - Osiemi Blessing
- Irrua Specialist Teaching Hospital, Irrua, Edo State, Nigeria
| | - Michael Airende
- Irrua Specialist Teaching Hospital, Irrua, Edo State, Nigeria
| | - Christopher Tomkins-Tinch
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - James Qu
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Liam Stenson
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | | | - Nicholas Oyejide
- African Centre of Excellence for Genomics of Infectious Diseases (ACEGID), Redeemer's University, Ede, Osun State, Nigeria
| | - Nnenna A Ajayi
- Alex Ekwueme Federal University Teaching Hospital, Abakaliki, Nigeria
| | - Kingsley Ojide
- Alex Ekwueme Federal University Teaching Hospital, Abakaliki, Nigeria
| | - Onwe Ogah
- Alex Ekwueme Federal University Teaching Hospital, Abakaliki, Nigeria
| | | | | | | | | | | | | | - Daniel J Park
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Onikepe A Folarin
- Department of Biological Sciences, Faculty of Natural Sciences, Redeemer's University, Ede, Osun State, Nigeria
- African Centre of Excellence for Genomics of Infectious Diseases (ACEGID), Redeemer's University, Ede, Osun State, Nigeria
| | - Isaac Komolafe
- Department of Biological Sciences, Faculty of Natural Sciences, Redeemer's University, Ede, Osun State, Nigeria
- African Centre of Excellence for Genomics of Infectious Diseases (ACEGID), Redeemer's University, Ede, Osun State, Nigeria
| | | | - Simon D W Frost
- Microsoft Premonition, Redmond, WA, USA
- London School of Hygiene and Tropical Medicine, London, UK
| | | | - Katherine J Siddle
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.
- Department of Molecular Microbiology and Immunology, Brown University, Providence, RI, USA.
| | - Pardis C Sabeti
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA.
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA.
| | - Christian T Happi
- Department of Biological Sciences, Faculty of Natural Sciences, Redeemer's University, Ede, Osun State, Nigeria.
- African Centre of Excellence for Genomics of Infectious Diseases (ACEGID), Redeemer's University, Ede, Osun State, Nigeria.
- Irrua Specialist Teaching Hospital, Irrua, Edo State, Nigeria.
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA.
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8
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Libuit KG, Doughty EL, Otieno JR, Ambrosio F, Kapsak CJ, Smith EA, Wright SM, Scribner MR, Petit III RA, Mendes CI, Huergo M, Legacki G, Loreth C, Park DJ, Sevinsky JR. Accelerating bioinformatics implementation in public health. Microb Genom 2023; 9:mgen001051. [PMID: 37428142 PMCID: PMC10438813 DOI: 10.1099/mgen.0.001051] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Accepted: 05/24/2023] [Indexed: 07/11/2023] Open
Abstract
We have adopted an open bioinformatics ecosystem to address the challenges of bioinformatics implementation in public health laboratories (PHLs). Bioinformatics implementation for public health requires practitioners to undertake standardized bioinformatic analyses and generate reproducible, validated and auditable results. It is essential that data storage and analysis are scalable, portable and secure, and that implementation of bioinformatics fits within the operational constraints of the laboratory. We address these requirements using Terra, a web-based data analysis platform with a graphical user interface connecting users to bioinformatics analyses without the use of code. We have developed bioinformatics workflows for use with Terra that specifically meet the needs of public health practitioners. These Theiagen workflows perform genome assembly, quality control, and characterization, as well as construction of phylogeny for insights into genomic epidemiology. Additonally, these workflows use open-source containerized software and the WDL workflow language to ensure standardization and interoperability with other bioinformatics solutions, whilst being adaptable by the user. They are all open source and publicly available in Dockstore with the version-controlled code available in public GitHub repositories. They have been written to generate outputs in standardized file formats to allow for further downstream analysis and visualization with separate genomic epidemiology software. Testament to this solution meeting the requirements for bioinformatic implementation in public health, Theiagen workflows have collectively been used for over 5 million sample analyses in the last 2 years by over 90 public health laboratories in at least 40 different countries. Continued adoption of technological innovations and development of further workflows will ensure that this ecosystem continues to benefit PHLs.
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Affiliation(s)
- Kevin G. Libuit
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - Emma L. Doughty
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - James R. Otieno
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - Frank Ambrosio
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - Curtis J. Kapsak
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - Emily A. Smith
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - Sage M. Wright
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - Michelle R. Scribner
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - Robert A. Petit III
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
- Wyoming Public Health Laboratory, 208 S College Dr, Cheyenne, WY 82007, USA
| | - Catarina Inês Mendes
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - Marcela Huergo
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - Gregory Legacki
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
| | - Christine Loreth
- Broad Institute of Harvard and MIT, 415 Main St, Cambridge, MA 02142, USA
| | - Daniel J. Park
- Broad Institute of Harvard and MIT, 415 Main St, Cambridge, MA 02142, USA
| | - Joel R. Sevinsky
- Theiagen Genomics, Suite 400, 1745 Shea Center Drive, Highlands Ranch, CO, 80129, USA
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9
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Chen NFG, Chaguza C, Gagne L, Doucette M, Smole S, Buzby E, Hall J, Ash S, Harrington R, Cofsky S, Clancy S, Kapsak CJ, Sevinsky J, Libuit K, Park DJ, Hemarajata P, Garrigues JM, Green NM, Sierra-Patev S, Carpenter-Azevedo K, Huard RC, Pearson C, Incekara K, Nishimura C, Huang JP, Gagnon E, Reever E, Razeq J, Muyombwe A, Borges V, Ferreira R, Sobral D, Duarte S, Santos D, Vieira L, Gomes JP, Aquino C, Savino IM, Felton K, Bajwa M, Hayward N, Miller H, Naumann A, Allman R, Greer N, Fall A, Mostafa HH, McHugh MP, Maloney DM, Dewar R, Kenicer J, Parker A, Mathers K, Wild J, Cotton S, Templeton KE, Churchwell G, Lee PA, Pedrosa M, McGruder B, Schmedes S, Plumb MR, Wang X, Barcellos RB, Godinho FMS, Salvato RS, Ceniseros A, Breban MI, Grubaugh ND, Gallagher GR, Vogels CBF. Development of an amplicon-based sequencing approach in response to the global emergence of mpox. PLoS Biol 2023; 21:e3002151. [PMID: 37310918 PMCID: PMC10263305 DOI: 10.1371/journal.pbio.3002151] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 05/05/2023] [Indexed: 06/15/2023] Open
Abstract
The 2022 multicountry mpox outbreak concurrent with the ongoing Coronavirus Disease 2019 (COVID-19) pandemic further highlighted the need for genomic surveillance and rapid pathogen whole-genome sequencing. While metagenomic sequencing approaches have been used to sequence many of the early mpox infections, these methods are resource intensive and require samples with high viral DNA concentrations. Given the atypical clinical presentation of cases associated with the outbreak and uncertainty regarding viral load across both the course of infection and anatomical body sites, there was an urgent need for a more sensitive and broadly applicable sequencing approach. Highly multiplexed amplicon-based sequencing (PrimalSeq) was initially developed for sequencing of Zika virus, and later adapted as the main sequencing approach for Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2). Here, we used PrimalScheme to develop a primer scheme for human monkeypox virus that can be used with many sequencing and bioinformatics pipelines implemented in public health laboratories during the COVID-19 pandemic. We sequenced clinical specimens that tested presumptively positive for human monkeypox virus with amplicon-based and metagenomic sequencing approaches. We found notably higher genome coverage across the virus genome, with minimal amplicon drop-outs, in using the amplicon-based sequencing approach, particularly in higher PCR cycle threshold (Ct) (lower DNA titer) samples. Further testing demonstrated that Ct value correlated with the number of sequencing reads and influenced the percent genome coverage. To maximize genome coverage when resources are limited, we recommend selecting samples with a PCR Ct below 31 Ct and generating 1 million sequencing reads per sample. To support national and international public health genomic surveillance efforts, we sent out primer pool aliquots to 10 laboratories across the United States, United Kingdom, Brazil, and Portugal. These public health laboratories successfully implemented the human monkeypox virus primer scheme in various amplicon sequencing workflows and with different sample types across a range of Ct values. Thus, we show that amplicon-based sequencing can provide a rapidly deployable, cost-effective, and flexible approach to pathogen whole-genome sequencing in response to newly emerging pathogens. Importantly, through the implementation of our primer scheme into existing SARS-CoV-2 workflows and across a range of sample types and sequencing platforms, we further demonstrate the potential of this approach for rapid outbreak response.
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Affiliation(s)
- Nicholas F. G. Chen
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
| | - Chrispin Chaguza
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
| | - Luc Gagne
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Matthew Doucette
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Sandra Smole
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Erika Buzby
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Joshua Hall
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Stephanie Ash
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Rachel Harrington
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Seana Cofsky
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Selina Clancy
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Curtis J. Kapsak
- Theiagen Genomics, Highlands Ranch, Colorado, United States of America
| | - Joel Sevinsky
- Theiagen Genomics, Highlands Ranch, Colorado, United States of America
| | - Kevin Libuit
- Theiagen Genomics, Highlands Ranch, Colorado, United States of America
| | - Daniel J. Park
- Broad Institute, Cambridge, Massachusetts, United States of America
| | - Peera Hemarajata
- Los Angeles County Public Health Laboratories, Downey, California, United States of America
| | - Jacob M. Garrigues
- Los Angeles County Public Health Laboratories, Downey, California, United States of America
| | - Nicole M. Green
- Los Angeles County Public Health Laboratories, Downey, California, United States of America
| | - Sean Sierra-Patev
- Rhode Island Department of Health, Rhode Island State Health Laboratory, Providence, Rhode Island, United States of America
| | - Kristin Carpenter-Azevedo
- Rhode Island Department of Health, Rhode Island State Health Laboratory, Providence, Rhode Island, United States of America
| | - Richard C. Huard
- Rhode Island Department of Health, Rhode Island State Health Laboratory, Providence, Rhode Island, United States of America
| | - Claire Pearson
- Connecticut Department of Public Health, Rocky Hill, Connecticut, United States of America
| | - Kutluhan Incekara
- Connecticut Department of Public Health, Rocky Hill, Connecticut, United States of America
| | - Christina Nishimura
- Connecticut Department of Public Health, Rocky Hill, Connecticut, United States of America
| | - Jian Ping Huang
- Connecticut Department of Public Health, Rocky Hill, Connecticut, United States of America
| | - Emily Gagnon
- Connecticut Department of Public Health, Rocky Hill, Connecticut, United States of America
| | - Ethan Reever
- Connecticut Department of Public Health, Rocky Hill, Connecticut, United States of America
| | - Jafar Razeq
- Connecticut Department of Public Health, Rocky Hill, Connecticut, United States of America
| | - Anthony Muyombwe
- Connecticut Department of Public Health, Rocky Hill, Connecticut, United States of America
| | - Vítor Borges
- Genomics and Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Rita Ferreira
- Genomics and Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Daniel Sobral
- Genomics and Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Silvia Duarte
- Technology and Innovation Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Daniela Santos
- Technology and Innovation Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Luís Vieira
- Technology and Innovation Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - João Paulo Gomes
- Genomics and Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
- Faculty of Veterinary Medicine, Lusófona University, Lisbon, Portugal
| | - Carly Aquino
- Delaware Public Health Laboratory, Smyrna, Delaware, United States of America
| | - Isabella M. Savino
- Delaware Public Health Laboratory, Smyrna, Delaware, United States of America
| | - Karinda Felton
- Delaware Public Health Laboratory, Smyrna, Delaware, United States of America
| | - Moneeb Bajwa
- Delaware Public Health Laboratory, Smyrna, Delaware, United States of America
| | - Nyjil Hayward
- Delaware Public Health Laboratory, Smyrna, Delaware, United States of America
| | - Holly Miller
- Delaware Public Health Laboratory, Smyrna, Delaware, United States of America
| | - Allison Naumann
- Delaware Public Health Laboratory, Smyrna, Delaware, United States of America
| | - Ria Allman
- Delaware Public Health Laboratory, Smyrna, Delaware, United States of America
| | - Neel Greer
- Delaware Public Health Laboratory, Smyrna, Delaware, United States of America
| | - Amary Fall
- Johns Hopkins School of Medicine, Baltimore, Maryland, United States of America
| | - Heba H. Mostafa
- Johns Hopkins School of Medicine, Baltimore, Maryland, United States of America
| | - Martin P. McHugh
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
- School of Medicine, University of St Andrews, St Andrews, United Kingdom
| | - Daniel M. Maloney
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
- Institute of Ecology and Evolution, University of Edinburgh, Edinburgh, United Kingdom
| | - Rebecca Dewar
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Juliet Kenicer
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Abby Parker
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Katharine Mathers
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Jonathan Wild
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Seb Cotton
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - Kate E. Templeton
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, United Kingdom
| | - George Churchwell
- Florida Department of Health, Bureau of Public Health Laboratories, Jacksonville, Florida, United States of America
| | - Philip A. Lee
- Florida Department of Health, Bureau of Public Health Laboratories, Jacksonville, Florida, United States of America
| | - Maria Pedrosa
- Florida Department of Health, Bureau of Public Health Laboratories, Jacksonville, Florida, United States of America
| | - Brenna McGruder
- Florida Department of Health, Bureau of Public Health Laboratories, Jacksonville, Florida, United States of America
| | - Sarah Schmedes
- Florida Department of Health, Bureau of Public Health Laboratories, Jacksonville, Florida, United States of America
| | - Matthew R. Plumb
- Minnesota Department of Health, Public Health Laboratory, St. Paul, Minnesota, United States of America
| | - Xiong Wang
- Minnesota Department of Health, Public Health Laboratory, St. Paul, Minnesota, United States of America
| | - Regina Bones Barcellos
- Centro Estadual de Vigilância em Saúde, Secretaria Estadual da Saúde do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Fernanda M. S. Godinho
- Centro Estadual de Vigilância em Saúde, Secretaria Estadual da Saúde do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Richard Steiner Salvato
- Centro Estadual de Vigilância em Saúde, Secretaria Estadual da Saúde do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Aimee Ceniseros
- Idaho Bureau of Laboratories, Boise, Idaho, United States of America
| | - Mallery I. Breban
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
| | - Nathan D. Grubaugh
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, Connecticut, United States of America
| | - Glen R. Gallagher
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
- Rhode Island Department of Health, Rhode Island State Health Laboratory, Providence, Rhode Island, United States of America
| | - Chantal B. F. Vogels
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, Connecticut, United States of America
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10
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Adams G, Moreno GK, Petros BA, Uddin R, Levine Z, Kotzen B, Messer KS, Dobbins ST, DeRuff KC, Loreth CM, Brock-Fisher T, Schaffner SF, Chaluvadi S, Kanjilal S, Luban J, Ozonoff A, Park DJ, Turbett SE, Siddle KJ, MacInnis BL, Sabeti PC, Lemieux JE. Viral Lineages in the 2022 RSV Surge in the United States. N Engl J Med 2023; 388:1335-1337. [PMID: 36812457 PMCID: PMC10081154 DOI: 10.1056/nejmc2216153] [Citation(s) in RCA: 20] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/24/2023]
Affiliation(s)
| | | | | | | | - Zoe Levine
- Broad Institute of MIT and Harvard, Cambridge, MA
| | - Ben Kotzen
- Massachusetts General Hospital, Boston, MA
| | | | | | | | | | | | | | | | | | - Jeremy Luban
- University of Massachusetts Chan Medical School, Worcester, MA
| | - Al Ozonoff
- Broad Institute of MIT and Harvard, Cambridge, MA
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11
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Park DJ, Plantinga AM. Impact of Data and Study Characteristics on Microbiome Volatility Estimates. Genes (Basel) 2023; 14:genes14010218. [PMID: 36672959 PMCID: PMC9859452 DOI: 10.3390/genes14010218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2022] [Revised: 01/10/2023] [Accepted: 01/12/2023] [Indexed: 01/19/2023] Open
Abstract
The human microbiome is a dynamic community of bacteria, viruses, fungi, and other microorganisms. Both the composition of the microbiome (the microbes that are present and their relative abundances) and the temporal variability of the microbiome (the magnitude of changes in their composition across time, called volatility) has been associated with human health. However, the effect of unbalanced sampling intervals and differential read depth on the estimates of microbiome volatility has not been thoroughly assessed. Using four publicly available gut and vaginal microbiome time series, we subsampled the datasets to several sampling intervals and read depths and then compared additive, multiplicative, centered log ratio (CLR)-based, qualitative, and distance-based measures of microbiome volatility between the conditions. We find that longer sampling intervals are associated with larger quantitative measures of change (particularly for common taxa), but not with qualitative measures of change or distance-based volatility quantification. A lower sequencing read depth is associated with smaller multiplicative, CLR-based, and qualitative measures of change (particularly for less common taxa). Strategic subsampling may serve as a useful sensitivity analysis in unbalanced longitudinal studies investigating clinical associations with microbiome volatility.
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Affiliation(s)
| | - Anna M. Plantinga
- Department of Mathematics and Statistics, Williams College, Williamstown, MA 01267, USA
- Correspondence:
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12
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Chen NF, Chaguza C, Gagne L, Doucette M, Smole S, Buzby E, Hall J, Ash S, Harrington R, Cofsky S, Clancy S, Kapsak CJ, Sevinsky J, Libuit K, Park DJ, Hemarajata P, Garrigues JM, Green NM, Sierra-Patev S, Carpenter-Azevedo K, Huard RC, Pearson C, Incekara K, Nishimura C, Huang JP, Gagnon E, Reever E, Razeq J, Muyombwe A, Borges V, Ferreira R, Sobral D, Duarte S, Santos D, Vieira L, Gomes JP, Aquino C, Savino IM, Felton K, Bajwa M, Hayward N, Miller H, Naumann A, Allman R, Greer N, Fall A, Mostafa HH, McHugh MP, Maloney DM, Dewar R, Kenicer J, Parker A, Mathers K, Wild J, Cotton S, Templeton KE, Churchwell G, Lee PA, Pedrosa M, McGruder B, Schmedes S, Plumb MR, Wang X, Barcellos RB, Godinho FM, Salvato RS, Ceniseros A, Breban MI, Grubaugh ND, Gallagher GR, Vogels CB. Development of an amplicon-based sequencing approach in response to the global emergence of human monkeypox virus. medRxiv 2023:2022.10.14.22280783. [PMID: 36299420 PMCID: PMC9603838 DOI: 10.1101/2022.10.14.22280783] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The 2022 multi-country monkeypox (mpox) outbreak concurrent with the ongoing COVID-19 pandemic has further highlighted the need for genomic surveillance and rapid pathogen whole genome sequencing. While metagenomic sequencing approaches have been used to sequence many of the early mpox infections, these methods are resource intensive and require samples with high viral DNA concentrations. Given the atypical clinical presentation of cases associated with the outbreak and uncertainty regarding viral load across both the course of infection and anatomical body sites, there was an urgent need for a more sensitive and broadly applicable sequencing approach. Highly multiplexed amplicon-based sequencing (PrimalSeq) was initially developed for sequencing of Zika virus, and later adapted as the main sequencing approach for SARS-CoV-2. Here, we used PrimalScheme to develop a primer scheme for human monkeypox virus that can be used with many sequencing and bioinformatics pipelines implemented in public health laboratories during the COVID-19 pandemic. We sequenced clinical samples that tested presumptive positive for human monkeypox virus with amplicon-based and metagenomic sequencing approaches. We found notably higher genome coverage across the virus genome, with minimal amplicon drop-outs, in using the amplicon-based sequencing approach, particularly in higher PCR cycle threshold (lower DNA titer) samples. Further testing demonstrated that Ct value correlated with the number of sequencing reads and influenced the percent genome coverage. To maximize genome coverage when resources are limited, we recommend selecting samples with a PCR cycle threshold below 31 Ct and generating 1 million sequencing reads per sample. To support national and international public health genomic surveillance efforts, we sent out primer pool aliquots to 10 laboratories across the United States, United Kingdom, Brazil, and Portugal. These public health laboratories successfully implemented the human monkeypox virus primer scheme in various amplicon sequencing workflows and with different sample types across a range of Ct values. Thus, we show that amplicon based sequencing can provide a rapidly deployable, cost-effective, and flexible approach to pathogen whole genome sequencing in response to newly emerging pathogens. Importantly, through the implementation of our primer scheme into existing SARS-CoV-2 workflows and across a range of sample types and sequencing platforms, we further demonstrate the potential of this approach for rapid outbreak response.
