1
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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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2
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Adams G, Moreno GK, Petros BA, Uddin R, Levine Z, Kotzen B, Messer K, Dobbins ST, DeRuff KC, Loreth C, Brock-Fisher T, Schaffner SF, Chaluvadi S, Kanjilal S, Luban J, Ozonoff A, Park D, Turbett S, Siddle KJ, MacInnis BL, Sabeti P, Lemieux J. The 2022 RSV surge was driven by multiple viral lineages. medRxiv 2023:2023.01.04.23284195. [PMID: 36656774 PMCID: PMC9844019 DOI: 10.1101/2023.01.04.23284195] [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] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
The US experienced an early and severe respiratory syncytial virus (RSV) surge in autumn 2022. Despite the pressure this has put on hospitals and care centers, the factors promoting the surge in cases are unknown. To investigate whether viral characteristics contributed to the extent or severity of the surge, we sequenced 105 RSV-positive specimens from symptomatic patients diagnosed with RSV who presented to the Massachusetts General Hospital (MGH) and its outpatient practices in the Greater Boston Area. Genomic analysis of the resulting 77 genomes (54 with >80% coverage, and 23 with >5% coverage) demonstrated that the surge was driven by multiple lineages of RSV-A (91%; 70/77) and RSV-B (9%; 7/77). Phylogenetic analysis of all US RSV-A revealed 12 clades, 4 of which contained Massachusetts and Washington genomes. These clades individually had times to most recent common ancestor (tMRCA) between 2014 and 2017, and together had a tMRCA of 2009, suggesting that they emerged well before the COVID-19 pandemic. Similarly, the RSV-B genomes had a tMRCA between 2016 and 2019. We found that the RSV-A and RSV-B genomes in our sample did not differ statistically from the estimated clock rate of the larger phylogenetic tree (10.6 and 12.4 substitutions per year, respectively). In summary, the polyphyletic nature of viral genomes sequenced in the US during the autumn 2022 surge is inconsistent with the emergence of a single, highly transmissible causal RSV lineage.
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Affiliation(s)
- Gordon Adams
- Massachusetts General Hospital, Boston, MA, 02142.,Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Gage K. Moreno
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Brittany A. Petros
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, 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, Boston, MA, USA.,Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Rockib Uddin
- Massachusetts General Hospital, Boston, MA, 02142.,Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Zoe Levine
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA.,Harvard/Massachusetts Institute of Technology, MD-PhD Program, Boston, MA, USA.,Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02115, USA
| | - Ben Kotzen
- Massachusetts General Hospital, Boston, MA, 02142.,Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Katelyn Messer
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | | | | | | | | | - Stephen F. Schaffner
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA.,Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA.,Brigham and Women’s Hospital, Boston, MA, 02115
| | | | | | - 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.,Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - Al Ozonoff
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA.,Harvard Medical School, Boston, MA, 02115, USA
| | - Daniel Park
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Sarah Turbett
- Massachusetts General Hospital, Boston, MA, 02142.,Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | | | | | - Pardis Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA.,Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA.,Brigham and Women’s Hospital, Boston, MA, 02115.,Howard Hughes Medical Institute, Chevy Chase, MD, 20815, USA
| | - Jacob Lemieux
- Massachusetts General Hospital, Boston, MA, 02142.,Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
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3
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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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4
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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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5
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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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6
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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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7
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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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8
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Irish JC, Schumacher CA, Nair N, Camacho-Vanegas O, Figura JR, Wood A, Sandhu S, Chaluvadi S, Chupreta S, Kurihara L, Harkins T, Martignetti JA, Makarov V. Abstract 5392: Targeted next-generation sequencing of cell-free tumor DNA to longitudinally monitor cancer burden and progression. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-5392] [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
Targeted sequencing of cell-free (cfDNA) and circulating tumor DNA (ctcDNA) from blood enables detection of cancer-related mutations using minimally-invasive sample collection methods, and may make early detection of cancer possible, as well as improve monitoring of disease burden in translational research studies.
We have developed a series of targeted panels for detection of multiple cancer-related mutations. The panels are designed to efficiently amplify damaged or short fragments of DNA derived from FFPE and cfDNA/ctcDNA, where hundreds of primer pairs can be amplified in a single tube from overlapping targets using only 10 ng input material, making these panels ideal for limiting liquid biopsy samples. A panel which covers known “hotspot” mutations in 56 oncology-related genes has been used in a pilot research study to monitor gynecological cancer in 11 women in a longitudinal study, which found a correlation between the presence of cancer mutations and morbidity and mortality. In 2 of 11 women, the initial absence of mutations above 1% allele-frequency was followed by the appearance of mutations in 1-3 genes at allele frequencies of 5-78% in the later time point. These 2 patients experienced increased morbidity or mortality. In 9 of the 11 women, no mutations were observed, and 6 remain in remission, while 3 are living with cancer.