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Affiliation(s)
- Nicholas F.G. Chen
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Chrispin Chaguza
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Luc Gagne
- Massachusetts Department of Public Health, Boston, MA, USA
| | | | - Sandra Smole
- Massachusetts Department of Public Health, Boston, MA, USA
| | - Erika Buzby
- Massachusetts Department of Public Health, Boston, MA, USA
| | - Joshua Hall
- Massachusetts Department of Public Health, Boston, MA, USA
| | - Stephanie Ash
- Massachusetts Department of Public Health, Boston, MA, USA
| | | | - Seana Cofsky
- Massachusetts Department of Public Health, Boston, MA, USA
| | - Selina Clancy
- Massachusetts Department of Public Health, Boston, MA, USA
| | | | | | | | | | | | | | - Nicole M. Green
- Los Angeles County Public Health Laboratories, Downey, CA, USA
| | - Sean Sierra-Patev
- Rhode Island Department of Health, Rhode Island State Health Laboratory, Providence, RI, USA
| | | | - Richard C. Huard
- Rhode Island Department of Health, Rhode Island State Health Laboratory, Providence, RI, USA
| | - Claire Pearson
- Connecticut Department of Public Health, Rocky Hill, CT, USA
| | | | | | - Jian Ping Huang
- Connecticut Department of Public Health, Rocky Hill, CT, USA
| | - Emily Gagnon
- Connecticut Department of Public Health, Rocky Hill, CT, USA
| | - Ethan Reever
- Connecticut Department of Public Health, Rocky Hill, CT, USA
| | - Jafar Razeq
- Connecticut Department of Public Health, Rocky Hill, CT, USA
| | | | - Vítor Borges
- Genomics and Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Rita Ferreira
- Genomics and Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Daniel Sobral
- Genomics and Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Silvia Duarte
- Technology and Innovation Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Daniela Santos
- Technology and Innovation Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - Luís Vieira
- Technology and Innovation Unit, Department of Human Genetics, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal
| | - João Paulo Gomes
- Genomics and Bioinformatics Unit, Department of Infectious Diseases, National Institute of Health Doutor Ricardo Jorge (INSA), Lisbon, Portugal,Faculty of Veterinary Medicine, Lusófona University, Lisbon, Portugal
| | - Carly Aquino
- Delaware Public Health Laboratory, Smyrna, DE, USA
| | | | | | - Moneeb Bajwa
- Delaware Public Health Laboratory, Smyrna, DE, USA
| | | | - Holly Miller
- Delaware Public Health Laboratory, Smyrna, DE, USA
| | | | - Ria Allman
- Delaware Public Health Laboratory, Smyrna, DE, USA
| | - Neel Greer
- Delaware Public Health Laboratory, Smyrna, DE, USA
| | - Amary Fall
- Johns Hopkins School of Medicine, Baltimore, MD, USA
| | | | - Martin P. McHugh
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, UK,School of Medicine, University of St Andrews, St Andrews, UK
| | - Daniel M. Maloney
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, UK,Institute of Ecology and Evolution, University of Edinburgh, Edinburgh, UK
| | - Rebecca Dewar
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Juliet Kenicer
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Abby Parker
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Katharine Mathers
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Jonathan Wild
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Seb Cotton
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Kate E. Templeton
- Viral Genotyping Reference Laboratory Edinburgh, NHS Lothian, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - George Churchwell
- Florida Department of Health, Bureau of Public Health Laboratories, Jacksonville, FL, USA
| | - Philip A. Lee
- Florida Department of Health, Bureau of Public Health Laboratories, Jacksonville, FL, USA
| | - Maria Pedrosa
- Florida Department of Health, Bureau of Public Health Laboratories, Jacksonville, FL, USA
| | - Brenna McGruder
- Florida Department of Health, Bureau of Public Health Laboratories, Jacksonville, FL, USA
| | - Sarah Schmedes
- Florida Department of Health, Bureau of Public Health Laboratories, Jacksonville, FL, USA
| | - Matthew R. Plumb
- Minnesota Department of Health, Public Health Laboratory, St. Paul, MN, USA
| | - Xiong Wang
- Minnesota Department of Health, Public Health Laboratory, St. Paul, MN, USA
| | - Regina Bones Barcellos
- Centro Estadual de Vigilância em Saúde, Secretaria Estadual da Saúde do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Fernanda M.S. Godinho
- Centro Estadual de Vigilância em Saúde, Secretaria Estadual da Saúde do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Richard Steiner Salvato
- Centro Estadual de Vigilância em Saúde, Secretaria Estadual da Saúde do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | | | - Mallery I. Breban
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
| | - Nathan D. Grubaugh
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA,Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, USA
| | - Glen R. Gallagher
- Massachusetts Department of Public Health, Boston, MA, USA,Rhode Island Department of Health, Rhode Island State Health Laboratory, Providence, RI, USA
| | - Chantal B.F. Vogels
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT, USA
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Petros BA, Paull JS, Tomkins-Tinch CH, Loftness BC, DeRuff KC, Nair P, Gionet GL, Benz A, Brock-Fisher T, Hughes M, Yurkovetskiy L, Mulaudzi S, Leenerman E, Nyalile T, Moreno GK, Specht I, Sani K, Adams G, Babet SV, Baron E, Blank JT, Boehm C, Botti-Lodovico Y, Brown J, Buisker AR, Burcham T, Chylek L, Cronan P, Dauphin A, Desreumaux V, Doss M, Flynn B, Gladden-Young A, Glennon O, Harmon HD, Hook TV, Kary A, King C, Loreth C, Marrs L, McQuade KJ, Milton TT, Mulford JM, Oba K, Pearlman L, Schifferli M, Schmidt MJ, Tandus GM, Tyler A, Vodzak ME, Krohn Bevill K, Colubri A, MacInnis BL, Ozsoy AZ, Parrie E, Sholtes K, Siddle KJ, Fry B, Luban J, Park DJ, Marshall J, Bronson A, Schaffner SF, Sabeti PC. Multimodal surveillance of SARS-CoV-2 at a university enables development of a robust outbreak response framework. Med 2022; 3:883-900.e13. [PMID: 36198312 PMCID: PMC9482833 DOI: 10.1016/j.medj.2022.09.003] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 09/06/2022] [Accepted: 09/12/2022] [Indexed: 12/27/2022]
Abstract
BACKGROUND Universities are vulnerable to infectious disease outbreaks, making them ideal environments to study transmission dynamics and evaluate mitigation and surveillance measures. Here, we analyze multimodal COVID-19-associated data collected during the 2020-2021 academic year at Colorado Mesa University and introduce a SARS-CoV-2 surveillance and response framework. METHODS We analyzed epidemiological and sociobehavioral data (demographics, contact tracing, and WiFi-based co-location data) alongside pathogen surveillance data (wastewater and diagnostic testing, and viral genomic sequencing of wastewater and clinical specimens) to characterize outbreak dynamics and inform policy. We applied relative risk, multiple linear regression, and social network assortativity to identify attributes or behaviors associated with contracting SARS-CoV-2. To characterize SARS-CoV-2 transmission, we used viral sequencing, phylogenomic tools, and functional assays. FINDINGS Athletes, particularly those on high-contact teams, had the highest risk of testing positive. On average, individuals who tested positive had more contacts and longer interaction durations than individuals who never tested positive. The distribution of contacts per individual was overdispersed, although not as overdispersed as the distribution of phylogenomic descendants. Corroboration via technical replicates was essential for identification of wastewater mutations. CONCLUSIONS Based on our findings, we formulate a framework that combines tools into an integrated disease surveillance program that can be implemented in other congregate settings with limited resources. FUNDING This work was supported by the National Science Foundation, the Hertz Foundation, the National Institutes of Health, the Centers for Disease Control and Prevention, the Massachusetts Consortium on Pathogen Readiness, the Howard Hughes Medical Institute, the Flu Lab, and the Audacious Project.
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Affiliation(s)
- Brittany A Petros
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard-MIT Program in Health Sciences and Technology, Cambridge, MA 02139, USA; Harvard/MIT MD-PhD Program, Boston, MA 02115, USA; Systems, Synthetic, and Quantitative Biology PhD Program, Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Jillian S Paull
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Systems, Synthetic, and Quantitative Biology PhD Program, Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA.
| | - Christopher H Tomkins-Tinch
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA.
| | - Bryn C Loftness
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Computer Science and Engineering, Colorado Mesa University, Grand Junction, CO 81501, USA; Complex Systems and Data Science PhD Program, University of Vermont, Burlington, VT 05405, USA; Vermont Complex Systems Center, University of Vermont, Burlington, VT 05405, USA.
| | | | - Parvathy Nair
- Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA
| | | | - Aaron Benz
- Degree Analytics, Inc., Austin, TX 78758, USA
| | | | | | - Leonid Yurkovetskiy
- Program in Molecular Medicine, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA
| | - Shandukani Mulaudzi
- Harvard Program in Bioinformatics and Integrative Genomics, Harvard Medical School, Boston, MA 02115, USA
| | | | - Thomas Nyalile
- Program in Molecular Medicine, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA
| | - Gage K Moreno
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ivan Specht
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Kian Sani
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Gordon Adams
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Simone V Babet
- Department of Civil, Environmental, and Architectural Engineering, University of Colorado, Boulder, CO 80309, USA
| | - Emily Baron
- COVIDCheck Colorado, LLC, Denver, CO 80202, USA
| | - Jesse T Blank
- Colorado Mesa University, Grand Junction, CO 81501, USA
| | - Chloe Boehm
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Princeton University Molecular Biology Department, Princeton, NJ 08544, USA
| | | | - Jeremy Brown
- Colorado Mesa University, Grand Junction, CO 81501, USA
| | | | | | - Lily Chylek
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Paul Cronan
- Fathom Information Design, Boston, MA 02114, USA
| | - Ann Dauphin
- Program in Molecular Medicine, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA
| | - Valentine Desreumaux
- Department of Civil, Environmental, and Architectural Engineering, University of Colorado, Boulder, CO 80309, USA
| | - Megan Doss
- Warrior Diagnostics, Inc., Loveland, CO 80538, USA
| | - Belinda Flynn
- Colorado Mesa University, Grand Junction, CO 81501, USA
| | | | | | | | - Thomas V Hook
- Department of Civil, Environmental, and Architectural Engineering, University of Colorado, Boulder, CO 80309, USA
| | - Anton Kary
- Department of Biological Sciences, Colorado Mesa University, Grand Junction, CO 81501, USA
| | - Clay King
- Department of Mathematics and Statistics, Colorado Mesa University, Grand Junction, CO 81501, USA
| | | | - Libby Marrs
- Fathom Information Design, Boston, MA 02114, USA
| | - Kyle J McQuade
- Department of Biological Sciences, Colorado Mesa University, Grand Junction, CO 81501, USA
| | - Thorsen T Milton
- Department of Civil, Environmental, and Architectural Engineering, University of Colorado, Boulder, CO 80309, USA
| | - Jada M Mulford
- Department of Biological Sciences, Colorado Mesa University, Grand Junction, CO 81501, USA
| | - Kyle Oba
- Fathom Information Design, Boston, MA 02114, USA
| | - Leah Pearlman
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | | | - Grace M Tandus
- Department of Civil, Environmental, and Architectural Engineering, University of Colorado, Boulder, CO 80309, USA
| | - Andy Tyler
- Colorado Mesa University, Grand Junction, CO 81501, USA
| | - Megan E Vodzak
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Kelly Krohn Bevill
- Department of Computer Science and Engineering, Colorado Mesa University, Grand Junction, CO 81501, USA
| | - Andres Colubri
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; University of Massachusetts Medical School, Worcester, MA 01655, USA
| | | | - A Zeynep Ozsoy
- Department of Biological Sciences, Colorado Mesa University, Grand Junction, CO 81501, USA
| | - Eric Parrie
- COVIDCheck Colorado, LLC, Denver, CO 80202, USA
| | - Kari Sholtes
- Department of Computer Science and Engineering, Colorado Mesa University, Grand Junction, CO 81501, USA; Department of Civil, Environmental, and Architectural Engineering, University of Colorado, Boulder, CO 80309, USA
| | - Katherine J Siddle
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Ben Fry
- Fathom Information Design, Boston, MA 02114, USA
| | - Jeremy Luban
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Program in Molecular Medicine, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA; Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, MA 01655, USA; Massachusetts Consortium on Pathogen Readiness, Boston, MA 02115, USA
| | - Daniel J Park
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - John Marshall
- Colorado Mesa University, Grand Junction, CO 81501, USA
| | - Amy Bronson
- Physician Assistant Program, Department of Kinesiology, Colorado Mesa University, Grand Junction, CO 81501, USA
| | | | - Pardis C Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA; Massachusetts Consortium on Pathogen Readiness, Boston, MA 02115, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
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14
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Jung CH, Boutros PC, Park DJ, Corcoran NM, Pope BJ, Hovens CM. Perish and publish: Dynamics of biomedical publications by deceased authors. PLoS One 2022; 17:e0273783. [PMID: 36103484 PMCID: PMC9473445 DOI: 10.1371/journal.pone.0273783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Accepted: 08/15/2022] [Indexed: 11/18/2022] Open
Abstract
The question of whether it is appropriate to attribute authorship to deceased individuals of original studies in the biomedical literature is contentious. Authorship guidelines utilized by journals do not provide a clear consensus framework that is binding on those in the field. To guide and inform the implementation of authorship frameworks it would be useful to understand the extent of the practice in the scientific literature, but studies that have systematically quantified the prevalence of this phenomenon in the biomedical literature have not been performed to date. To address this issue, we quantified the prevalence of publications by deceased authors in the biomedical literature from the period 1990–2020. We screened 2,601,457 peer-reviewed papers from the full text Europe PubMed Central database. We applied natural language processing, stringent filtering and manual curation to identify a final set of 1,439 deceased authors. We then determined these authors published a total of 38,907 papers over their careers with 5,477 published after death. The number of deceased publications has been growing rapidly, a 146-fold increase since the year 2000. This rate of increase was still significant when accounting for the growing total number of publications and pool of authors. We found that more than 50% of deceased author papers were first submitted after the death of the author and that over 60% of these papers failed to acknowledge the deceased authors status. Most deceased authors published less than 10 papers after death but a small pool of 30 authors published significantly more. A pool of 266 authors published more than 90% of their total publications after death. Our analysis indicates that the attribution of deceased authorship in the literature is not an occasional occurrence but a burgeoning trend. A consensus framework to address authorship by deceased scientists is warranted.
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Affiliation(s)
- Chol-Hee Jung
- Melbourne Bioinformatics, The University of Melbourne, Melbourne, VIC, Australia
| | - Paul C. Boutros
- Department of Human Genetics, University of California, Los Angeles, CA, United States of America
- Department of Urology, University of California, Los Angeles, CA, United States of America
- Jonsson Comprehensive Cancer Center, University of California, Los Angeles, CA, United States of America
- Institute for Precision Health, University of California, Los Angeles, CA, United States of America
| | - Daniel J. Park
- Melbourne Bioinformatics, The University of Melbourne, Melbourne, VIC, Australia
- Department of Biochemistry and Pharmacology, University of Melbourne, Melbourne, VIC, Australia
| | - Niall M. Corcoran
- Department of Surgery, University of Melbourne, Royal Melbourne Hospital, Parkville, VIC, Australia
- Department of Urology, Royal Melbourne Hospital, Melbourne, VIC, Australia
- Department of Urology, Western Health, Footscray, VIC, Australia
- University of Melbourne Centre for Cancer Research, Victorian Comprehensive Cancer Centre, Parkville, VIC, Australia
- Victorian Comprehensive Cancer Centre, Parkville, VIC, Australia
| | - Bernard J. Pope
- Melbourne Bioinformatics, The University of Melbourne, Melbourne, VIC, Australia
- Department of Surgery, University of Melbourne, Royal Melbourne Hospital, Parkville, VIC, Australia
| | - Christopher M. Hovens
- Department of Surgery, University of Melbourne, Royal Melbourne Hospital, Parkville, VIC, Australia
- Department of Urology, Royal Melbourne Hospital, Melbourne, VIC, Australia
- University of Melbourne Centre for Cancer Research, Victorian Comprehensive Cancer Centre, Parkville, VIC, Australia
- * E-mail:
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15
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Xiaoli L, Hagey JV, Park DJ, Gulvik CA, Young EL, Alikhan NF, Lawsin A, Hassell N, Knipe K, Oakeson KF, Retchless AC, Shakya M, Lo CC, Chain P, Page AJ, Metcalf BJ, Su M, Rowell J, Vidyaprakash E, Paden CR, Huang AD, Roellig D, Patel K, Winglee K, Weigand MR, Katz LS. Benchmark datasets for SARS-CoV-2 surveillance bioinformatics. PeerJ 2022; 10:e13821. [PMID: 36093336 PMCID: PMC9454940 DOI: 10.7717/peerj.13821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 07/08/2022] [Indexed: 01/18/2023] Open
Abstract
Background Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the cause of coronavirus disease 2019 (COVID-19), has spread globally and is being surveilled with an international genome sequencing effort. Surveillance consists of sample acquisition, library preparation, and whole genome sequencing. This has necessitated a classification scheme detailing Variants of Concern (VOC) and Variants of Interest (VOI), and the rapid expansion of bioinformatics tools for sequence analysis. These bioinformatic tools are means for major actionable results: maintaining quality assurance and checks, defining population structure, performing genomic epidemiology, and inferring lineage to allow reliable and actionable identification and classification. Additionally, the pandemic has required public health laboratories to reach high throughput proficiency in sequencing library preparation and downstream data analysis rapidly. However, both processes can be limited by a lack of a standardized sequence dataset. Methods We identified six SARS-CoV-2 sequence datasets from recent publications, public databases and internal resources. In addition, we created a method to mine public databases to identify representative genomes for these datasets. Using this novel method, we identified several genomes as either VOI/VOC representatives or non-VOI/VOC representatives. To describe each dataset, we utilized a previously published datasets format, which describes accession information and whole dataset information. Additionally, a script from the same publication has been enhanced to download and verify all data from this study. Results The benchmark datasets focus on the two most widely used sequencing platforms: long read sequencing data from the Oxford Nanopore Technologies platform and short read sequencing data from the Illumina platform. There are six datasets: three were derived from recent publications; two were derived from data mining public databases to answer common questions not covered by published datasets; one unique dataset representing common sequence failures was obtained by rigorously scrutinizing data that did not pass quality checks. The dataset summary table, data mining script and quality control (QC) values for all sequence data are publicly available on GitHub: https://github.com/CDCgov/datasets-sars-cov-2. Discussion The datasets presented here were generated to help public health laboratories build sequencing and bioinformatics capacity, benchmark different workflows and pipelines, and calibrate QC thresholds to ensure sequencing quality. Together, improvements in these areas support accurate and timely outbreak investigation and surveillance, providing actionable data for pandemic management. Furthermore, these publicly available and standardized benchmark data will facilitate the development and adjudication of new pipelines.
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Affiliation(s)
- Lingzi Xiaoli
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Jill V. Hagey
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Daniel J. Park
- Broad Institute of MIT and Harvard, Cambridge, MA, United States of America
| | - Christopher A. Gulvik
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Erin L. Young
- Utah Public Health Laboratory, Salt Lake City, UT, United States of America
| | | | - Adrian Lawsin
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Norman Hassell
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Kristen Knipe
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Kelly F. Oakeson
- Utah Public Health Laboratory, Salt Lake City, UT, United States of America
| | - Adam C. Retchless
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Migun Shakya
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States of America
| | - Chien-Chi Lo
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States of America
| | - Patrick Chain
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States of America
| | - Andrew J. Page
- Quadram Institute Bioscience, Norwich Research Park, Norwich, United Kingdom
| | - Benjamin J. Metcalf
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Michelle Su
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Jessica Rowell
- SARS-CoV-2 Emerging Variant Sequencing Project Dry Lab Group Laboratory and Testing Task Force COVID-19 Emergency Response, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Eshaw Vidyaprakash
- SARS-CoV-2 Emerging Variant Sequencing Project Dry Lab Group Laboratory and Testing Task Force COVID-19 Emergency Response, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Clinton R. Paden
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Andrew D. Huang
- SARS-CoV-2 Emerging Variant Sequencing Project Dry Lab Group Laboratory and Testing Task Force COVID-19 Emergency Response, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Dawn Roellig
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Ketan Patel
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Kathryn Winglee
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Michael R. Weigand
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
| | - Lee S. Katz
- Strain Surveillance and Emerging Variant Team, Centers for Disease Control and Prevention, Atlanta, GA, United States of America
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Sveinsson B, Rowe OE, Stockmann JP, Park DJ, Lally PJ, Rosen MS, Barry RL, Eichler F, Rosen BR, Sadjadi R. Feasibility of simultaneous high-resolution anatomical and quantitative magnetic resonance imaging of sciatic nerves in patients with Charcot-Marie-Tooth type 1A (CMT1A) at 7T. Muscle Nerve 2022; 66:206-211. [PMID: 35621349 PMCID: PMC9308706 DOI: 10.1002/mus.27647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 05/19/2022] [Accepted: 05/20/2022] [Indexed: 11/07/2022]
Abstract
INTRODUCTION/AIMS Magnetic resonance imaging (MRI) of peripheral nerves can provide image-based anatomical information and quantitative measurement. The aim of this pilot study was to investigate the feasibility of high-resolution anatomical and quantitative MRI assessment of sciatic nerve fascicles in patients with Charcot-Marie-Tooth (CMT) 1A using 7T field strength. METHODS Six patients with CMT1A underwent imaging on a high-gradient 7T MRI scanner using a 28-channel knee coil. Two high-resolution axial images were simultaneously acquired using a quantitative double-echo in steady-state (DESS) sequence. By comparing the two DESS echoes, T2 and apparent diffusion coefficient (ADC) maps were calculated. The cross-sectional areas and mean T2 and ADC were measured in individual fascicles of the tibial and fibular (peroneal) portions of the sciatic nerve at its bifurcation and 10 mm distally. Disease severity was measured using Charcot-Marie-Tooth Examination Score (CMTES) version 2 and compared to imaging findings. RESULTS We demonstrated the feasibility of 7T MRI of the proximal sciatic nerve in patients with CMT1A. Using the higher field, it was possible to measure individual bundles in the tibial and fibular divisions of the sciatic nerve. There was no apparent correlation between diffusion measures and disease severity in this small cohort. DISCUSSION This pilot study indicated that high-resolution MRI that allows for combined anatomical and quantitative imaging in one scan is feasible at 7T field strengths and can be used to investigate the microstructure of individual nerve fascicles.
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Affiliation(s)
- Bragi Sveinsson
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA
| | - Olivia E Rowe
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA
| | - Jason P Stockmann
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA
| | - Daniel J Park
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Peter J Lally
- Department of Brain Sciences, Imperial College London, London, UK
| | - Matthew S Rosen
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA
- Department of Physics, Harvard University, Cambridge, Massachusetts, USA
| | - Robert L Barry
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA
- Harvard-Massachusetts Institute of Technology Health Sciences and Technology, Cambridge, Massachusetts, USA
| | - Florian Eichler
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Bruce R Rosen
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts, USA
- Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA
| | - Reza Sadjadi
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
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17
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Obermeyer F, Jankowiak M, Barkas N, Schaffner SF, Pyle JD, Yurkovetskiy L, Bosso M, Park DJ, Babadi M, MacInnis BL, Luban J, Sabeti PC, Lemieux JE. Analysis of 6.4 million SARS-CoV-2 genomes identifies mutations associated with fitness. Science 2022; 376:1327-1332. [PMID: 35608456 PMCID: PMC9161372 DOI: 10.1126/science.abm1208] [Citation(s) in RCA: 108] [Impact Index Per Article: 54.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Repeated emergence of SARS-CoV-2 variants with increased fitness underscores the value of rapid detection and characterization of new lineages. We have developed PyR0, a hierarchical Bayesian multinomial logistic regression model that infers relative prevalence of all viral lineages across geographic regions, detects lineages increasing in prevalence, and identifies mutations relevant to fitness. Applying PyR0 to all publicly available SARS-CoV-2 genomes, we identify numerous substitutions that increase fitness, including previously identified spike mutations and many non-spike mutations within the nucleocapsid and nonstructural proteins. PyR0 forecasts growth of new lineages from their mutational profile, ranks the fitness of lineages as new sequences become available, and prioritizes mutations of biological and public health concern for functional characterization.
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18
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Welch NL, Zhu M, Hua C, Weller J, Mirhashemi ME, Nguyen TG, Mantena S, Bauer MR, Shaw BM, Ackerman CM, Thakku SG, Tse MW, Kehe J, Uwera MM, Eversley JS, Bielwaski DA, McGrath G, Braidt J, Johnson J, Cerrato F, Moreno GK, Krasilnikova LA, Petros BA, Gionet GL, King E, Huard RC, Jalbert SK, Cleary ML, Fitzgerald NA, Gabriel SB, Gallagher GR, Smole SC, Madoff LC, Brown CM, Keller MW, Wilson MM, Kirby MK, Barnes JR, Park DJ, Siddle KJ, Happi CT, Hung DT, Springer M, MacInnis BL, Lemieux JE, Rosenberg E, Branda JA, Blainey PC, Sabeti PC, Myhrvold C. Multiplexed CRISPR-based microfluidic platform for clinical testing of respiratory viruses and identification of SARS-CoV-2 variants. Nat Med 2022; 28:1083-1094. [PMID: 35130561 PMCID: PMC9117129 DOI: 10.1038/s41591-022-01734-1] [Citation(s) in RCA: 97] [Impact Index Per Article: 48.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 02/03/2022] [Indexed: 11/23/2022]
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has demonstrated a clear need for high-throughput, multiplexed and sensitive assays for detecting severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and other respiratory viruses and their emerging variants. Here, we present a cost-effective virus and variant detection platform, called microfluidic Combinatorial Arrayed Reactions for Multiplexed Evaluation of Nucleic acids (mCARMEN), which combines CRISPR-based diagnostics and microfluidics with a streamlined workflow for clinical use. We developed the mCARMEN respiratory virus panel to test for up to 21 viruses, including SARS-CoV-2, other coronaviruses and both influenza strains, and demonstrated its diagnostic-grade performance on 525 patient specimens in an academic setting and 166 specimens in a clinical setting. We further developed an mCARMEN panel to enable the identification of 6 SARS-CoV-2 variant lineages, including Delta and Omicron, and evaluated it on 2,088 patient specimens with near-perfect concordance to sequencing-based variant classification. Lastly, we implemented a combined Cas13 and Cas12 approach that enables quantitative measurement of SARS-CoV-2 and influenza A viral copies in samples. The mCARMEN platform enables high-throughput surveillance of multiple viruses and variants simultaneously, enabling rapid detection of SARS-CoV-2 variants.
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Affiliation(s)
- Nicole L Welch
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Harvard Program in Virology, Division of Medical Sciences, Harvard Medical School, Boston, MA, USA.
| | - Meilin Zhu
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Catherine Hua
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Juliane Weller
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | | | - Tien G Nguyen
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Matthew R Bauer
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA, USA
| | - Bennett M Shaw
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Cheri M Ackerman
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Sri Gowtham Thakku
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Health Sciences and Technology, Harvard Medical School and Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Megan W Tse
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Jared Kehe
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | | | - Jacqueline S Eversley
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Derek A Bielwaski
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Graham McGrath
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Joseph Braidt
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | | | | | - Gage K Moreno
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Lydia A Krasilnikova
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Brittany A Petros
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Health Sciences and Technology, Harvard Medical School and Massachusetts Institute of Technology, Cambridge, MA, USA
- Harvard/Massachusetts Institute of Technology MD-PhD Program, Harvard Medical School, Boston, MA, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | | | - Ewa King
- State Health Laboratories, Rhode Island Department of Health, Providence, RI, USA
| | - Richard C Huard
- State Health Laboratories, Rhode Island Department of Health, Providence, RI, USA
| | | | - Michael L Cleary
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | | | | | | | - Sandra C Smole
- Massachusetts Department of Public Health, Boston, MA, USA
| | | | | | - Matthew W Keller
- Influenza Division, National Center for Immunization and Respiratory Diseases, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Malania M Wilson
- Influenza Division, National Center for Immunization and Respiratory Diseases, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Marie K Kirby
- Influenza Division, National Center for Immunization and Respiratory Diseases, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - John R Barnes
- Influenza Division, National Center for Immunization and Respiratory Diseases, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Daniel J Park
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Katherine J Siddle
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Christian T Happi
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- African Centre of Excellence for Genomics of Infectious Diseases, Redeemer's University, Ede, Nigeria
- Department of Biological Sciences, College of Natural Sciences, Redeemer's University, Ede, Nigeria
| | - Deborah T Hung
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Molecular Biology Department and Center for Computational and Integrative Biology, Massachusetts General Hospital, Boston, MA, USA
| | - Michael Springer
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Bronwyn L MacInnis
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Immunology and Infectious Disease, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Jacob E Lemieux
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Eric Rosenberg
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - John A Branda
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Paul C Blainey
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Koch Institute for Integrative Cancer Research at Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Pardis C Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA.
- Department of Immunology and Infectious Disease, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA.
- Koch Institute for Integrative Cancer Research at Massachusetts Institute of Technology, Cambridge, MA, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
| | - Cameron Myhrvold
- Department of Molecular Biology, Princeton University, Princeton, NJ, USA.
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19
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Bollmann S, Mattern H, Bernier M, Robinson SD, Park DJ, Speck O, Polimeni JR. Imaging of the pial arterial vasculature of the human brain in vivo using high-resolution 7T time-of-flight angiography. eLife 2022; 11:71186. [PMID: 35486089 PMCID: PMC9150892 DOI: 10.7554/elife.71186] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Accepted: 04/28/2022] [Indexed: 11/30/2022] Open
Abstract
The pial arterial vasculature of the human brain is the only blood supply to the neocortex, but quantitative data on the morphology and topology of these mesoscopic arteries (diameter 50–300 µm) remains scarce. Because it is commonly assumed that blood flow velocities in these vessels are prohibitively slow, non-invasive time-of-flight magnetic resonance angiography (TOF-MRA)—which is well suited to high 3D imaging resolutions—has not been applied to imaging the pial arteries. Here, we provide a theoretical framework that outlines how TOF-MRA can visualize small pial arteries in vivo, by employing extremely small voxels at the size of individual vessels. We then provide evidence for this theory by imaging the pial arteries at 140 µm isotropic resolution using a 7 Tesla (T) magnetic resonance imaging (MRI) scanner and prospective motion correction, and show that pial arteries one voxel width in diameter can be detected. We conclude that imaging pial arteries is not limited by slow blood flow, but instead by achievable image resolution. This study represents the first targeted, comprehensive account of imaging pial arteries in vivo in the human brain. This ultra-high-resolution angiography will enable the characterization of pial vascular anatomy across the brain to investigate patterns of blood supply and relationships between vascular and functional architecture.
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Affiliation(s)
- Saskia Bollmann
- Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia
| | - Hendrik Mattern
- Department of Biomedical Magnetic Resonance, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
| | - Michaël Bernier
- Athinoula A Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, United States
| | - Simon D Robinson
- Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia
| | - Daniel J Park
- Athinoula A Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, United States
| | - Oliver Speck
- German Center for Neurodegenerative Diseases, Magdeburg, Germany
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20
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Earnest R, Uddin R, Matluk N, Renzette N, Turbett SE, Siddle KJ, Loreth C, Adams G, Tomkins-Tinch CH, Petrone ME, Rothman JE, Breban MI, Koch RT, Billig K, Fauver JR, Vogels CBF, Bilguvar K, De Kumar B, Landry ML, Peaper DR, Kelly K, Omerza G, Grieser H, Meak S, Martha J, Dewey HB, Kales S, Berenzy D, Carpenter-Azevedo K, King E, Huard RC, Novitsky V, Howison M, Darpolor J, Manne A, Kantor R, Smole SC, Brown CM, Fink T, Lang AS, Gallagher GR, Pitzer VE, Sabeti PC, Gabriel S, MacInnis BL, Tewhey R, Adams MD, Park DJ, Lemieux JE, Grubaugh ND. Comparative transmissibility of SARS-CoV-2 variants Delta and Alpha in New England, USA. Cell Rep Med 2022; 3:100583. [PMID: 35480627 PMCID: PMC8913280 DOI: 10.1016/j.xcrm.2022.100583] [Citation(s) in RCA: 62] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 12/30/2021] [Accepted: 03/01/2022] [Indexed: 12/11/2022]
Abstract
The SARS-CoV-2 Delta variant rose to dominance in mid-2021, likely propelled by an estimated 40%-80% increased transmissibility over Alpha. To investigate if this ostensible difference in transmissibility is uniform across populations, we partner with public health programs from all six states in New England in the United States. We compare logistic growth rates during each variant's respective emergence period, finding that Delta emerged 1.37-2.63 times faster than Alpha (range across states). We compute variant-specific effective reproductive numbers, estimating that Delta is 63%-167% more transmissible than Alpha (range across states). Finally, we estimate that Delta infections generate on average 6.2 (95% CI 3.1-10.9) times more viral RNA copies per milliliter than Alpha infections during their respective emergence. Overall, our evidence suggests that Delta's enhanced transmissibility can be attributed to its innate ability to increase infectiousness, but its epidemiological dynamics may vary depending on underlying population attributes and sequencing data availability.
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Affiliation(s)
- Rebecca Earnest
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA.
| | - Rockib Uddin
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Nicholas Matluk
- Maine Center for Disease Control and Prevention, Augusta, ME 04333, USA; Health and Environmental Testing Laboratory, Augusta, ME 04333, USA
| | - Nicholas Renzette
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | - Sarah E Turbett
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | | | - Gordon Adams
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Mary E Petrone
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Jessica E Rothman
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Mallery I Breban
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Robert Tobias Koch
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Kendall Billig
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Joseph R Fauver
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Chantal B F Vogels
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Kaya Bilguvar
- Yale Center for Genome Analysis, Yale University, New Haven, CT 06510, USA; Departments of Neurosurgery and Genetics, Yale School of Medicine, New Haven, CT 06510, USA; Department of Medical Genetics, Acibadem University School of Medicine, Istanbul, Turkey
| | - Bony De Kumar
- Yale Center for Genome Analysis, Yale University, New Haven, CT 06510, USA
| | - Marie L Landry
- Departments of Laboratory Medicine and Medicine, Yale University School of Medicine, New Haven, CT 06510, USA
| | - David R Peaper
- Departments of Laboratory Medicine and Medicine, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Kevin Kelly
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | - Greg Omerza
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | - Heather Grieser
- Maine Center for Disease Control and Prevention, Augusta, ME 04333, USA; Health and Environmental Testing Laboratory, Augusta, ME 04333, USA
| | - Sim Meak
- Maine Center for Disease Control and Prevention, Augusta, ME 04333, USA; Health and Environmental Testing Laboratory, Augusta, ME 04333, USA
| | - John Martha
- Maine Center for Disease Control and Prevention, Augusta, ME 04333, USA; Health and Environmental Testing Laboratory, Augusta, ME 04333, USA
| | | | - Susan Kales
- The Jackson Laboratory, Bar Harbor, ME 04609, USA
| | | | | | - Ewa King
- Rhode Island Department of Health, State Health Laboratories, Providence, RI 02904, USA
| | - Richard C Huard
- Rhode Island Department of Health, State Health Laboratories, Providence, RI 02904, USA
| | - Vlad Novitsky
- Division of Infectious Diseases, Brown University Alpert Medical School, Providence, RI 02906, USA
| | - Mark Howison
- Research Improving People's Lives, Providence, RI 02903, USA
| | - Josephine Darpolor
- Division of Infectious Diseases, Brown University Alpert Medical School, Providence, RI 02906, USA
| | - Akarsh Manne
- Division of Infectious Diseases, Brown University Alpert Medical School, Providence, RI 02906, USA
| | - Rami Kantor
- Division of Infectious Diseases, Brown University Alpert Medical School, Providence, RI 02906, USA
| | - Sandra C Smole
- Massachusetts Department of Public Health, Boston, MA 02130, USA
| | | | - Timelia Fink
- Massachusetts Department of Public Health, Boston, MA 02130, USA
| | - Andrew S Lang
- Massachusetts Department of Public Health, Boston, MA 02130, USA
| | - Glen R Gallagher
- Massachusetts Department of Public Health, Boston, MA 02130, USA
| | - Virginia E Pitzer
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Pardis C Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Stacey Gabriel
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Ryan Tewhey
- Department of Medical Genetics, Acibadem University School of Medicine, Istanbul, Turkey; Graduate School of Biomedical Sciences, Tufts University School of Medicine, Boston, MA 02111, USA; Graduate School of Biomedical Sciences and Engineering, University of Maine, Orono, ME 04469, USA
| | - Mark D Adams
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | - Daniel J Park
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jacob E Lemieux
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Nathan D Grubaugh
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA; Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT 06510, USA.
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21
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Are C, Tyler D, Howe J, Olivares A, Nissan A, Zippel D, Gupta A, Savant D, D'Ugo D, Rubio I, Bargallo-Rocha JE, Martinez-Said H, Takeuchi H, Taketomi A, Oliveira AF, Ribeiro HSC, Cheema MA, Majid HJ, Chen G, Roviello F, Gronchi A, Leon A, Lee WY, Park DJ, Park J, Auer R, Gawad WA, Zaghloul A. Global Forum of Cancer Surgeons: Cancer Surgery During the COVID-19 Pandemic: Impact and Lessons Learned. Ann Surg Oncol 2022; 29:2773-2783. [PMID: 35211857 PMCID: PMC8870071 DOI: 10.1245/s10434-022-11506-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Accepted: 02/14/2022] [Indexed: 11/18/2022]
Abstract
Background The purpose of this article is to summarize the opinions of the surgical oncology leaders from the Global Forum of Cancer Surgeons (GFCS) about the global impact of COVID-19 pandemic on cancer surgery. Methods A panel session (virtual) was held at the annual Society of Surgical Oncology 2021 International Conference on Surgical Cancer Care to address the impact of COVID-19 on cancer surgery globally. Following the virtual meeting, a questionnaire was sent to all the leaders to gather additional opinions. The input obtained from all the leaders was collated and analyzed to understand how cancer surgeons from across the world adapted in real-time to the impact of COVID-19 pandemic. Results The surgical oncology leaders noted that the COVID-19 pandemic led to severe disruptions in surgical cancer care across all domains of clinical care, education, and research. Several new changes/protocols associated with increased costs were implemented to deliver safe care. Leaders also noted that preexisting disparities in care were exacerbated, and the pandemic had a detrimental effect on well-being and financial status. Conclusions The COVID-19 pandemic has led to severe disruptions in surgical cancer care globally. Leaders of the GFCS opined that new strategies need to be implemented to prepare for any future catastrophic events based on the lessons learned from the current events. The GFCS will embark on developing such a roadmap to ensure that surgical cancer care is preserved in the future regardless of any catastrophic global events.
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Affiliation(s)
| | - D Tyler
- Society of Surgical Oncology, Rosemont, IL, USA
| | - J Howe
- Society of Surgical Oncology, Rosemont, IL, USA
| | - A Olivares
- Society of Surgical Oncology, Rosemont, IL, USA
| | - A Nissan
- Israeli Society of Surgical Oncology, Tel Aviv, Israel
| | - D Zippel
- Israeli Society of Surgical Oncology, Tel Aviv, Israel
| | - A Gupta
- Indian Association of Surgical Oncology, Uttar Pradesh, Varanasi, India
| | - D Savant
- Indian Association of Surgical Oncology, Uttar Pradesh, Varanasi, India
| | - D D'Ugo
- European Society of Surgical Oncology, Brussels, Belgium
| | - I Rubio
- European Society of Surgical Oncology, Brussels, Belgium
| | | | | | - H Takeuchi
- Japanese Society of Gastroenterological Surgery, Tokyo, Japan
| | - A Taketomi
- Japanese Society of Gastroenterological Surgery, Tokyo, Japan
| | - A F Oliveira
- Brazilian Society of Surgical Oncology, Rio de Janeiro, Brazil
| | | | - M A Cheema
- Pakistan Society of Surgical Oncology, Lahore, Pakistan
| | - H J Majid
- Pakistan Society of Surgical Oncology, Lahore, Pakistan
| | - G Chen
- Chinese Society of Clinical Oncology, Beijing, China
| | - F Roviello
- Italian Society of Surgical Oncology, Milan, Italy
| | - A Gronchi
- Italian Society of Surgical Oncology, Milan, Italy
| | - A Leon
- Pontifical Catholic University of Chile, Santiago, Chile
| | - W Y Lee
- Korean Society of Surgical Oncology, Seoul, Korea
| | - D J Park
- Korean Society of Surgical Oncology, Seoul, Korea
| | - J Park
- Canadian Society of Surgical Oncology, Ottawa, ON, Canada
| | - R Auer
- Canadian Society of Surgical Oncology, Ottawa, ON, Canada
| | - W A Gawad
- Egyptian Society of Surgical Oncology, Cairo, Egypt
| | - A Zaghloul
- Egyptian Society of Surgical Oncology, Cairo, Egypt
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22
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Obermeyer F, Jankowiak M, Barkas N, Schaffner SF, Pyle JD, Yurkovetskiy L, Bosso M, Park DJ, Babadi M, MacInnis BL, Luban J, Sabeti PC, Lemieux JE. Analysis of 6.4 million SARS-CoV-2 genomes identifies mutations associated with fitness. medRxiv 2022:2021.09.07.21263228. [PMID: 35194619 PMCID: PMC8863165 DOI: 10.1101/2021.09.07.21263228] [Citation(s) in RCA: 29] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Repeated emergence of SARS-CoV-2 variants with increased fitness necessitates rapid detection and characterization of new lineages. To address this need, we developed PyR 0 , a hierarchical Bayesian multinomial logistic regression model that infers relative prevalence of all viral lineages across geographic regions, detects lineages increasing in prevalence, and identifies mutations relevant to fitness. Applying PyR 0 to all publicly available SARS-CoV-2 genomes, we identify numerous substitutions that increase fitness, including previously identified spike mutations and many non-spike mutations within the nucleocapsid and nonstructural proteins. PyR 0 forecasts growth of new lineages from their mutational profile, identifies viral lineages of concern as they emerge, and prioritizes mutations of biological and public health concern for functional characterization. ONE SENTENCE SUMMARY A Bayesian hierarchical model of all SARS-CoV-2 viral genomes predicts lineage fitness and identifies associated mutations.