In an effort to further improve both workflow and performance, we are developing two technologies to incorporate into the panel design for future studies. The first will normalize library yield during PCR amplification for simple library pooling, which eliminates the requirement for library quantification and minimizes the time from sample to sequence. The second technology is a molecular ID (MID) system to tag each amplicon uniquely to allow data tracking to individual DNA fragments from the sample, and to increase confidence in variant calling by filtering PCR and sequencing errors. By incorporating technologies that reduce steps in the workflow, the likelihood of error is minimized, and combined with methods that increase confidence in low frequency variant calling, an ideal workflow for liquid biopsy samples is created.
Citation Format: Jonathan C. Irish, Cassie A. Schumacher, Navya Nair, Olga Camacho-Vanegas, Jordan Rose- Figura, Ashley Wood, Sukhinder Sandhu, Sushma Chaluvadi, Sergey Chupreta, Laurie Kurihara, Timothy Harkins, John A. Martignetti, Vladimir Makarov. Targeted next-generation sequencing of cell-free tumor DNA to longitudinally monitor cancer burden and progression [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 5392. doi:10.1158/1538-7445.AM2017-5392
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9
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Chaluvadi S, Hotchkiss Jr. A, Call J, Luchansky J, Phillips J, Liu LS, Yam K. Protection of probiotic bacteria in a synbiotic matrix following aerobic storage at 4 °C. Benef Microbes 2012; 3:175-87. [DOI: 10.3920/bm2012.0005] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
The survival of single strains of Bifidobacterium breve, Bifidobacterium longum, Lactobacillus acidophilus, and Lactobacillus reuteri was investigated in synbiotics that included 10 mg/ml of fructo-oligosaccharides, inulin and pectic-oligosaccharides in an alginate matrix under refrigerated (4 °C) aerobic storage conditions. When the matrices were cross-linked with calcium (45 mM), 102-103 cfu/ml of L. acidophilus and L. reuteri, and 0-103 cfu/ml of B. breve and B. longum survived refrigerated aerobic storage for 28 days. Following refrigerated storage, acetic (3-9 mM), butyric (0-2 mM), propionic (5-16 mM) and lactic acids (1-48 mM) were produced during the growth of probiotics in BHI broth at 37 °C, suggesting their metabolic activity after storage was stressed. When calcium cross-linking was not used in synbiotics, the matrix remained more gel-like after inoculation when compared to the calcium cross-linked matrix. At least 107 cfu/ml of probiotic bacteria survived after 21 days of storage within these gel-like alginate matrices. Significantly higher levels of B. breve, L. acidophilus and L. reuteri were obtained from the synbiotic matrices supplemented with fructo-oligosaccharides, inulin and pectic-oligosaccharides compared to alginate alone. B. longum survival was the same (~7 logs) in all gel-like synbiotic matrices. These results show that synbiotics protected probiotic bacteria and extended their shelf-life under refrigerated aerobic conditions. Synbiotics represent a viable delivery vehicle for health-promoting bacteria.
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Affiliation(s)
- S. Chaluvadi
- Department of Food Science, Rutgers, The State University of New Jersey, 65 Dudley Road, New Brunswick, NJ 08901, USA
| | - A.T. Hotchkiss Jr.
- US Department of Agriculture, Agricultural Research Service, Eastern Regional Research Center, 600 E. Mermaid Lane, Wyndmoor, PA 19038, USA
| | - J.E. Call
- US Department of Agriculture, Agricultural Research Service, Eastern Regional Research Center, 600 E. Mermaid Lane, Wyndmoor, PA 19038, USA
| | - J.B. Luchansky
- US Department of Agriculture, Agricultural Research Service, Eastern Regional Research Center, 600 E. Mermaid Lane, Wyndmoor, PA 19038, USA
| | - J.G. Phillips
- US Department of Agriculture, Agricultural Research Service, Eastern Regional Research Center, 600 E. Mermaid Lane, Wyndmoor, PA 19038, USA
| | - LS. Liu
- US Department of Agriculture, Agricultural Research Service, Eastern Regional Research Center, 600 E. Mermaid Lane, Wyndmoor, PA 19038, USA
| | - K.L. Yam
- Department of Food Science, Rutgers, The State University of New Jersey, 65 Dudley Road, New Brunswick, NJ 08901, USA
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