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Affiliation(s)
- Fritz Obermeyer
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
- Pyro Committee, Linux AI & Data Foundation; 548 Market St San Francisco, California 94104
| | - Martin Jankowiak
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
- Pyro Committee, Linux AI & Data Foundation; 548 Market St San Francisco, California 94104
| | - Nikolaos Barkas
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
| | - Stephen F. Schaffner
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University; Cambridge, MA 02138, USA
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University; Boston, MA, USA
| | - Jesse D. Pyle
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
| | - Lonya Yurkovetskiy
- Program in Molecular Medicine, University of Massachusetts Medical School; Worcester, MA 01605, USA
| | - Matteo Bosso
- Program in Molecular Medicine, University of Massachusetts Medical School; Worcester, MA 01605, USA
| | - Daniel J. Park
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
| | - Mehrtash Babadi
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
| | - Bronwyn L. MacInnis
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University; Boston, MA, USA
- Massachusetts Consortium on Pathogen Readiness; Boston, MA 02115, USA
| | - Jeremy Luban
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
- Program in Molecular Medicine, University of Massachusetts Medical School; Worcester, MA 01605, USA
- Massachusetts Consortium on Pathogen Readiness; Boston, MA 02115, USA
- Ragon Institute of MGH, MIT, and Harvard; 400 Technology Square, Cambridge, MA 02139, USA
| | - Pardis C. Sabeti
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University; Cambridge, MA 02138, USA
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University; Boston, MA, USA
- Massachusetts Consortium on Pathogen Readiness; Boston, MA 02115, USA
- Howard Hughes Medical Institute; 4000 Jones Bridge Rd, Chevy Chase, MD 20815, USA
| | - Jacob E. Lemieux
- Broad Institute of MIT and Harvard; 415 Main Street, Cambridge, MA 02142, USA
- Division of Infectious Diseases, Massachusetts General Hospital; Boston, MA, USA
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23
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Siddle KJ, Krasilnikova LA, Moreno GK, Schaffner SF, Vostok J, Fitzgerald NA, Lemieux JE, Barkas N, Loreth C, Specht I, Tomkins-Tinch CH, Paull JS, Schaeffer B, Taylor BP, Loftness B, Johnson H, Schubert PL, Shephard HM, Doucette M, Fink T, Lang AS, Baez S, Beauchamp J, Hennigan S, Buzby E, Ash S, Brown J, Clancy S, Cofsky S, Gagne L, Hall J, Harrington R, Gionet GL, DeRuff KC, Vodzak ME, Adams GC, Dobbins ST, Slack SD, Reilly SK, Anderson LM, Cipicchio MC, DeFelice MT, Grimsby JL, Anderson SE, Blumenstiel BS, Meldrim JC, Rooke HM, Vicente G, Smith NL, Messer KS, Reagan FL, Mandese ZM, Lee MD, Ray MC, Fisher ME, Ulcena MA, Nolet CM, English SE, Larkin KL, Vernest K, Chaluvadi S, Arvidson D, Melchiono M, Covell T, Harik V, Brock-Fisher T, Dunn M, Kearns A, Hanage WP, Bernard C, Philippakis A, Lennon NJ, Gabriel SB, Gallagher GR, Smole S, Madoff LC, Brown CM, Park DJ, MacInnis BL, Sabeti PC. Transmission from vaccinated individuals in a large SARS-CoV-2 Delta variant outbreak. Cell 2022; 185:485-492.e10. [PMID: 35051367 PMCID: PMC8695126 DOI: 10.1016/j.cell.2021.12.027] [Citation(s) in RCA: 32] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Revised: 11/24/2021] [Accepted: 12/17/2021] [Indexed: 02/08/2023]
Abstract
An outbreak of over 1,000 COVID-19 cases in Provincetown, Massachusetts (MA), in July 2021-the first large outbreak mostly in vaccinated individuals in the US-prompted a comprehensive public health response, motivating changes to national masking recommendations and raising questions about infection and transmission among vaccinated individuals. To address these questions, we combined viral genomic and epidemiological data from 467 individuals, including 40% of outbreak-associated cases. The Delta variant accounted for 99% of cases in this dataset; it was introduced from at least 40 sources, but 83% of cases derived from a single source, likely through transmission across multiple settings over a short time rather than a single event. Genomic and epidemiological data supported multiple transmissions of Delta from and between fully vaccinated individuals. However, despite its magnitude, the outbreak had limited onward impact in MA and the US overall, likely due to high vaccination rates and a robust public health response.
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Affiliation(s)
| | - Lydia A Krasilnikova
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Gage K Moreno
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Stephen F Schaffner
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA; Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Johanna Vostok
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | | | - Jacob E Lemieux
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Nikolaos Barkas
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | | | - Ivan Specht
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Faculty of Arts and Sciences, Harvard University, Cambridge, MA 02138, USA
| | - Christopher H Tomkins-Tinch
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Jillian S Paull
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Beau Schaeffer
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA; Center for Communicable Disease Dynamics, Department of Epidemiology, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Bradford P Taylor
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA; Center for Communicable Disease Dynamics, Department of Epidemiology, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Bryn Loftness
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Hillary Johnson
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Petra L Schubert
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Hanna M Shephard
- Massachusetts Department of Public Health, Boston, MA 02199, USA; Applied Epidemiology Fellowship, Council of State and Territorial Epidemiologists, Atlanta, GA 30345, USA
| | - Matthew Doucette
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Timelia Fink
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Andrew S Lang
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Stephanie Baez
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - John Beauchamp
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Scott Hennigan
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Erika Buzby
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Stephanie Ash
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Jessica Brown
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Selina Clancy
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Seana Cofsky
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Luc Gagne
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Joshua Hall
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | | | | | | | - Megan E Vodzak
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Gordon C Adams
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | | | - Sarah D Slack
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Steven K Reilly
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Lisa M Anderson
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | | | | | - Jonna L Grimsby
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | | | | | - James C Meldrim
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Heather M Rooke
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Gina Vicente
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Natasha L Smith
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | | | - Faye L Reagan
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Zoe M Mandese
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Matthew D Lee
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Marianne C Ray
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | | | - Maesha A Ulcena
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Corey M Nolet
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Sean E English
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Katie L Larkin
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Kyle Vernest
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | | | - Deirdre Arvidson
- Barnstable County Department of Health and the Environment, Barnstable, MA 02630, USA
| | - Maurice Melchiono
- Barnstable County Department of Health and the Environment, Barnstable, MA 02630, USA
| | - Theresa Covell
- Barnstable County Department of Health and the Environment, Barnstable, MA 02630, USA
| | - Vaira Harik
- Barnstable County Department of Human Services, Barnstable, MA 02630, USA
| | - Taylor Brock-Fisher
- Community Tracing Collaborative, Commonwealth of Massachusetts, Boston, MA 02199, USA
| | - Molly Dunn
- Community Tracing Collaborative, Commonwealth of Massachusetts, Boston, MA 02199, USA
| | - Amanda Kearns
- Community Tracing Collaborative, Commonwealth of Massachusetts, Boston, MA 02199, USA
| | - William P Hanage
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA; Center for Communicable Disease Dynamics, Department of Epidemiology, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Clare Bernard
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | | | - Niall J Lennon
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | | | - Glen R Gallagher
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | - Sandra Smole
- Massachusetts Department of Public Health, Boston, MA 02199, USA
| | | | | | - Daniel J Park
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Bronwyn L MacInnis
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA; Massachusetts Consortium for Pathogen Readiness, Boston, MA 02115, USA.
| | - Pardis C Sabeti
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA; Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA; Massachusetts Consortium for Pathogen Readiness, Boston, MA 02115, USA
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24
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Lagerborg KA, Normandin E, Bauer MR, Adams G, Figueroa K, Loreth C, Gladden-Young A, Shaw BM, Pearlman LR, Berenzy D, Dewey HB, Kales S, Dobbins ST, Shenoy ES, Hooper D, Pierce VM, Zachary KC, Park DJ, MacInnis BL, Tewhey R, Lemieux JE, Sabeti PC, Reilly SK, Siddle KJ. Synthetic DNA spike-ins (SDSIs) enable sample tracking and detection of inter-sample contamination in SARS-CoV-2 sequencing workflows. Nat Microbiol 2021; 7:108-119. [PMID: 34907347 DOI: 10.1038/s41564-021-01019-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 11/10/2021] [Indexed: 12/17/2022]
Abstract
The global spread and continued evolution of SARS-CoV-2 has driven an unprecedented surge in viral genomic surveillance. Amplicon-based sequencing methods provide a sensitive, low-cost and rapid approach but suffer a high potential for contamination, which can undermine laboratory processes and results. This challenge will increase with the expanding global production of sequences across a variety of laboratories for epidemiological and clinical interpretation, as well as for genomic surveillance of emerging diseases in future outbreaks. We present SDSI + AmpSeq, an approach that uses 96 synthetic DNA spike-ins (SDSIs) to track samples and detect inter-sample contamination throughout the sequencing workflow. We apply SDSIs to the ARTIC Consortium's amplicon design, demonstrate their utility and efficiency in a real-time investigation of a suspected hospital cluster of SARS-CoV-2 cases and validate them across 6,676 diagnostic samples at multiple laboratories. We establish that SDSI + AmpSeq provides increased confidence in genomic data by detecting and correcting for relatively common, yet previously unobserved modes of error, including spillover and sample swaps, without impacting genome recovery.
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Affiliation(s)
- Kim A Lagerborg
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.,Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA, USA
| | - Erica Normandin
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.,Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Matthew R Bauer
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.,Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA, USA
| | - Gordon Adams
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | | | | | | | - Bennett M Shaw
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.,Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | | | | | | | | | | | - Erica S Shenoy
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - David Hooper
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Virginia M Pierce
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA.,Pediatric Infectious Disease Unit, MassGeneral Hospital for Children, Boston, MA, USA.,Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Kimon C Zachary
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA.,Department of Medicine, Harvard Medical School, Boston, MA, USA.,Infection Control Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Daniel J Park
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Bronwyn L MacInnis
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.,Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA, USA.,Massachusetts Consortium on Pathogen Readiness, Boston, MA, USA
| | - Ryan Tewhey
- The Jackson Laboratory, Bar Harbor, ME, USA.,Graduate School of Biomedical Sciences and Engineering, University of Maine, Orono, ME, USA.,Graduate School of Biomedical Sciences, Tufts University School of Medicine, Boston, MA, USA
| | - Jacob E Lemieux
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.,Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Pardis C Sabeti
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.,Department of Systems Biology, Harvard Medical School, Boston, MA, USA.,Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA, USA.,Massachusetts Consortium on Pathogen Readiness, Boston, MA, USA.,Howard Hughes Medical Institute, Chevy Chase, MD, USA
| | - Steven K Reilly
- Broad Institute of Harvard and MIT, Cambridge, MA, USA. .,Department of Genetics, Yale School of Medicine, New Haven, CT, USA.
| | - Katherine J Siddle
- Broad Institute of Harvard and MIT, Cambridge, MA, USA.,Department of Systems Biology, Harvard Medical School, Boston, MA, USA
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25
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Siddle KJ, Krasilnikova LA, Moreno GK, Schaffner SF, Vostok J, Fitzgerald NA, Lemieux JE, Barkas N, Loreth C, Specht I, Tomkins-Tinch CH, Silbert J, Schaeffer B, Taylor BP, Loftness B, Johnson H, Schubert PL, Shephard HM, Doucette M, Fink T, Lang AS, Baez S, Beauchamp J, Hennigan S, Buzby E, Ash S, Brown J, Clancy S, Cofsky S, Gagne L, Hall J, Harrington R, Gionet GL, DeRuff KC, Vodzak ME, Adams GC, Dobbins ST, Slack SD, Reilly SK, Anderson LM, Cipicchio MC, DeFelice MT, Grimsby JL, Anderson SE, Blumenstiel BS, Meldrim JC, Rooke HM, Vicente G, Smith NL, Messer KS, Reagan FL, Mandese ZM, Lee MD, Ray MC, Fisher ME, Ulcena MA, Nolet CM, English SE, Larkin KL, Vernest K, Chaluvadi S, Arvidson D, Melchiono M, Covell T, Harik V, Brock-Fisher T, Dunn M, Kearns A, Hanage WP, Bernard C, Philippakis A, Lennon NJ, Gabriel SB, Gallagher GR, Smole S, Madoff LC, Brown CM, Park DJ, MacInnis BL, Sabeti PC. Evidence of transmission from fully vaccinated individuals in a large outbreak of the SARS-CoV-2 Delta variant in Provincetown, Massachusetts. medRxiv 2021. [PMID: 34704102 PMCID: PMC8547534 DOI: 10.1101/2021.10.20.21265137] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Multiple summer events, including large indoor gatherings, in Provincetown, Massachusetts (MA), in July 2021 contributed to an outbreak of over one thousand COVID-19 cases among residents and visitors. Most cases were fully vaccinated, many of whom were also symptomatic, prompting a comprehensive public health response, motivating changes to national masking recommendations, and raising questions about infection and transmission among vaccinated individuals. To characterize the outbreak and the viral population underlying it, we combined genomic and epidemiological data from 467 individuals, including 40% of known outbreak-associated cases. The Delta variant accounted for 99% of sequenced outbreak-associated cases. Phylogenetic analysis suggests over 40 sources of Delta in the dataset, with one responsible for a single cluster containing 83% of outbreak-associated genomes. This cluster was likely not the result of extensive spread at a single site, but rather transmission from a common source across multiple settings over a short time. Genomic and epidemiological data combined provide strong support for 25 transmission events from, including many between, fully vaccinated individuals; genomic data alone provides evidence for an additional 64. Together, genomic epidemiology provides a high-resolution picture of the Provincetown outbreak, revealing multiple cases of transmission of Delta from fully vaccinated individuals. However, despite its magnitude, the outbreak was restricted in its onward impact in MA and the US, likely due to high vaccination rates and a robust public health response.
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26
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Earnest R, Uddin R, Matluk N, Renzette N, Siddle KJ, Loreth C, Adams G, Tomkins-Tinch CH, Petrone ME, Rothman JE, Breban MI, Koch RT, Billig K, Fauver JR, Vogels CB, Turbett S, Bilguvar K, De Kumar B, Landry ML, Peaper DR, Kelly K, Omerza G, Grieser H, Meak S, Martha J, Dewey HH, Kales S, Berenzy D, Carpenter-Azevedo K, King E, Huard RC, Smole SC, Brown CM, Fink T, Lang AS, Gallagher GR, Sabeti PC, Gabriel S, MacInnis BL, Tewhey R, Adams MD, Park DJ, Lemieux JE, Grubaugh ND. Comparative transmissibility of SARS-CoV-2 variants Delta and Alpha in New England, USA. medRxiv 2021:2021.10.06.21264641. [PMID: 34642698 PMCID: PMC8509091 DOI: 10.1101/2021.10.06.21264641] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Delta variant quickly rose to dominance in mid-2021, displacing other variants, including Alpha. Studies using data from the United Kingdom and India estimated that Delta was 40-80% more transmissible than Alpha, allowing Delta to become the globally dominant variant. However, it was unclear if the ostensible difference in relative transmissibility was due mostly to innate properties of Delta's infectiousness or differences in the study populations. To investigate, we formed a partnership with SARS-CoV-2 genomic surveillance programs from all six New England US states. By comparing logistic growth rates, we found that Delta emerged 37-163% faster than Alpha in early 2021 (37% Massachusetts, 75% New Hampshire, 95% Maine, 98% Rhode Island, 151% Connecticut, and 163% Vermont). We next computed variant-specific effective reproductive numbers and estimated that Delta was 58-120% more transmissible than Alpha across New England (58% New Hampshire, 68% Massachusetts, 76% Connecticut, 85% Rhode Island, 98% Maine, and 120% Vermont). Finally, using RT-PCR data, we estimated that Delta infections generate on average ∼6 times more viral RNA copies per mL than Alpha infections. Overall, our evidence indicates that Delta's enhanced transmissibility could be attributed to its innate ability to increase infectiousness, but its epidemiological dynamics may vary depending on the underlying immunity and behavior of distinct populations.
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Affiliation(s)
- Rebecca Earnest
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Rockib Uddin
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Nicholas Matluk
- Maine Center for Disease Control and Prevention, Augusta, ME 04333
- Health and Environmental Testing Laboratory, Augusta, ME 04333
| | - Nicholas Renzette
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | | | | | - Gordon Adams
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Mary E. Petrone
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Jessica E. Rothman
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Mallery I. Breban
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Robert Tobias Koch
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Kendall Billig
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Joseph R. Fauver
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Chantal B.F. Vogels
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
| | - Sarah Turbett
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Kaya Bilguvar
- Yale Center for Genome Analysis, Yale University, New Haven, CT 06510, USA
- Departments of Neurosurgery and Genetics, Yale School of Medicine, New Haven, CT 06510, USA
- Department of Medical Genetics, Acibadem University School of Medicine, Istanbul, Turkey
| | - Bony De Kumar
- Yale Center for Genome Analysis, Yale University, New Haven, CT 06510, USA
| | - Marie L. Landry
- Departments of Laboratory Medicine and Medicine, Yale University School of Medicine, New Haven, CT 06510, USA
| | - David R. Peaper
- Departments of Laboratory Medicine and Medicine, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Kevin Kelly
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | - Greg Omerza
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | - Heather Grieser
- Maine Center for Disease Control and Prevention, Augusta, ME 04333
- Health and Environmental Testing Laboratory, Augusta, ME 04333
| | - Sim Meak
- Maine Center for Disease Control and Prevention, Augusta, ME 04333
- Health and Environmental Testing Laboratory, Augusta, ME 04333
| | - John Martha
- Maine Center for Disease Control and Prevention, Augusta, ME 04333
- Health and Environmental Testing Laboratory, Augusta, ME 04333
| | | | - Susan Kales
- The Jackson Laboratory, Bar Harbor, ME 04609, USA
| | | | | | - Ewa King
- Rhode Island Department of Health, State Health Laboratories, Providence, RI 02904, USA
| | - Richard C. Huard
- Rhode Island Department of Health, State Health Laboratories, Providence, RI 02904, USA
| | - Sandra C. Smole
- Massachusetts Department of Public Health, Boston MA 02130, USA
| | | | - Timelia Fink
- Massachusetts Department of Public Health, Boston MA 02130, USA
| | - Andrew S. Lang
- Massachusetts Department of Public Health, Boston MA 02130, USA
| | | | | | - Stacey Gabriel
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | | | - Ryan Tewhey
- Department of Medical Genetics, Acibadem University School of Medicine, Istanbul, Turkey
- Graduate School of Biomedical Sciences, Tufts University School of Medicine, Boston, MA 02111, USA
- Graduate School of Biomedical Sciences and Engineering, University of Maine, Orono, ME 04469, USA
| | - Mark D. Adams
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA
| | - Daniel J. Park
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jacob E. Lemieux
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA 02114, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Nathan D. Grubaugh
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health, New Haven, CT 06510, USA
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT 06510, USA
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27
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Park DJ, Kim YW, Yang HK, Ryu KW, Han SU, Kim HH, Hyung WJ, Park JH, Suh YS, Kwon OK, Yoon HM, Kim W, Park YK, Kong SH, Ahn SH, Lee HJ. Short-term outcomes of a multicentre randomized clinical trial comparing laparoscopic pylorus-preserving gastrectomy with laparoscopic distal gastrectomy for gastric cancer (the KLASS-04 trial). Br J Surg 2021; 108:1043-1049. [PMID: 34487147 DOI: 10.1093/bjs/znab295] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Revised: 04/20/2021] [Accepted: 07/14/2021] [Indexed: 12/12/2022]
Abstract
BACKGROUND There remain concerns about the safety and functional benefit of laparoscopic pylorus-preserving gastrectomy (LPPG) compared with laparoscopic distal gastrectomy (LDG). This study evaluated short-term outcomes of a randomized clinical trial (RCT) comparing LPPG with LDG for gastric cancer. METHODS The Korean Laparoendoscopic Gastrointestinal Surgery Study (KLASS)-04 trial was an investigator-initiated, open-label, parallel-assigned, superiority, multicentre RCT in Korea. Patients with cT1N0M0 cancer located in the middle third of the stomach at least 5 cm from the pylorus were randomized to undergo LPPG or LDG. Participants, care givers and those assessing the outcomes were not blinded to group assignment. Outcomes were 30-day postoperative morbidity rate and death at 90 days. RESULTS Some 256 patients from nine institutions were randomized (LPPG 129 patients, LDG 127 patients) between July 2015 and July 2017 and outcomes for 253 patients were analysed. Postoperative complications within 30 days were seen in 19.3 and 15.5 per cent in the LPPG and LDG groups respectively (P = 0·419). Postoperative pyloric stenosis was observed in nine (7.2 per cent) and two (1·5 per cent) patients in the LPPG and LDG groups (P = 0·026) respectively. In multivariable analysis higher BMI was a risk factor for postoperative complications (odds ratio 1·17, 95 per cent c.i. 1·04 to 1·32; P = 0·011). Death at 90 days was zero in both groups. CONCLUSION Postoperative complications and mortality was comparable in patients undergoing LPPG and LDG. Registration number: NCT02595086 (http://www.clinicaltrials.gov).
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Affiliation(s)
- D J Park
- Department of Surgery and Cancer Research Institute, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Korea.,Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Y-W Kim
- Department of Surgery, National Cancer Centre, Goyang, Korea
| | - H-K Yang
- Department of Surgery and Cancer Research Institute, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Korea
| | - K W Ryu
- Department of Surgery, National Cancer Centre, Goyang, Korea
| | - S-U Han
- Department of Surgery, Ajou University Hospital, Suwon, Korea
| | - H-H Kim
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
| | - W-J Hyung
- Department of Surgery, Yonsei University Severance Hospital, Seoul, Korea
| | - J H Park
- Department of Surgery, Gyeongsang National University Hospital, Daegu, Korea
| | - Y-S Suh
- Department of Surgery and Cancer Research Institute, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Korea.,Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
| | - O K Kwon
- Department of Surgery, Kyungpook National University Hospital, Daegu, Korea
| | - H M Yoon
- Department of Surgery, National Cancer Centre, Goyang, Korea
| | - W Kim
- Department of Surgery, Yeouido St. Mary's Hospital, The Catholic University of Korea, Seoul, Korea
| | - Y-K Park
- Department of Surgery, Chonnam National University Medical School, Hwasun, Korea
| | - S-H Kong
- Department of Surgery and Cancer Research Institute, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Korea
| | - S H Ahn
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
| | - H-J Lee
- Department of Surgery and Cancer Research Institute, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Korea
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28
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Brown CM, Vostok J, Johnson H, Burns M, Gharpure R, Sami S, Sabo RT, Hall N, Foreman A, Schubert PL, Gallagher GR, Fink T, Madoff LC, Gabriel SB, MacInnis B, Park DJ, Siddle KJ, Harik V, Arvidson D, Brock-Fisher T, Dunn M, Kearns A, Laney AS. Outbreak of SARS-CoV-2 Infections, Including COVID-19 Vaccine Breakthrough Infections, Associated with Large Public Gatherings - Barnstable County, Massachusetts, July 2021. MMWR Morb Mortal Wkly Rep 2021; 70:1059-1062. [PMID: 34351882 PMCID: PMC8367314 DOI: 10.15585/mmwr.mm7031e2] [Citation(s) in RCA: 358] [Impact Index Per Article: 119.3] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
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29
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Tomkins-Tinch CH, Daly JS, Gladden-Young A, Theodoropoulos NM, Madaio MP, Yu N, Vanguri VK, Siddle KJ, Adams G, Krasilnikova LA, Movahedi B, Bozorgzadeh A, Simin K, Lemieux JE, Luban J, Park DJ, MacInnis BL, Sabeti PC, Levitz SM. SARS-CoV-2 Reinfection in a Liver Transplant Recipient. Ann Intern Med 2021; 174:1178-1180. [PMID: 33872044 PMCID: PMC8059415 DOI: 10.7326/l21-0108] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Affiliation(s)
| | - Jennifer S Daly
- University of Massachusetts Medical School, Worcester, Massachusetts
| | | | | | - Michael P Madaio
- University of Massachusetts Medical School, Worcester, Massachusetts
| | - Neng Yu
- University of Massachusetts Medical School, Worcester, Massachusetts
| | - Vijay K Vanguri
- University of Massachusetts Medical School, Worcester, Massachusetts
| | - Katherine J Siddle
- The Broad Institute of MIT and Harvard and Harvard University, Cambridge, Massachusetts
| | - Gordon Adams
- The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Lydia A Krasilnikova
- The Broad Institute of MIT and Harvard and Harvard University, Cambridge, Massachusetts
| | - Babak Movahedi
- University of Massachusetts Medical School, Worcester, Massachusetts
| | - Adel Bozorgzadeh
- University of Massachusetts Medical School, Worcester, Massachusetts
| | - Karl Simin
- University of Massachusetts Medical School, Worcester, Massachusetts
| | | | - Jeremy Luban
- University of Massachusetts Medical School, Worcester, Massachusetts
| | - Daniel J Park
- The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | | | - Pardis C Sabeti
- The Broad Institute of MIT and Harvard and Harvard University, Cambridge, Massachusetts
| | - Stuart M Levitz
- University of Massachusetts Medical School, Worcester, Massachusetts
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30
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Nguyen-Dumont T, Steen JA, Winship I, Park DJ, Pope BJ, Hammet F, Mahmoodi M, Tsimiklis H, Theys D, Clendenning M, Giles GG, Hopper JL, Southey MC. Mismatch repair gene pathogenic germline variants in a population-based cohort of breast cancer. Fam Cancer 2021; 19:197-202. [PMID: 32060697 DOI: 10.1007/s10689-020-00164-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
The advent of gene panel testing is challenging the previous practice of using clinically defined cancer family syndromes to inform single-gene genetic screening. Individual and family cancer histories that would have previously indicated testing of a single gene or a small number of related genes are now, increasingly, leading to screening across gene panels that contain larger numbers of genes. We have applied a gene panel test that included four DNA mismatch repair (MMR) genes (MLH1, MSH2, MSH6 and PMS2) to an Australian population-based case-control-family study of breast cancer. Altogether, eight pathogenic variants in MMR genes were identified: six in 1421 case-families (0.4%, 4 MSH6 and 2 PMS2) and two in 833 control-families (0.2%, one each of MLH1 and MSH2). This testing highlights the current and future challenges for clinical genetics in the context of anticipated gene panel-based population-based screening that includes the MMR genes. This testing is likely to provide additional opportunities for cancer prevention via cascade testing for Lynch syndrome and precision medicine for breast cancer treatment.
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Affiliation(s)
- Tu Nguyen-Dumont
- Precision Medicine, School of Clinical Science at Monash Health, Monash University Clayton, Melbourne, VIC, 3168, Australia
- Department of Clinical Pathology, The University of Melbourne, Melbourne, VIC, 3010, Australia
| | - Jason A Steen
- Precision Medicine, School of Clinical Science at Monash Health, Monash University Clayton, Melbourne, VIC, 3168, Australia
| | | | - Daniel J Park
- Melbourne Bioinformatics, The University of Melbourne, Melbourne, VIC, 3010, Australia
| | - Bernard J Pope
- Precision Medicine, School of Clinical Science at Monash Health, Monash University Clayton, Melbourne, VIC, 3168, Australia
- Department of Clinical Pathology, The University of Melbourne, Melbourne, VIC, 3010, Australia
- Melbourne Bioinformatics, The University of Melbourne, Melbourne, VIC, 3010, Australia
| | - Fleur Hammet
- Precision Medicine, School of Clinical Science at Monash Health, Monash University Clayton, Melbourne, VIC, 3168, Australia
| | - Maryam Mahmoodi
- Precision Medicine, School of Clinical Science at Monash Health, Monash University Clayton, Melbourne, VIC, 3168, Australia
| | - Helen Tsimiklis
- Precision Medicine, School of Clinical Science at Monash Health, Monash University Clayton, Melbourne, VIC, 3168, Australia
| | - Derrick Theys
- Precision Medicine, School of Clinical Science at Monash Health, Monash University Clayton, Melbourne, VIC, 3168, Australia
| | - Mark Clendenning
- Department of Clinical Pathology, The University of Melbourne, Melbourne, VIC, 3010, Australia
| | - Graham G Giles
- Precision Medicine, School of Clinical Science at Monash Health, Monash University Clayton, Melbourne, VIC, 3168, Australia
- Centre for Epidemiology and Biostatistics, School of Population and Global Health, University of Melbourne, Melbourne, VIC, 3010, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, 3004, Australia
| | - John L Hopper
- Centre for Epidemiology and Biostatistics, School of Population and Global Health, University of Melbourne, Melbourne, VIC, 3010, Australia
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, 3004, Australia
| | - Melissa C Southey
- Precision Medicine, School of Clinical Science at Monash Health, Monash University Clayton, Melbourne, VIC, 3168, Australia.
- Department of Clinical Pathology, The University of Melbourne, Melbourne, VIC, 3010, Australia.
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, VIC, 3004, Australia.
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31
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Leppert IR, Andrews DA, Campbell JSW, Park DJ, Pike GB, Polimeni JR, Tardif CL. Efficient whole-brain tract-specific T 1 mapping at 3T with slice-shuffled inversion-recovery diffusion-weighted imaging. Magn Reson Med 2021; 86:738-753. [PMID: 33749017 DOI: 10.1002/mrm.28734] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Revised: 12/31/2020] [Accepted: 01/25/2021] [Indexed: 02/06/2023]
Abstract
PURPOSE Most voxels in white matter contain multiple fiber populations with different orientations and levels of myelination. Conventional T1 mapping measures 1 T1 value per voxel, representing a weighted average of the multiple tract T1 times. Inversion-recovery diffusion-weighted imaging (IR-DWI) allows the T1 times of multiple tracts in a voxel to be disentangled, but the scan time is prohibitively long. Recently, slice-shuffled IR-DWI implementations have been proposed to significantly reduce scan time. In this work, we demonstrate that we can measure tract-specific T1 values in the whole brain using simultaneous multi-slice slice-shuffled IR-DWI at 3T. METHODS We perform simulations to evaluate the accuracy and precision of our crossing fiber IR-DWI signal model for various fiber parameters. The proposed sequence and signal model are tested in a phantom consisting of crossing asparagus pieces doped with gadolinium to vary T1 , and in 2 human subjects. RESULTS Our simulations show that tract-specific T1 times can be estimated within 5% of the nominal fiber T1 values. Tract-specific T1 values were resolved in subvoxel 2 fiber crossings in the asparagus phantom. Tract-specific T1 times were resolved in 2 different tract crossings in the human brain where myelination differences have previously been reported; the crossing of the cingulum and genu of the corpus callosum and the crossing of the corticospinal tract and pontine fibers. CONCLUSION Whole-brain tract-specific T1 mapping is feasible using slice-shuffled IR-DWI at 3T. This technique has the potential to improve the microstructural characterization of specific tracts implicated in neurodevelopment, aging, and demyelinating disorders.
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Affiliation(s)
- Ilana R Leppert
- McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, Montreal, Quebec, Canada
| | - Daniel A Andrews
- McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, Montreal, Quebec, Canada.,Department of Biomedical Engineering, McGill University, Montreal, Quebec, Canada
| | - Jennifer S W Campbell
- McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, Montreal, Quebec, Canada
| | - Daniel J Park
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA
| | - G Bruce Pike
- Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada.,Department of Radiology and Department of Clinical Neuroscience, University of Calgary, Calgary, Alberta, Canada
| | - Jonathan R Polimeni
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA.,Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.,Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA
| | - Christine L Tardif
- McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, Montreal, Quebec, Canada.,Department of Biomedical Engineering, McGill University, Montreal, Quebec, Canada.,Department of Neurology and Neurosurgery, McGill University, Montreal, Quebec, Canada
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32
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Lagerborg KA, Normandin E, Bauer MR, Adams G, Figueroa K, Loreth C, Gladden-Young A, Shaw B, Pearlman L, Shenoy ES, Hooper D, Pierce VM, Zachary KC, Park DJ, MacInnis BL, Lemieux JE, Sabeti PC, Reilly SK, Siddle KJ. DNA spike-ins enable confident interpretation of SARS-CoV-2 genomic data from amplicon-based sequencing. bioRxiv 2021:2021.03.16.435654. [PMID: 33758855 PMCID: PMC7987014 DOI: 10.1101/2021.03.16.435654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
The rapid global spread and continued evolution of SARS-CoV-2 has highlighted an unprecedented need for viral genomic surveillance and clinical viral sequencing. Amplicon-based sequencing methods provide a sensitive, low-cost and rapid approach but suffer a high potential for contamination, which can undermine lab processes and results. This challenge will only increase with expanding global production of sequences by diverse research groups for epidemiological and clinical interpretation. We present an approach which uses synthetic DNA spike-ins (SDSIs) to track samples and detect inter-sample contamination through a sequencing workflow. Applying this approach to the ARTIC Consortium's amplicon design, we define a series of best practices for Illumina-based sequencing and provide a detailed characterization of approaches to increase sensitivity for low-viral load samples incorporating the SDSIs. We demonstrate the utility and efficiency of the SDSI method amidst a real-time investigation of a suspected hospital cluster of SARS-CoV-2 cases.
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Affiliation(s)
- Kim A Lagerborg
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02115, USA
| | - Erica Normandin
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Matthew R Bauer
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02115, USA
| | - Gordon Adams
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Katherine Figueroa
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Christine Loreth
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | | | - Bennett Shaw
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Leah Pearlman
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Erica S Shenoy
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - David Hooper
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Virginia M Pierce
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
- Pediatric Infectious Disease Unit, MassGeneral Hospital for Children, Boston, MA, USA
- Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Kimon C Zachary
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
- Infection Control Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Daniel J Park
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Bronwyn L MacInnis
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Massachusetts Consortium on Pathogen Readiness, Boston, MA 02115, USA
| | - Jacob E Lemieux
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Pardis C Sabeti
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Massachusetts Consortium on Pathogen Readiness, Boston, MA 02115, USA
- Howard Hughes Medical Institute, 4000 Jones Bridge Rd, Chevy Chase, MD 20815, USA
| | - Steven K Reilly
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Katherine J Siddle
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
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33
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Nguyen-Dumont T, Dowty J, Tucker K, Kirk J, James P, Trainer A, Winship I, Pachter N, Poplawski N, Grist S, Park DJ, Renault AL, Hammet F, Mahmoodi M, Tsimiklis H, Steen JA, Theys D, Rewse A, Willis A, Morrow A, Speechly C, Harris R, Riaz M, Sebra R, Schadt E, Lacaze P, McNeil J, Hopper JL, Southey MC. Abstract PS7-04: Population-based estimates of breast cancer risk for germline pathogenic variants identified by gene-panel testing: An Australian perspective. Cancer Res 2021. [DOI: 10.1158/1538-7445.sabcs20-ps7-04] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
BRA-STRAP is an Australia-wide study of breast cancer predisposition that brings together gene-panel data from 30,000 adult Australian women of all ages, across the breast cancer risk spectrum, with and without a diagnosis of breast cancer. The “BRA-STRAP panel” includes 24 genes* that are involved in, or putatively associated with, predisposition to breast and/or ovarian cancer. Despite insufficient evidence for clinical translation for some of these genes, all 24 are commonly included on panel tests for breast cancer predisposition.
We present findings from the population-based case-control sub-study of BRA-STRAP, which involved 1451 women diagnosed with breast cancer and 857 age-matched controls participating in the Australian Breast Cancer Family Registry (ABCFR), and 6101 healthy, elderly Australian women enrolled in the ASPREE study. These analyses focus on rare genetic variants predicted to lead to loss of function and/or classified as pathogenic/likely pathogenic (P/LP) in ClinVar. Odds ratios (ORs) for their associations with breast cancer were estimated by aggregating genetic variants for each gene.
For the women diagnosed with breast cancer, the median age at diagnosis (inter-quartile range, IQR) was 40.0 (14.0) years and the overall frequency of P/LP variant carriers across all genes was 156/1451 (10.8%). The median age (IQR) of the ABCFR and ASPREE controls were 39.4 (14.9) and 73.9 (5.8) years, respectively. The frequencies of P/LP variant carriers were 33/857 (3.9%) and 268/6101 (4.4%) in the ABCFR and ASPREE controls, respectively. We combined both control datasets and, after adjusting for age and other potential confounders, the ORs associated with P/LP variants in BRCA1 and BRCA2 were 4.1 [95% confidence interval (CI): 1.8-10.2] and 2.9 [95% CI: 1.5-6], respectively. We also found that the OR for P/LP variants in ATM was 4.0 [95% CI: 1.5-10.4] and the OR for P/LP variants in PALB2 was 2.2 [95% CI: 0.75-5.7] although this did not reach statistical significance.
These results contribute to international efforts to refine the breast cancer risk estimates for genetic variants identified from population-based screening of unselected women using genes that are included on panel tests and thought to be potentially breast cancer predisposition genes.The case-control-family design of the ABCFR will also allow us to estimate the age specific cumulative risk (penetrance) of these genetic variants, which is important for genetic counselling and the clinical management of carrier families.
*ATM, BARD1, BRCA1, BRCA2, BRIP1, CDH1, CHEK2, FANCM, MLH1, MRE11A, MSH2, MSH6, MUTYH, NBN, NF1, PALB2, PMS2, PTEN, RAD50, RAD51C, RAD51D, RECQL, STK11 and TP53
Citation Format: Tu Nguyen-Dumont, James Dowty, Katherine Tucker, Judy Kirk, Paul James, Alison Trainer, Ingrid Winship, Nicholas Pachter, Nicola Poplawski, Scott Grist, Daniel J Park, Anne-Laure Renault, Fleur Hammet, Maryam Mahmoodi, Helen Tsimiklis, Jason A Steen, Derrick Theys, Amanda Rewse, Amanda Willis, April Morrow, Catherine Speechly, Rebecca Harris, Moeen Riaz, Robert Sebra, Eric Schadt, Paul Lacaze, John McNeil, John L Hopper, Melissa C Southey. Population-based estimates of breast cancer risk for germline pathogenic variants identified by gene-panel testing: An Australian perspective [abstract]. In: Proceedings of the 2020 San Antonio Breast Cancer Virtual Symposium; 2020 Dec 8-11; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2021;81(4 Suppl):Abstract nr PS7-04.
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Affiliation(s)
| | - James Dowty
- 2The University of Melbourne, Parkville, Australia
| | | | - Judy Kirk
- 4Westmead Institute for Cancer Research, Sydney, Australia
| | - Paul James
- 5Peter MacCallum Cancer Centre, Melbourne, Australia
| | | | | | | | - Nicola Poplawski
- 8South Australian Clinical Genetics Service, Adelaide, Australia
| | - Scott Grist
- 9SA Pathology, Flinders Medical Centre, Adelaide, Australia
| | | | | | | | | | | | | | | | | | | | | | | | - Rebecca Harris
- 4Westmead Institute for Cancer Research, Sydney, Australia
| | | | - Robert Sebra
- 11Icahn School of Medicine at Mount Sinai, New York, NY
| | - Eric Schadt
- 11Icahn School of Medicine at Mount Sinai, New York, NY
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34
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Lemieux JE, Siddle KJ, Shaw BM, Loreth C, Schaffner SF, Gladden-Young A, Adams G, Fink T, Tomkins-Tinch CH, Krasilnikova LA, DeRuff KC, Rudy M, Bauer MR, Lagerborg KA, Normandin E, Chapman SB, Reilly SK, Anahtar MN, Lin AE, Carter A, Myhrvold C, Kemball ME, Chaluvadi S, Cusick C, Flowers K, Neumann A, Cerrato F, Farhat M, Slater D, Harris JB, Branda JA, Hooper D, Gaeta JM, Baggett TP, O'Connell J, Gnirke A, Lieberman TD, Philippakis A, Burns M, Brown CM, Luban J, Ryan ET, Turbett SE, LaRocque RC, Hanage WP, Gallagher GR, Madoff LC, Smole S, Pierce VM, Rosenberg E, Sabeti PC, Park DJ, MacInnis BL. Phylogenetic analysis of SARS-CoV-2 in Boston highlights the impact of superspreading events. Science 2021; 371:eabe3261. [PMID: 33303686 PMCID: PMC7857412 DOI: 10.1126/science.abe3261] [Citation(s) in RCA: 165] [Impact Index Per Article: 55.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Accepted: 12/07/2020] [Indexed: 12/20/2022]
Abstract
Analysis of 772 complete severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) genomes from early in the Boston-area epidemic revealed numerous introductions of the virus, a small number of which led to most cases. The data revealed two superspreading events. One, in a skilled nursing facility, led to rapid transmission and significant mortality in this vulnerable population but little broader spread, whereas other introductions into the facility had little effect. The second, at an international business conference, produced sustained community transmission and was exported, resulting in extensive regional, national, and international spread. The two events also differed substantially in the genetic variation they generated, suggesting varying transmission dynamics in superspreading events. Our results show how genomic epidemiology can help to understand the link between individual clusters and wider community spread.
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Affiliation(s)
- Jacob E Lemieux
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA.
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Katherine J Siddle
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Bennett M Shaw
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Christine Loreth
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Stephen F Schaffner
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | | | - Gordon Adams
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Timelia Fink
- Massachusetts Department of Public Health, Boston, MA, USA
| | - Christopher H Tomkins-Tinch
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Lydia A Krasilnikova
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Katherine C DeRuff
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Melissa Rudy
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Matthew R Bauer
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02115, USA
| | - Kim A Lagerborg
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02115, USA
| | - Erica Normandin
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Sinéad B Chapman
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Steven K Reilly
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Melis N Anahtar
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Aaron E Lin
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Amber Carter
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Cameron Myhrvold
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Molly E Kemball
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Sushma Chaluvadi
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Caroline Cusick
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Katelyn Flowers
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Anna Neumann
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Felecia Cerrato
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Maha Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
- Division of Pulmonary and Critical Care, Massachusetts General Hospital, Boston, MA, USA
| | - Damien Slater
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Jason B Harris
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA
| | - John A Branda
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - David Hooper
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Jessie M Gaeta
- Institute for Research, Quality, and Policy in Homeless Health Care, Boston Health Care for the Homeless Program, Boston, MA, USA
- Section of General Internal Medicine, Boston University Medical Center, Boston, MA, USA
| | - Travis P Baggett
- Institute for Research, Quality, and Policy in Homeless Health Care, Boston Health Care for the Homeless Program, Boston, MA, USA
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - James O'Connell
- Institute for Research, Quality, and Policy in Homeless Health Care, Boston Health Care for the Homeless Program, Boston, MA, USA
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Andreas Gnirke
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Tami D Lieberman
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Institute for Medical Engineering and Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Anthony Philippakis
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Meagan Burns
- Massachusetts Department of Public Health, Boston, MA, USA
| | | | - Jeremy Luban
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
- Program in Molecular Medicine, University of Massachusetts Medical School, Worcester, MA 01605, USA
- Massachusetts Consortium on Pathogen Readiness, Boston, MA 02115, USA
| | - Edward T Ryan
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Sarah E Turbett
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Regina C LaRocque
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - William P Hanage
- Center for Communicable Disease Dynamics, Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA 02115, USA
| | | | - Lawrence C Madoff
- Massachusetts Department of Public Health, Boston, MA, USA
- University of Massachusetts Medical School, Infectious Diseases and Immunology, Worcester, MA 01655, USA
| | - Sandra Smole
- Massachusetts Department of Public Health, Boston, MA, USA
| | - Virginia M Pierce
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
- Pediatric Infectious Disease Unit, Massachusetts General Hospital for Children, Boston, MA, USA
- Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Eric Rosenberg
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Pardis C Sabeti
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA.
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Massachusetts Consortium on Pathogen Readiness, Boston, MA 02115, USA
- Howard Hughes Medical Institute, 4000 Jones Bridge Rd, Chevy Chase, MD 20815, USA
| | - Daniel J Park
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA
| | - Bronwyn L MacInnis
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA 02142, USA.
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Massachusetts Consortium on Pathogen Readiness, Boston, MA 02115, USA
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35
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Ndiaye T, Sy M, Gaye A, Siddle KJ, Park DJ, Bei AK, Deme AB, Mbaye A, Dieye B, Ndiaye YD, Ndiaye IM, Diallo MA, Diongue K, Volkman SK, Badiane AS, Ndiaye D. Molecular epidemiology of Plasmodium falciparum by multiplexed amplicon deep sequencing in Senegal. Malar J 2020; 19:403. [PMID: 33172455 PMCID: PMC7654156 DOI: 10.1186/s12936-020-03471-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Accepted: 10/30/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Molecular epidemiology can provide important information regarding the genetic diversity and transmission of Plasmodium falciparum, which can assist in designing and monitoring elimination efforts. However, malaria molecular epidemiology including understanding the genetic diversity of the parasite and performing molecular surveillance of transmission has been poorly documented in Senegal. Next Generation Sequencing (NGS) offers a practical, fast and high-throughput approach to understand malaria population genetics. This study aims to unravel the population structure of P. falciparum and to estimate the allelic diversity, multiplicity of infection (MOI), and evolutionary patterns of the malaria parasite using the NGS platform. METHODS Multiplex amplicon deep sequencing of merozoite surface protein 1 (PfMSP1) and merozoite surface protein 2 (PfMSP2) in fifty-three P. falciparum isolates from two epidemiologically different areas in the South and North of Senegal, was carried out. RESULTS A total of 76 Pfmsp1 and 116 Pfmsp2 clones were identified and 135 different alleles were found, 56 and 79 belonged to the pfmsp1 and pfmsp2 genes, respectively. K1 and IC3D7 allelic families were most predominant in both sites. The local haplotype diversity (Hd) and nucleotide diversity (π) were higher in the South than in the North for both genes. For pfmsp1, a high positive Tajima's D (TD) value was observed in the South (D = 2.0453) while negative TD value was recorded in the North (D = - 1.46045) and F-Statistic (Fst) was 0.19505. For pfmsp2, non-directional selection was found with a highly positive TD test in both areas and Fst was 0.02111. The mean MOI for both genes was 3.07 and 1.76 for the South and the North, respectively, with a statistically significant difference between areas (p = 0.001). CONCLUSION This study revealed a high genetic diversity of pfmsp1 and pfmsp2 genes and low genetic differentiation in P. falciparum population in Senegal. The MOI means were significantly different between the Southern and Northern areas. Findings also showed that multiplexed amplicon deep sequencing is a useful technique to investigate genetic diversity and molecular epidemiology of P. falciparum infections.
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Affiliation(s)
- Tolla Ndiaye
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal.
| | - Mouhamad Sy
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
| | - Amy Gaye
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
| | | | - Daniel J Park
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Amy K Bei
- Yale School of Public Health, 60 College Street, New Haven, CT, 06510, USA
| | - Awa B Deme
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
| | - Aminata Mbaye
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
| | - Baba Dieye
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
| | - Yaye Die Ndiaye
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
| | - Ibrahima Mbaye Ndiaye
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
| | - Mamadou Alpha Diallo
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
| | - Khadim Diongue
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
| | - Sarah K Volkman
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard University, Cambridge, MA, USA
| | - Aida Sadikh Badiane
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
| | - Daouda Ndiaye
- Laboratoire de Parasitologie-Mycologie, Université Cheikh Anta Diop de Dakar (UCAD), Hôpital Aristide Le Dantec, Dakar, Senegal
- Department of Immunology and Infectious Diseases, Harvard University, Cambridge, MA, USA
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36
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Lemieux JE, Siddle KJ, Shaw BM, Loreth C, Schaffner SF, Gladden-Young A, Adams G, Fink T, Tomkins-Tinch CH, Krasilnikova LA, DeRuff KC, Rudy M, Bauer MR, Lagerborg KA, Normandin E, Chapman SB, Reilly SK, Anahtar MN, Lin AE, Carter A, Myhrvold C, Kemball ME, Chaluvadi S, Cusick C, Flowers K, Neumann A, Cerrato F, Farhat M, Slater D, Harris JB, Branda J, Hooper D, Gaeta JM, Baggett TP, O'Connell J, Gnirke A, Lieberman TD, Philippakis A, Burns M, Brown CM, Luban J, Ryan ET, Turbett SE, LaRocque RC, Hanage WP, Gallagher GR, Madoff LC, Smole S, Pierce VM, Rosenberg E, Sabeti PC, Park DJ, Maclnnis BL. Phylogenetic analysis of SARS-CoV-2 in the Boston area highlights the role of recurrent importation and superspreading events. medRxiv 2020:2020.08.23.20178236. [PMID: 32869040 PMCID: PMC7457619 DOI: 10.1101/2020.08.23.20178236] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
SARS-CoV-2 has caused a severe, ongoing outbreak of COVID-19 in Massachusetts with 111,070 confirmed cases and 8,433 deaths as of August 1, 2020. To investigate the introduction, spread, and epidemiology of COVID-19 in the Boston area, we sequenced and analyzed 772 complete SARS-CoV-2 genomes from the region, including nearly all confirmed cases within the first week of the epidemic and hundreds of cases from major outbreaks at a conference, a nursing facility, and among homeless shelter guests and staff. The data reveal over 80 introductions into the Boston area, predominantly from elsewhere in the United States and Europe. We studied two superspreading events covered by the data, events that led to very different outcomes because of the timing and populations involved. One produced rapid spread in a vulnerable population but little onward transmission, while the other was a major contributor to sustained community transmission, including outbreaks in homeless populations, and was exported to several other domestic and international sites. The same two events differed significantly in the number of new mutations seen, raising the possibility that SARS-CoV-2 superspreading might encompass disparate transmission dynamics. Our results highlight the failure of measures to prevent importation into MA early in the outbreak, underscore the role of superspreading in amplifying an outbreak in a major urban area, and lay a foundation for contact tracing informed by genetic data.
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Affiliation(s)
- Jacob E Lemieux
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Katherine J Siddle
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Bennett M Shaw
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Christine Loreth
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Stephen F Schaffner
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | | | - Gordon Adams
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Timelia Fink
- Massachusetts Department of Public Health, Boston, MA, USA
| | - Christopher H Tomkins-Tinch
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Lydia A Krasilnikova
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Katherine C DeRuff
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Melissa Rudy
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Matthew R Bauer
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02115, USA
| | - Kim A Lagerborg
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02115, USA
| | - Erica Normandin
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Sinead B Chapman
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Steven K Reilly
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Melis N Anahtar
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Aaron E Lin
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Amber Carter
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Cameron Myhrvold
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Molly E Kemball
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Sushma Chaluvadi
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Caroline Cusick
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Katelyn Flowers
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Anna Neumann
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Felecia Cerrato
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Maha Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
- Division of Pulmonary and Critical Care, Massachusetts General Hospital, Boston, MA, USA
| | - Damien Slater
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Jason B Harris
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA
| | - John Branda
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - David Hooper
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Jessie M Gaeta
- lnstitute for Research, Quality, and Policy in Homeless Health Care, Boston Health Care for the Homeless Program, Boston, MA, USA
- Section of General Internal Medicine, Boston University Medical Center, Boston
| | - Travis P Baggett
- lnstitute for Research, Quality, and Policy in Homeless Health Care, Boston Health Care for the Homeless Program, Boston, MA, USA
- Division of General Internal Medicine, Massachusetts General Hospital, Boston
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - James O'Connell
- lnstitute for Research, Quality, and Policy in Homeless Health Care, Boston Health Care for the Homeless Program, Boston, MA, USA
- Division of General Internal Medicine, Massachusetts General Hospital, Boston
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Andreas Gnirke
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Tami D Lieberman
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- lnstitute for Medical Engineering and Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Anthony Philippakis
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Meagan Burns
- Massachusetts Department of Public Health, Boston, MA, USA
| | | | - Jeremy Luban
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Program in Molecular Medicine, University of Massachusetts Medical School, Worcester, MA 01605, USA
- Massachusetts Consortium on Pathogen Readiness, Boston, MA, 02115, USA
| | - Edward T Ryan
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Sarah E Turbett
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Regina C LaRocque
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - William P Hanage
- Center for Communicable Disease Dynamics, Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA 02115, USA
| | | | - Lawrence C Madoff
- Massachusetts Department of Public Health, Boston, MA, USA
- University of Massachusetts Medical School, Infectious Diseases and Immunology, Worcester, MA 01655
| | - Sandra Smole
- Massachusetts Department of Public Health, Boston, MA, USA
| | - Virginia M Pierce
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
- Pediatric Infectious Disease Unit, MassGeneral Hospital for Children, Boston, MA, USA
- Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Eric Rosenberg
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Pardis C Sabeti
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Massachusetts Consortium on Pathogen Readiness, Boston, MA, 02115, USA
- Howard Hughes Medical Institute, 4000 Jones Bridge Rd, Chevy Chase, MD 20815
| | - Daniel J Park
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Bronwyn L Maclnnis
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Massachusetts Consortium on Pathogen Readiness, Boston, MA, 02115, USA
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37
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Lemieux JE, Siddle KJ, Shaw BM, Loreth C, Schaffner SF, Gladden-Young A, Adams G, Fink T, Tomkins-Tinch CH, Krasilnikova LA, DeRuff KC, Rudy M, Bauer MR, Lagerborg KA, Normandin E, Chapman SB, Reilly SK, Anahtar MN, Lin AE, Carter A, Myhrvold C, Kemball ME, Chaluvadi S, Cusick C, Flowers K, Neumann A, Cerrato F, Farhat M, Slater D, Harris JB, Branda J, Hooper D, Gaeta JM, Baggett TP, O'Connell J, Gnirke A, Lieberman TD, Philippakis A, Burns M, Brown CM, Luban J, Ryan ET, Turbett SE, LaRocque RC, Hanage WP, Gallagher GR, Madoff LC, Smole S, Pierce VM, Rosenberg E, Sabeti PC, Park DJ, Maclnnis BL. Phylogenetic analysis of SARS-CoV-2 in the Boston area highlights the role of recurrent importation and superspreading events. medRxiv 2020. [PMID: 32869040 DOI: 10.1101/2020.04.12.20059618v1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 03/16/2023]
Abstract
SARS-CoV-2 has caused a severe, ongoing outbreak of COVID-19 in Massachusetts with 111,070 confirmed cases and 8,433 deaths as of August 1, 2020. To investigate the introduction, spread, and epidemiology of COVID-19 in the Boston area, we sequenced and analyzed 772 complete SARS-CoV-2 genomes from the region, including nearly all confirmed cases within the first week of the epidemic and hundreds of cases from major outbreaks at a conference, a nursing facility, and among homeless shelter guests and staff. The data reveal over 80 introductions into the Boston area, predominantly from elsewhere in the United States and Europe. We studied two superspreading events covered by the data, events that led to very different outcomes because of the timing and populations involved. One produced rapid spread in a vulnerable population but little onward transmission, while the other was a major contributor to sustained community transmission, including outbreaks in homeless populations, and was exported to several other domestic and international sites. The same two events differed significantly in the number of new mutations seen, raising the possibility that SARS-CoV-2 superspreading might encompass disparate transmission dynamics. Our results highlight the failure of measures to prevent importation into MA early in the outbreak, underscore the role of superspreading in amplifying an outbreak in a major urban area, and lay a foundation for contact tracing informed by genetic data.
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Affiliation(s)
- Jacob E Lemieux
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Katherine J Siddle
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Bennett M Shaw
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Christine Loreth
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Stephen F Schaffner
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA.,Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | | | - Gordon Adams
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Timelia Fink
- Massachusetts Department of Public Health, Boston, MA, USA
| | - Christopher H Tomkins-Tinch
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Lydia A Krasilnikova
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Katherine C DeRuff
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Melissa Rudy
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Matthew R Bauer
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02115, USA
| | - Kim A Lagerborg
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02115, USA
| | - Erica Normandin
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Sinead B Chapman
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Steven K Reilly
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Melis N Anahtar
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Aaron E Lin
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Amber Carter
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Cameron Myhrvold
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Molly E Kemball
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Sushma Chaluvadi
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Caroline Cusick
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Katelyn Flowers
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Anna Neumann
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Felecia Cerrato
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Maha Farhat
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.,Division of Pulmonary and Critical Care, Massachusetts General Hospital, Boston, MA, USA
| | - Damien Slater
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Jason B Harris
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA.,Department of Pediatrics, Harvard Medical School, Boston, MA, USA
| | - John Branda
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - David Hooper
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA
| | - Jessie M Gaeta
- lnstitute for Research, Quality, and Policy in Homeless Health Care, Boston Health Care for the Homeless Program, Boston, MA, USA.,Section of General Internal Medicine, Boston University Medical Center, Boston
| | - Travis P Baggett
- lnstitute for Research, Quality, and Policy in Homeless Health Care, Boston Health Care for the Homeless Program, Boston, MA, USA.,Division of General Internal Medicine, Massachusetts General Hospital, Boston.,Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - James O'Connell
- lnstitute for Research, Quality, and Policy in Homeless Health Care, Boston Health Care for the Homeless Program, Boston, MA, USA.,Division of General Internal Medicine, Massachusetts General Hospital, Boston.,Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Andreas Gnirke
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Tami D Lieberman
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,lnstitute for Medical Engineering and Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Anthony Philippakis
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Meagan Burns
- Massachusetts Department of Public Health, Boston, MA, USA
| | | | - Jeremy Luban
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Program in Molecular Medicine, University of Massachusetts Medical School, Worcester, MA 01605, USA.,Massachusetts Consortium on Pathogen Readiness, Boston, MA, 02115, USA
| | - Edward T Ryan
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA.,Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA.,Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Sarah E Turbett
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA.,Department of Pathology, Massachusetts General Hospital, Boston, MA, USA.,Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Regina C LaRocque
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA.,Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - William P Hanage
- Center for Communicable Disease Dynamics, Department of Epidemiology, Harvard T. H. Chan School of Public Health, Boston, MA 02115, USA
| | | | - Lawrence C Madoff
- Massachusetts Department of Public Health, Boston, MA, USA.,University of Massachusetts Medical School, Infectious Diseases and Immunology, Worcester, MA 01655
| | - Sandra Smole
- Massachusetts Department of Public Health, Boston, MA, USA
| | - Virginia M Pierce
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA.,Pediatric Infectious Disease Unit, MassGeneral Hospital for Children, Boston, MA, USA.,Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Eric Rosenberg
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA.,Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Pardis C Sabeti
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA.,Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA.,Massachusetts Consortium on Pathogen Readiness, Boston, MA, 02115, USA.,Howard Hughes Medical Institute, 4000 Jones Bridge Rd, Chevy Chase, MD 20815
| | - Daniel J Park
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA
| | - Bronwyn L Maclnnis
- Broad Institute of Harvard and MIT, 75 Ames Street, Cambridge, MA 02142, USA.,Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA.,Massachusetts Consortium on Pathogen Readiness, Boston, MA, 02115, USA
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Berman AJL, Grissom WA, Witzel T, Nasr S, Park DJ, Setsompop K, Polimeni JR. Ultra-high spatial resolution BOLD fMRI in humans using combined segmented-accelerated VFA-FLEET with a recursive RF pulse design. Magn Reson Med 2020; 85:120-139. [PMID: 32705723 DOI: 10.1002/mrm.28415] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Revised: 06/15/2020] [Accepted: 06/16/2020] [Indexed: 11/08/2022]
Abstract
PURPOSE To alleviate the spatial encoding limitations of single-shot echo-planar imaging (EPI) by developing multi-shot segmented EPI for ultra-high-resolution functional MRI (fMRI) with reduced ghosting artifacts from subject motion and respiration. THEORY AND METHODS Segmented EPI can reduce readout duration and reduce acceleration factors, however, the time elapsed between segment acquisitions (on the order of seconds) can result in intermittent ghosting, limiting its use for fMRI. Here, "FLEET" segment ordering, where segments are looped over before slices, was combined with a variable flip angle progression (VFA-FLEET) to improve inter-segment fidelity and maximize signal for fMRI. Scaling a sinc pulse's flip angle for each segment (VFA-FLEET-Sinc) produced inconsistent slice profiles and ghosting, therefore, a recursive Shinnar-Le Roux (SLR) radiofrequency (RF) pulse design was developed (VFA-FLEET-SLR) to generate unique pulses for every segment that together produce consistent slice profiles and signals. RESULTS The temporal stability of VFA-FLEET-SLR was compared against conventional-segmented EPI and VFA-FLEET-Sinc at 3T and 7T. VFA-FLEET-SLR showed reductions in both intermittent and stable ghosting compared to conventional-segmented and VFA-FLEET-Sinc, resulting in improved image quality with a minor trade-off in temporal SNR. Combining VFA-FLEET-SLR with acceleration, we achieved a 0.6-mm isotropic acquisition at 7T, without zoomed imaging or partial Fourier, demonstrating reliable detection of blood oxygenation level-dependent (BOLD) responses to a visual stimulus. To counteract the increased repetition time from segmentation, simultaneous multi-slice VFA-FLEET-SLR was demonstrated using RF-encoded controlled aliasing. CONCLUSIONS VFA-FLEET with a recursive RF pulse design supports acquisitions with low levels of artifact and spatial blur, enabling fMRI at previously inaccessible spatial resolutions with a "full-brain" field of view.
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Affiliation(s)
- Avery J L Berman
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA.,Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA
| | - William A Grissom
- Vanderbilt University Institute of Imaging Science, Vanderbilt University, Nashville, Tennessee, USA.,Department of Biomedical Engineering, Vanderbilt University, Nashville, Tennessee, USA
| | - Thomas Witzel
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA.,Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA
| | - Shahin Nasr
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA.,Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA
| | - Daniel J Park
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA
| | - Kawin Setsompop
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA.,Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA.,Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Jonathan R Polimeni
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, Massachusetts, USA.,Department of Radiology, Harvard Medical School, Boston, Massachusetts, USA.,Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
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39
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Yun B, Maburutse BE, Kang M, Park MR, Park DJ, Kim Y, Oh S. Short communication: Dietary bovine milk-derived exosomes improve bone health in an osteoporosis-induced mouse model. J Dairy Sci 2020; 103:7752-7760. [PMID: 32622594 DOI: 10.3168/jds.2019-17501] [Citation(s) in RCA: 52] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2019] [Accepted: 04/14/2020] [Indexed: 12/13/2022]
Abstract
Osteoporosis is a systemic skeletal disease characterized by low bone mass and micro-architectural deterioration of bone tissue, with a consequent increase in bone fragility and fracture susceptibility. In an aged society with increased life expectancy, the incidence rate of osteoporosis is also rapidly increasing. Inadequate nutrition may negatively influence bone metabolism. Recently, many studies have investigated the functionality of milk-derived exosomes, which play important roles in cell-to-cell communication. However, there are few reports of how milk-derived exosomes influence osteoblast proliferation and differentiation. Here, we determined whether bovine colostrum-derived exosomes promote anti-osteoporosis in vitro and in vivo. Tartrate-resistant acid phosphatase-stained cells were significantly inhibited in Raw264.7 cells treated with exosomes, indicating reduced osteoclast differentiation. We induced osteoporosis in mice using glucocorticoid pellets after orally administering exosomes for 2 mo. Interestingly, the bone mineral density of exosome-fed mouse groups was significantly improved compared with the glucocorticoid-induced osteoporosis group without exosome treatment. In addition, Lactobacillus were decreased in the gut microbiota community of osteoporosis-induced mice, but the gut microbiota community composition was effectively restored by exosome intake. Taken together, we propose that exosomes isolated from bovine colostrum could be a potential candidate for osteoporosis prevention, bone remodeling improvement, and inhibition of bone resorption. To our knowledge, this is the first time that a protective effect of milk exosomes against osteoporosis has been demonstrated in vivo. Our results strongly suggest that bovine colostrum exosomes might be used as a prophylaxis to prevent the onset of osteoporosis. Indeed, our results offer promising alternative strategies in the nutritional management of age-related bone complications.
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Affiliation(s)
- B Yun
- Department of Animal Science and Institute of Milk Genomics, Chonbuk National University, Jeonju 54896, Korea
| | - B E Maburutse
- Department of Animal Sciences and Health, Marondera University of Agricultural Sciences and Health, PO Box 35, Marondera, Zimbabwe
| | - M Kang
- Department of Functional Food and Biotechnology, Jeonju University, Jeonju 55069, Korea
| | - M R Park
- Department of Pharmacology and System Physiology, University of Cincinnati, OH 45267
| | - D J Park
- Korea Food Research Institute, Jeollabuk-do 55365, Korea
| | - Y Kim
- Department of Agricultural Biotechnology and Center for Food and Bioconvergence, and Research Institute of Agriculture and Life Science, Seoul National University, Seoul 08826, Korea.
| | - S Oh
- Department of Functional Food and Biotechnology, Jeonju University, Jeonju 55069, Korea.
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40
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Nguyen-Dumont T, MacInnis RJ, Steen JA, Theys D, Tsimiklis H, Hammet F, Mahmoodi M, Pope BJ, Park DJ, Mahmood K, Severi G, Bolton D, Milne RL, Giles GG, Southey MC. Rare germline genetic variants and risk of aggressive prostate cancer. Int J Cancer 2020; 147:2142-2149. [PMID: 32338768 DOI: 10.1002/ijc.33024] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2019] [Revised: 03/10/2020] [Accepted: 04/01/2020] [Indexed: 01/02/2023]
Abstract
Few genetic risk factors have been demonstrated to be specifically associated with aggressive prostate cancer (PrCa). Here, we report a case-case study of PrCa comparing the prevalence of germline pathogenic/likely pathogenic (P/LP) genetic variants in 787 men with aggressive disease and 769 with nonaggressive disease. Overall, we observed P/LP variants in 11.4% of men with aggressive PrCa and 9.8% of men with nonaggressive PrCa (two-tailed Fisher's exact tests, P = .28). The proportion of BRCA2 and ATM P/LP variant carriers in men with aggressive PrCa exceeded that observed in men with nonaggressive PrCa; 18/787 carriers (2.3%) and 4/769 carriers (0.5%), P = .004, and 14/787 carriers (0.02%) and 5/769 carriers (0.01%), P = .06, respectively. Our findings contribute to the extensive international effort to interpret the genetic variation identified in genes included on gene-panel tests, for which there is currently an insufficient evidence-base for clinical translation in the context of PrCa risk.
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Affiliation(s)
- Tú Nguyen-Dumont
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia.,Department of Clinical Pathology, The University of Melbourne, Melbourne, Victoria, Australia
| | - Robert J MacInnis
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia.,Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Victoria, Australia
| | - Jason A Steen
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Derrick Theys
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia
| | - Helen Tsimiklis
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia.,Department of Clinical Pathology, The University of Melbourne, Melbourne, Victoria, Australia
| | - Fleur Hammet
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia.,Department of Clinical Pathology, The University of Melbourne, Melbourne, Victoria, Australia
| | - Maryam Mahmoodi
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia.,Department of Clinical Pathology, The University of Melbourne, Melbourne, Victoria, Australia
| | - Bernard J Pope
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia.,The University of Melbourne Centre for Cancer Research, Victoria Comprehensive Cancer Centre, Melbourne, Victoria, Australia.,Colorectal Oncogenomics Group, Department of Clinical Pathology, The University of Melbourne, Melbourne, Victoria, Australia.,Melbourne Bioinformatics, The University of Melbourne, Melbourne, Victoria, Australia
| | - Daniel J Park
- Department of Clinical Pathology, The University of Melbourne, Melbourne, Victoria, Australia.,Melbourne Bioinformatics, The University of Melbourne, Melbourne, Victoria, Australia
| | - Khalid Mahmood
- Colorectal Oncogenomics Group, Department of Clinical Pathology, The University of Melbourne, Melbourne, Victoria, Australia.,Melbourne Bioinformatics, The University of Melbourne, Melbourne, Victoria, Australia
| | - Gianluca Severi
- CESP Inserm U1018, Faculté de Médecine - Université Paris-Sud, Faculté de Médecine - UVSQ, Université Paris-Saclay, Villejuif, France.,Gustave Roussy, Villejuif, France
| | - Damien Bolton
- Department of Surgery, The University of Melbourne, Austin Health, Melbourne, Victoria, Australia
| | - Roger L Milne
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia.,Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia.,Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Victoria, Australia
| | - Graham G Giles
- Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia.,Centre for Epidemiology and Biostatistics, The University of Melbourne, Melbourne, Victoria, Australia
| | - Melissa C Southey
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, Victoria, Australia.,Department of Clinical Pathology, The University of Melbourne, Melbourne, Victoria, Australia.,Cancer Epidemiology Division, Cancer Council Victoria, Melbourne, Victoria, Australia.,The University of Melbourne Centre for Cancer Research, Victoria Comprehensive Cancer Centre, Melbourne, Victoria, Australia
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Gaye A, Sy M, Ndiaye T, Siddle KJ, Park DJ, Deme AB, Mbaye A, Dieye B, Ndiaye YD, Neafsey DE, Early A, Farrell T, Yade MS, Diallo MA, Diongue K, Bei A, Ndiaye IM, Volkman SK, Badiane AS, Ndiaye D. Amplicon deep sequencing of kelch13 in Plasmodium falciparum isolates from Senegal. Malar J 2020; 19:134. [PMID: 32228566 PMCID: PMC7106636 DOI: 10.1186/s12936-020-03193-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Accepted: 03/20/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In 2006, the Senegalese National Malaria Control Programme recommended artemisinin-based combination therapy (ACT) with artemether-lumefantrine as the first-line treatment for uncomplicated Plasmodium falciparum malaria. To date, multiple mutations associated with artemisinin delayed parasite clearance have been described in Southeast Asia in the Pfk13 gene, such as Y493H, R539T, I543T and C580Y. Even though ACT remains clinically and parasitologically efficacious in Senegal, the spread of resistance is possible as shown by the earlier emergence of resistance to chloroquine in Southeast Asia that subsequently spread to Africa. Therefore, surveillance of artemisinin resistance in malaria endemic regions is crucial and requires the implementation of sensitive tools, such as next-generation sequencing (NGS) which can detect novel mutations at low frequency. METHODS Here, an amplicon sequencing approach was used to identify mutations in the Pfk13 gene in eighty-one P. falciparum isolates collected from three different regions of Senegal. RESULTS In total, 10 SNPs around the propeller domain were identified; one synonymous SNP and nine non-synonymous SNPs, and two insertions. Three of these SNPs (T478T, A578S and V637I) were located in the propeller domain. A578S, is the most frequent mutation observed in Africa, but has not previously been reported in Senegal. A previous study has suggested that A578S could disrupt the function of the Pfk13 propeller region. CONCLUSION As the genetic basis of possible artemisinin resistance may be distinct in Africa and Southeast Asia, further studies are necessary to assess the new SNPs reported in this study.
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Affiliation(s)
- Amy Gaye
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal.
| | - Mouhamad Sy
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | - Tolla Ndiaye
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | | | - Daniel J Park
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Awa B Deme
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | - Aminata Mbaye
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | - Baba Dieye
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | - Yaye Die Ndiaye
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | - Daniel E Neafsey
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Angela Early
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Mamadou Samb Yade
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | - Mamadou Alpha Diallo
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | - Khadim Diongue
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | - Amy Bei
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal.,Yale School of Public Health, Laboratory of Epidemiology and Public Health, 60 College Street, New Haven, CT, 06510, USA
| | - Ibrahima Mbaye Ndiaye
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | - Sarah K Volkman
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Aida Sadikh Badiane
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
| | - Daouda Ndiaye
- Laboratory of Parasitology and Mycology, Aristide le Dantec Hospital, Cheikh Anta Diop University, Dakar, Senegal
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42
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Wohl S, Metsky HC, Schaffner SF, Piantadosi A, Burns M, Lewnard JA, Chak B, Krasilnikova LA, Siddle KJ, Matranga CB, Bankamp B, Hennigan S, Sabina B, Byrne EH, McNall RJ, Shah RR, Qu J, Park DJ, Gharib S, Fitzgerald S, Barreira P, Fleming S, Lett S, Rota PA, Madoff LC, Yozwiak NL, MacInnis BL, Smole S, Grad YH, Sabeti PC. Combining genomics and epidemiology to track mumps virus transmission in the United States. PLoS Biol 2020; 18:e3000611. [PMID: 32045407 PMCID: PMC7012397 DOI: 10.1371/journal.pbio.3000611] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Accepted: 01/03/2020] [Indexed: 01/24/2023] Open
Abstract
Unusually large outbreaks of mumps across the United States in 2016 and 2017 raised questions about the extent of mumps circulation and the relationship between these and prior outbreaks. We paired epidemiological data from public health investigations with analysis of mumps virus whole genome sequences from 201 infected individuals, focusing on Massachusetts university communities. Our analysis suggests continuous, undetected circulation of mumps locally and nationally, including multiple independent introductions into Massachusetts and into individual communities. Despite the presence of these multiple mumps virus lineages, the genomic data show that one lineage has dominated in the US since at least 2006. Widespread transmission was surprising given high vaccination rates, but we found no genetic evidence that variants arising during this outbreak contributed to vaccine escape. Viral genomic data allowed us to reconstruct mumps transmission links not evident from epidemiological data or standard single-gene surveillance efforts and also revealed connections between apparently unrelated mumps outbreaks.
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Affiliation(s)
- Shirlee Wohl
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
| | - Hayden C. Metsky
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America
| | - Stephen F. Schaffner
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
- Department of Immunology and Infectious Diseases, Harvard TH Chan School of Public Health, Boston, Massachusetts, United States of America
| | - Anne Piantadosi
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, United States of America
| | - Meagan Burns
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Joseph A. Lewnard
- Division of Epidemiology and Biostatistics, School of Public Health, University of California, Berkeley, Berkeley, California, United States of America
| | - Bridget Chak
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
| | - Lydia A. Krasilnikova
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
| | - Katherine J. Siddle
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
| | - Christian B. Matranga
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
| | - Bettina Bankamp
- Division of Viral Diseases, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America
| | - Scott Hennigan
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Brandon Sabina
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Elizabeth H. Byrne
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
| | - Rebecca J. McNall
- Division of Viral Diseases, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America
| | - Rickey R. Shah
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
| | - James Qu
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
| | - Daniel J. Park
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
| | - Soheyla Gharib
- Harvard University Health Services, Harvard University, Cambridge, Massachusetts, United States of America
| | - Susan Fitzgerald
- Harvard University Health Services, Harvard University, Cambridge, Massachusetts, United States of America
| | - Paul Barreira
- Harvard University Health Services, Harvard University, Cambridge, Massachusetts, United States of America
| | - Stephen Fleming
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Susan Lett
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Paul A. Rota
- Division of Viral Diseases, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America
| | - Lawrence C. Madoff
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
- Department of Medicine, University of Massachusetts Medical School, Worcester, Massachusetts, United States of America
| | - Nathan L. Yozwiak
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
| | - Bronwyn L. MacInnis
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Department of Immunology and Infectious Diseases, Harvard TH Chan School of Public Health, Boston, Massachusetts, United States of America
| | - Sandra Smole
- Massachusetts Department of Public Health, Jamaica Plain, Massachusetts, United States of America
| | - Yonatan H. Grad
- Department of Immunology and Infectious Diseases, Harvard TH Chan School of Public Health, Boston, Massachusetts, United States of America
- Center for Communicable Disease Dynamics, Harvard TH Chan School of Public Health, Boston, Massachusetts, United States of America
- Division of Infectious Diseases, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Pardis C. Sabeti
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, United States of America
- Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
- Department of Immunology and Infectious Diseases, Harvard TH Chan School of Public Health, Boston, Massachusetts, United States of America
- Howard Hughes Medical Institute, Chevy Chase, Maryland, United States of America
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Ye SH, Siddle KJ, Park DJ, Sabeti PC. Benchmarking Metagenomics Tools for Taxonomic Classification. Cell 2019; 178:779-794. [PMID: 31398336 PMCID: PMC6716367 DOI: 10.1016/j.cell.2019.07.010] [Citation(s) in RCA: 228] [Impact Index Per Article: 45.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2019] [Revised: 06/18/2019] [Accepted: 07/08/2019] [Indexed: 01/17/2023]
Abstract
Metagenomic sequencing is revolutionizing the detection and characterization of microbial species, and a wide variety of software tools are available to perform taxonomic classification of these data. The fast pace of development of these tools and the complexity of metagenomic data make it important that researchers are able to benchmark their performance. Here, we review current approaches for metagenomic analysis and evaluate the performance of 20 metagenomic classifiers using simulated and experimental datasets. We describe the key metrics used to assess performance, offer a framework for the comparison of additional classifiers, and discuss the future of metagenomic data analysis.
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Affiliation(s)
- Simon H Ye
- Harvard-MIT Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
| | - Katherine J Siddle
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Systems Biology, Department of Organismal and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Daniel J Park
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Pardis C Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Center for Systems Biology, Department of Organismal and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA; Department of Immunology and Infectious Disease, Harvard School of Public Health, Boston, MA 02115, USA; Howard Hughes Medical Institute (HHMI), Chevy Chase, MD 20815, USA
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Jones MR, Urits I, Ehrhardt KP, Cefalu JN, Kendrick JB, Park DJ, Cornett EM, Kaye AD, Viswanath O. A Comprehensive Review of Trigeminal Neuralgia. Curr Pain Headache Rep 2019; 23:74. [DOI: 10.1007/s11916-019-0810-0] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
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Metsky HC, Siddle KJ, Gladden-Young A, Qu J, Yang DK, Brehio P, Goldfarb A, Piantadosi A, Wohl S, Carter A, Lin AE, Barnes KG, Tully DC, Corleis B, Hennigan S, Barbosa-Lima G, Vieira YR, Paul LM, Tan AL, Garcia KF, Parham LA, Odia I, Eromon P, Folarin OA, Goba A, Simon-Lorière E, Hensley L, Balmaseda A, Harris E, Kwon DS, Allen TM, Runstadler JA, Smole S, Bozza FA, Souza TML, Isern S, Michael SF, Lorenzana I, Gehrke L, Bosch I, Ebel G, Grant DS, Happi CT, Park DJ, Gnirke A, Sabeti PC, Matranga CB. Capturing sequence diversity in metagenomes with comprehensive and scalable probe design. Nat Biotechnol 2019; 37:160-168. [PMID: 30718881 PMCID: PMC6587591 DOI: 10.1038/s41587-018-0006-x] [Citation(s) in RCA: 69] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Accepted: 12/18/2018] [Indexed: 01/24/2023]
Abstract
Metagenomic sequencing has the potential to transform microbial detection and characterization, but new tools are needed to improve its sensitivity. Here we present CATCH, a computational method to enhance nucleic acid capture for enrichment of diverse microbial taxa. CATCH designs optimal probe sets, with a specified number of oligonucleotides, that achieve full coverage of, and scale well with, known sequence diversity. We focus on applying CATCH to capture viral genomes in complex metagenomic samples. We design, synthesize, and validate multiple probe sets, including one that targets the whole genomes of the 356 viral species known to infect humans. Capture with these probe sets enriches unique viral content on average 18-fold, allowing us to assemble genomes that could not be recovered without enrichment, and accurately preserves within-sample diversity. We also use these probe sets to recover genomes from the 2018 Lassa fever outbreak in Nigeria and to improve detection of uncharacterized viral infections in human and mosquito samples. The results demonstrate that CATCH enables more sensitive and cost-effective metagenomic sequencing.
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Affiliation(s)
- Hayden C. Metsky
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA ,0000 0001 2341 2786grid.116068.8Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA USA
| | - Katherine J. Siddle
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA ,000000041936754Xgrid.38142.3cDepartment of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA USA
| | | | - James Qu
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - David K. Yang
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA ,000000041936754Xgrid.38142.3cDepartment of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA USA
| | - Patrick Brehio
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Andrew Goldfarb
- 000000041936754Xgrid.38142.3cFaculty of Arts and Sciences, Harvard University, Cambridge, MA USA
| | - Anne Piantadosi
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA ,0000 0004 0386 9924grid.32224.35Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA USA
| | - Shirlee Wohl
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA ,000000041936754Xgrid.38142.3cDepartment of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA USA
| | - Amber Carter
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Aaron E. Lin
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA ,000000041936754Xgrid.38142.3cDepartment of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA USA
| | - Kayla G. Barnes
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA ,000000041936754Xgrid.38142.3cDepartment of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA USA ,000000041936754Xgrid.38142.3cDepartment of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA USA
| | - Damien C. Tully
- 0000 0004 0489 3491grid.461656.6The Ragon Institute of MGH, MIT and Harvard, Cambridge, MA USA
| | - Bjӧrn Corleis
- 0000 0004 0489 3491grid.461656.6The Ragon Institute of MGH, MIT and Harvard, Cambridge, MA USA
| | - Scott Hennigan
- 0000 0004 0378 6934grid.416511.6Massachusetts Department of Public Health, Boston, MA USA
| | - Giselle Barbosa-Lima
- 0000 0001 0723 0931grid.418068.3Fundação Oswaldo Cruz (FIOCRUZ), Rio de Janeiro, Rio de Janeiro, Brazil
| | - Yasmine R. Vieira
- 0000 0001 0723 0931grid.418068.3Fundação Oswaldo Cruz (FIOCRUZ), Rio de Janeiro, Rio de Janeiro, Brazil
| | - Lauren M. Paul
- 0000 0001 0647 2963grid.255962.fDepartment of Biological Sciences, College of Arts and Sciences, Florida Gulf Coast University, Fort Myers, FL USA
| | - Amanda L. Tan
- 0000 0001 0647 2963grid.255962.fDepartment of Biological Sciences, College of Arts and Sciences, Florida Gulf Coast University, Fort Myers, FL USA
| | - Kimberly F. Garcia
- 0000 0001 2297 2829grid.10601.36Instituto de Investigacion en Microbiologia, Universidad Nacional Autónoma de Honduras, Tegucigalpa, Honduras
| | - Leda A. Parham
- 0000 0001 2297 2829grid.10601.36Instituto de Investigacion en Microbiologia, Universidad Nacional Autónoma de Honduras, Tegucigalpa, Honduras
| | - Ikponmwosa Odia
- Institute of Lassa Fever Research and Control, Irrua Specialist Teaching Hospital, Irrua, Nigeria
| | - Philomena Eromon
- grid.442553.1African Center of Excellence for Genomics of Infectious Disease (ACEGID), Redeemer’s University, Ede, Nigeria
| | - Onikepe A. Folarin
- grid.442553.1African Center of Excellence for Genomics of Infectious Disease (ACEGID), Redeemer’s University, Ede, Nigeria ,grid.442553.1Department of Biological Sciences, College of Natural Sciences, Redeemer’s University, Ede, Nigeria
| | - Augustine Goba
- Lassa Fever Laboratory, Kenema Government Hospital, Kenema, Sierra Leone
| | | | - Etienne Simon-Lorière
- 0000 0001 2353 6535grid.428999.7Evolutionary Genomics of RNA Viruses, Virology Department, Institut Pasteur, Paris, France
| | - Lisa Hensley
- 0000 0001 2164 9667grid.419681.3Integrated Research Facility, Division of Clinical Research, National Institute of Allergy and Infectious Diseases, US National Institutes of Health, Frederick, MD USA
| | - Angel Balmaseda
- Laboratorio Nacional de Virología, Centro Nacional de Diagnóstico y Referencia, Ministry of Health, Managua, Nicaragua
| | - Eva Harris
- 0000 0001 2181 7878grid.47840.3fDivision of Infectious Diseases and Vaccinology, School of Public Health, University of California, Berkeley, Berkeley, CA USA
| | - Douglas S. Kwon
- 0000 0004 0386 9924grid.32224.35Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA USA ,0000 0004 0489 3491grid.461656.6The Ragon Institute of MGH, MIT and Harvard, Cambridge, MA USA
| | - Todd M. Allen
- 0000 0004 0489 3491grid.461656.6The Ragon Institute of MGH, MIT and Harvard, Cambridge, MA USA
| | - Jonathan A. Runstadler
- 0000 0004 1936 7531grid.429997.8Department of Infectious Disease and Global Health, Cummings School of Veterinary Medicine, Tufts University, North Grafton, MA USA
| | - Sandra Smole
- 0000 0004 0378 6934grid.416511.6Massachusetts Department of Public Health, Boston, MA USA
| | - Fernando A. Bozza
- 0000 0001 0723 0931grid.418068.3Fundação Oswaldo Cruz (FIOCRUZ), Rio de Janeiro, Rio de Janeiro, Brazil
| | - Thiago M. L. Souza
- 0000 0001 0723 0931grid.418068.3Fundação Oswaldo Cruz (FIOCRUZ), Rio de Janeiro, Rio de Janeiro, Brazil
| | - Sharon Isern
- 0000 0001 0647 2963grid.255962.fDepartment of Biological Sciences, College of Arts and Sciences, Florida Gulf Coast University, Fort Myers, FL USA
| | - Scott F. Michael
- 0000 0001 0647 2963grid.255962.fDepartment of Biological Sciences, College of Arts and Sciences, Florida Gulf Coast University, Fort Myers, FL USA
| | - Ivette Lorenzana
- 0000 0001 2297 2829grid.10601.36Instituto de Investigacion en Microbiologia, Universidad Nacional Autónoma de Honduras, Tegucigalpa, Honduras
| | - Lee Gehrke
- 0000 0001 2341 2786grid.116068.8Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA USA ,000000041936754Xgrid.38142.3cDepartment of Microbiology and Immunobiology, Harvard Medical School, Boston, MA USA
| | - Irene Bosch
- 0000 0001 2341 2786grid.116068.8Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA USA
| | - Gregory Ebel
- 0000 0004 1936 8083grid.47894.36Department of Microbiology, Immunology and Pathology, Colorado State University, Fort Collins, CO USA
| | - Donald S. Grant
- Lassa Fever Laboratory, Kenema Government Hospital, Kenema, Sierra Leone ,0000 0001 2290 9707grid.442296.fCollege of Medicine and Allied Health Sciences, University of Sierra Leone, Freetown, Sierra Leone
| | - Christian T. Happi
- 000000041936754Xgrid.38142.3cDepartment of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA USA ,Institute of Lassa Fever Research and Control, Irrua Specialist Teaching Hospital, Irrua, Nigeria ,grid.442553.1African Center of Excellence for Genomics of Infectious Disease (ACEGID), Redeemer’s University, Ede, Nigeria ,grid.442553.1Department of Biological Sciences, College of Natural Sciences, Redeemer’s University, Ede, Nigeria
| | - Daniel J. Park
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Andreas Gnirke
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Pardis C. Sabeti
- grid.66859.34Broad Institute of MIT and Harvard, Cambridge, MA USA ,000000041936754Xgrid.38142.3cDepartment of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA USA ,000000041936754Xgrid.38142.3cDepartment of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA USA ,0000 0001 2167 1581grid.413575.1Howard Hughes Medical Institute, Chevy Chase, MD USA
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Siddle KJ, Eromon P, Barnes KG, Mehta S, Oguzie JU, Odia I, Schaffner SF, Winnicki SM, Shah RR, Qu J, Wohl S, Brehio P, Iruolagbe C, Aiyepada J, Uyigue E, Akhilomen P, Okonofua G, Ye S, Kayode T, Ajogbasile F, Uwanibe J, Gaye A, Momoh M, Chak B, Kotliar D, Carter A, Gladden-Young A, Freije CA, Omoregie O, Osiemi B, Muoebonam EB, Airende M, Enigbe R, Ebo B, Nosamiefan I, Oluniyi P, Nekoui M, Ogbaini-Emovon E, Garry RF, Andersen KG, Park DJ, Yozwiak NL, Akpede G, Ihekweazu C, Tomori O, Okogbenin S, Folarin OA, Okokhere PO, MacInnis BL, Sabeti PC, Happi CT. Genomic Analysis of Lassa Virus during an Increase in Cases in Nigeria in 2018. N Engl J Med 2018; 379:1745-1753. [PMID: 30332564 PMCID: PMC6181183 DOI: 10.1056/nejmoa1804498] [Citation(s) in RCA: 110] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
During 2018, an unusual increase in Lassa fever cases occurred in Nigeria, raising concern among national and international public health agencies. We analyzed 220 Lassa virus genomes from infected patients, including 129 from the 2017-2018 transmission season, to understand the viral populations underpinning the increase. A total of 14 initial genomes from 2018 samples were generated at Redeemer's University in Nigeria, and the findings were shared with the Nigerian Center for Disease Control in real time. We found that the increase in cases was not attributable to a particular Lassa virus strain or sustained by human-to-human transmission. Instead, the data were consistent with ongoing cross-species transmission from local rodent populations. Phylogenetic analysis also revealed extensive viral diversity that was structured according to geography, with major rivers appearing to act as barriers to migration of the rodent reservoir.
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Affiliation(s)
- Katherine J Siddle
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Philomena Eromon
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Kayla G Barnes
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Samar Mehta
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Judith U Oguzie
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Ikponmwosa Odia
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Stephen F Schaffner
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Sarah M Winnicki
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Rickey R Shah
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - James Qu
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Shirlee Wohl
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Patrick Brehio
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Christopher Iruolagbe
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - John Aiyepada
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Eghosa Uyigue
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Patience Akhilomen
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Grace Okonofua
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Simon Ye
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Tolulope Kayode
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Fehintola Ajogbasile
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Jessica Uwanibe
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Amy Gaye
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Mambu Momoh
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Bridget Chak
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Dylan Kotliar
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Amber Carter
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Adrianne Gladden-Young
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Catherine A Freije
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Omigie Omoregie
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Blessing Osiemi
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Ekene B Muoebonam
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Michael Airende
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Rachael Enigbe
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Benevolence Ebo
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Iguosadolo Nosamiefan
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Paul Oluniyi
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Mahan Nekoui
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Ephraim Ogbaini-Emovon
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Robert F Garry
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Kristian G Andersen
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Daniel J Park
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Nathan L Yozwiak
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - George Akpede
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Chikwe Ihekweazu
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Oyewale Tomori
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Sylvanus Okogbenin
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Onikepe A Folarin
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Peter O Okokhere
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Bronwyn L MacInnis
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Pardis C Sabeti
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
| | - Christian T Happi
- From the Broad Institute of the Massachusetts Institute of Technology (MIT) and Harvard University (K.J.S., K.G.B., S.M., S.F.S., S.M.W., R.R.S., J.Q., S.W., P.B., S.Y., B.C., D.K., A.C., A.G.-Y., C.A.F., D.J.P., N.L.Y., B.L.M., P.C.S.), the Center for Systems Biology, Department of Organismic and Evolutionary Biology (K.J.S., K.G.B., S.F.S., S.W., B.C., D.K., C.A.F., N.L.Y., P.C.S.), and the Faculty of Arts and Sciences (M.N.), Harvard University, Harvard University Extension School (R.R.S.), and Harvard-MIT Health Sciences and Technology, MIT (S.Y., P.C.S.), Cambridge, and the Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health (K.G.B., S.F.S., B.L.M., P.C.S., C.T.H.), and Beth Israel Deaconess Medical Center, Division of Infectious Diseases (S.M.), Boston - all in Massachusetts; the African Center of Excellence for Genomics of Infectious Diseases (P.E., J.U.O., E.U., T.K., F.A., J.U., A.G., M.M., I.N., P.O., O.T., O.A.F., C.T.H.) and the Department of Biological Sciences, College of Natural Sciences (J.U.O., E.U., T.K., F.A., J.U., P.O., O.A.F., C.T.H.), Redeemer's University, Ede, the Institute of Lassa Fever Research and Control (I.O., C. Iruolagbe, J.A., E.U., P.A., G.O., O.O., B.O., E.B.M., M.A., R.E., B.E., E.O.-E., G.A., S.O., P.O.O., C.T.H.) and the Department of Medicine (P.O.O.), Irrua Specialist Teaching Hospital, Irrua, the Nigeria Center for Disease Control, Abuja (C. Ihekweazu), and the Department of Medicine, Faculty of Clinical Sciences, Ambrose Alli University, Ekpoma (P.O.O.) - all in Nigeria; the Laboratory of Parasitology/Mycology HALD, Cheikh Anta Diop University of Dakar, Dakar, Senegal (A.G.); Kenema Government Hospital, Kenema, Sierra Leone (M.M.); Tulane Health Sciences Center, Tulane University, New Orleans (R.F.G.); the Departments of Immunology and Microbial Science and Integrative Structural and Computational Biology, Scripps Research Institute, and the Scripps Translational Science Institute, La Jolla, CA (K.G.A.); and Howard Hughes Medical Institute, Chevy Chase, MD (P.C.S.)
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Jung CH, Park DJ, Georgeson P, Mahmood K, Milne RL, Southey MC, Pope BJ. sEst: Accurate Sex-Estimation and Abnormality Detection in Methylation Microarray Data. Int J Mol Sci 2018; 19:ijms19103172. [PMID: 30326623 PMCID: PMC6213967 DOI: 10.3390/ijms19103172] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Revised: 10/08/2018] [Accepted: 10/09/2018] [Indexed: 01/21/2023] Open
Abstract
DNA methylation influences predisposition, development and prognosis for many diseases, including cancer. However, it is not uncommon to encounter samples with incorrect sex labelling or atypical sex chromosome arrangement. Sex is one of the strongest influencers of the genomic distribution of DNA methylation and, therefore, correct assignment of sex and filtering of abnormal samples are essential for the quality control of study data. Differences in sex chromosome copy numbers between sexes and X-chromosome inactivation in females result in distinctive sex-specific patterns in the distribution of DNA methylation levels. In this study, we present a software tool, sEst, which incorporates clustering analysis to infer sex and to detect sex-chromosome abnormalities from DNA methylation microarray data. Testing with two publicly available datasets demonstrated that sEst not only correctly inferred the sex of the test samples, but also identified mislabelled samples and samples with potential sex-chromosome abnormalities, such as Klinefelter syndrome and Turner syndrome, the latter being a feature not offered by existing methods. Considering that sex and the sex-chromosome abnormalities can have large effects on many phenotypes, including diseases, our method can make a significant contribution to DNA methylation studies that are based on microarray platforms.
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Affiliation(s)
- Chol-Hee Jung
- Melbourne Bioinformatics, The University of Melbourne, Parkville, VIC 3010, Australia.
| | - Daniel J Park
- Melbourne Bioinformatics, The University of Melbourne, Parkville, VIC 3010, Australia.
| | - Peter Georgeson
- Melbourne Bioinformatics, The University of Melbourne, Parkville, VIC 3010, Australia.
- Department of Clinical Pathology, The University of Melbourne, Parkville, VIC 3010, Australia.
| | - Khalid Mahmood
- Melbourne Bioinformatics, The University of Melbourne, Parkville, VIC 3010, Australia.
| | - Roger L Milne
- Cancer Epidemiology & Intelligence Division, Cancer Council Victoria, Melbourne, VIC 3004, Australia.
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, VIC, 3010, Australia.
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC 3168, Australia.
| | - Melissa C Southey
- Cancer Epidemiology & Intelligence Division, Cancer Council Victoria, Melbourne, VIC 3004, Australia.
- Precision Medicine, School of Clinical Sciences at Monash Health, Monash University, Clayton, VIC 3168, Australia.
- Genetic Epidemiology Laboratory, The University of Melbourne, Parkville, VIC 3010, Australia.
| | - Bernard J Pope
- Melbourne Bioinformatics, The University of Melbourne, Parkville, VIC 3010, Australia.
- Department of Clinical Pathology, The University of Melbourne, Parkville, VIC 3010, Australia.
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, VIC, 3010, Australia.
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48
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Pope BJ, Hammet F, Nguyen-Dumont T, Park DJ. Hi-Plex for Simple, Accurate, and Cost-Effective Amplicon-based Targeted DNA Sequencing. Methods Mol Biol 2018; 1712:53-70. [PMID: 29224068 DOI: 10.1007/978-1-4939-7514-3_5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Hi-Plex is a suite of methods to enable simple, accurate, and cost-effective highly multiplex PCR-based targeted sequencing (Nguyen-Dumont et al., Biotechniques 58:33-36, 2015). At its core is the principle of using gene-specific primers (GSPs) to "seed" (or target) the reaction and universal primers to "drive" the majority of the reaction. In this manner, effects on amplification efficiencies across the target amplicons can, to a large extent, be restricted to early seeding cycles. Product sizes are defined within a relatively narrow range to enable high-specificity size selection, replication uniformity across target sites (including in the context of fragmented input DNA such as that derived from fixed tumor specimens (Nguyen-Dumont et al., Biotechniques 55:69-74, 2013; Nguyen-Dumont et al., Anal Biochem 470:48-51, 2015), and application of high-specificity genetic variant calling algorithms (Pope et al., Source Code Biol Med 9:3, 2014; Park et al., BMC Bioinformatics 17:165, 2016). Hi-Plex offers a streamlined workflow that is suitable for testing large numbers of specimens without the need for automation.
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Affiliation(s)
- Bernard J Pope
- Melbourne Bioinformatics, The University of Melbourne, Parkville, VIC, 3010, Australia
| | - Fleur Hammet
- Genomic Technologies Group, Genetic Epidemiology Laboratory, Department of Medicine, The University of Melbourne, Parkville, VIC, 3010, Australia
| | - Tu Nguyen-Dumont
- Genomic Technologies Group, Genetic Epidemiology Laboratory, Department of Medicine, The University of Melbourne, Parkville, VIC, 3010, Australia
| | - Daniel J Park
- Melbourne Bioinformatics, The University of Melbourne, Parkville, VIC, 3010, Australia. .,Genomic Technologies Group, Genetic Epidemiology Laboratory, Department of Medicine, The University of Melbourne, Parkville, VIC, 3010, Australia.
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Park DJ, Shin JH, Park KH, Ryu HC. Electrically controllable THz asymmetric split-loop resonator with an outer square loop based on VO 2. Opt Express 2018; 26:17397-17406. [PMID: 30119551 DOI: 10.1364/oe.26.017397] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2018] [Accepted: 06/18/2018] [Indexed: 06/08/2023]
Abstract
In this paper, we propose an asymmetric split-loop resonator with an outer square loop (ASLR-OSL) based on vanadium dioxide (VO2) which can actively control the transmission characteristics of a terahertz wave while maintaining a high quality factor of the asymmetric split-loop resonator (ASLR) by adding an outer square loop. The proposed ASLR-OSL demonstrated transmission characteristics similar to those of ASLR, and the transmission characteristics of ASLR-OSL were successfully controlled by directly applying a bias voltage. These results show a simple method for imposing active properties on a common metamaterial having a high quality factor by adding a loop structure.
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Boyle SM, Ali N, Olszanski AJ, Park DJ, Xiao G, Guy S, Doyle AM. Donor-Derived Metastatic Melanoma and Checkpoint Inhibition. Transplant Proc 2018; 49:1551-1554. [PMID: 28838438 DOI: 10.1016/j.transproceed.2017.06.007] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2017] [Revised: 05/30/2017] [Accepted: 06/16/2017] [Indexed: 11/29/2022]
Abstract
Donor-derived malignancy, particularly melanoma, is a rare but known complication of organ transplantation. Here we describe a case of metastatic melanoma in a deceased-donor kidney transplant recipient. After diagnosis, the patient was successfully treated with cessation of immunosuppression, explantation of the renal allograft, and novel melanoma therapies, including the mutation-targeted agents dabrafenib and trametinib and the immune checkpoint inhibitor nivolumab. These 2 new classes of melanoma therapy have revolutionized the course of metastatic melanoma, altering it from one of nearly certain mortality to one of potential cure. This case reviews the mechanisms of action of these therapies and reports our experience with them in the rare setting of donor-derived melanoma in a dialysis-dependent patient.
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Affiliation(s)
- S M Boyle
- Division of Nephrology, Drexel University College of Medicine, Philadelphia, Pennsylvania.
| | - N Ali
- Division of Medical Oncology, Fox Chase Cancer Center, Philadelphia, Pennsylvania
| | - A J Olszanski
- Division of Medical Oncology, Fox Chase Cancer Center, Philadelphia, Pennsylvania
| | - D J Park
- Division of Transplant Surgery, Hahnemann University Hospital, Philadelphia, Pennsylvania
| | - G Xiao
- Division of Transplant Surgery, Hahnemann University Hospital, Philadelphia, Pennsylvania
| | - S Guy
- Division of Transplant Surgery, Hahnemann University Hospital, Philadelphia, Pennsylvania
| | - A M Doyle
- Division of Nephrology, University of Virginia School of Medicine, Charlottesville, Virginia
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