1
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Pop-Vicas AE, Anderson L, Hatas G, Stevens L, Buys A, O’Connor D, Wilson N, Riemersma K, Haddock Soto LA, Richardson A, Clemens C, Packham J, Shirley D, Safdar N. A severe acute respiratory coronavirus virus 2 (SARS-CoV-2) nosocomial cluster with inter-facility spread: Lessons learned. Infect Control Hosp Epidemiol 2024; 45:635-643. [PMID: 38173365 PMCID: PMC11027079 DOI: 10.1017/ice.2023.172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 06/06/2023] [Accepted: 06/23/2023] [Indexed: 01/05/2024]
Abstract
BACKGROUND Despite infection control guidance, sporadic nosocomial coronavirus disease 2019 (COVID-19) outbreaks occur. We describe a complex severe acute respiratory coronavirus virus 2 (SARS-CoV-2) cluster with interfacility spread during the SARS-CoV-2 δ (delta) pandemic surge in the Midwest. SETTING This study was conducted in (1) a hematology-oncology ward in a regional academic medical center and (2) a geographically distant acute rehabilitation hospital. METHODS We conducted contact tracing for each COVID-19 case to identify healthcare exposures within 14 days prior to diagnosis. Liberal testing was performed for asymptomatic carriage for patients and staff. Whole-genome sequencing was conducted for all available clinical isolates from patients and healthcare workers (HCWs) to identify transmission clusters. RESULTS In the immunosuppressed ward, 19 cases (4 patients, 15 HCWs) shared a genetically related SARS-CoV-2 isolate. Of these 4 patients, 3 died in the hospital or within 1 week of discharge. The suspected index case was a patient with new dyspnea, diagnosed during preprocedure screening. In the rehabilitation hospital, 20 cases (5 patients and 15 HCWs) positive for COVID-19, of whom 2 patients and 3 HCWs had an isolate genetically related to the above cluster. The suspected index case was a patient from the immune suppressed ward whose positive status was not detected at admission to the rehabilitation facility. Our response to this cluster included the following interventions in both settings: restricting visitors, restricting learners, restricting overflow admissions, enforcing strict compliance with escalated PPE, access to on-site free and frequent testing for staff, and testing all patients prior to hospital discharge and transfer to other facilities. CONCLUSIONS Stringent infection control measures can prevent nosocomial COVID-19 transmission in healthcare facilities with high-risk patients during pandemic surges. These interventions were successful in ending these outbreaks.
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Affiliation(s)
- Aurora E. Pop-Vicas
- Division of Infectious Disease, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Laura Anderson
- Department of Infection Control and Prevention, University of Wisconsin Health University Hospital, Madison, Wisconsin
| | - Gabrielle Hatas
- Department of Infection Control and Prevention, University of Wisconsin Health University Hospital, Madison, Wisconsin
| | - Linda Stevens
- Nursing Quality and Safety, University of Wisconsin Health University Hospital, Madison, Wisconsin
| | - Ashley Buys
- Employee Health Services, University of Wisconsin Hospitals and Clinics, Madison, Wisconsin
| | - David O’Connor
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, Wisconsin
| | - Nancy Wilson
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, Wisconsin
| | - Kasen Riemersma
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, Wisconsin
| | - Luis A Haddock Soto
- Department of Pathology and Laboratory Medicine, University of Wisconsin, Madison, Wisconsin
| | - Abby Richardson
- University of Wisconsin Health Rehabilitation Hospital, Madison, Wisconsin
| | - Christine Clemens
- University of Wisconsin Health Rehabilitation Hospital, Madison, Wisconsin
| | - Jennylynde Packham
- University of Wisconsin Health Rehabilitation Hospital, Madison, Wisconsin
| | - Daniel Shirley
- Division of Infectious Disease, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Nasia Safdar
- Division of Infectious Disease, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
- William S. Middleton Memorial Veterans’ Affairs Medical Center, Madison, Wisconsin
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2
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Marques AD, Sherrill-Mix S, Everett J, Reddy S, Hokama P, Roche AM, Hwang Y, Glascock A, Whiteside SA, Graham-Wooten J, Khatib LA, Fitzgerald AS, Moustafa AM, Bianco C, Rajagopal S, Helton J, Deming R, Denu L, Ahmed A, Kitt E, Coffin SE, Newbern C, Mell JC, Planet PJ, Badjatia N, Richards B, Wang ZX, Cannuscio CC, Strelau KM, Jaskowiak-Barr A, Cressman L, Loughrey S, Ganguly A, Feldman MD, Collman RG, Rodino KG, Kelly BJ, Bushman FD. SARS-CoV-2 variants associated with vaccine breakthrough in the Delaware Valley through summer 2021. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2021:2021.10.18.21264623. [PMID: 34704098 PMCID: PMC8547530 DOI: 10.1101/2021.10.18.21264623] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
The severe acute respiratory coronavirus-2 (SARS-CoV-2) is the cause of the global outbreak of COVID-19. Evidence suggests that the virus is evolving to allow efficient spread through the human population, including vaccinated individuals. Here we report a study of viral variants from surveillance of the Delaware Valley, including the city of Philadelphia, and variants infecting vaccinated subjects. We sequenced and analyzed complete viral genomes from 2621 surveillance samples from March 2020 to September 2021 and compared them to genome sequences from 159 vaccine breakthroughs. In the early spring of 2020, all detected variants were of the B.1 and closely related lineages. A mixture of lineages followed, notably including B.1.243 followed by B.1.1.7 (alpha), with other lineages present at lower levels. Later isolations were dominated by B.1.617.2 (delta) and other delta lineages; delta was the exclusive variant present by the last time sampled. To investigate whether any variants appeared preferentially in vaccine breakthroughs, we devised a model based on Bayesian autoregressive moving average logistic multinomial regression to allow rigorous comparison. This revealed that B.1.617.2 (delta) showed three-fold enrichment in vaccine breakthrough cases (odds ratio of 3; 95% credible interval 0.89-11). Viral point substitutions could also be associated with vaccine breakthroughs, notably the N501Y substitution found in the alpha, beta and gamma variants (odds ratio 2.04; 95% credible interval of 1.25-3.18). This study thus provides a detailed picture of viral evolution in the Delaware Valley and a geographically matched analysis of vaccine breakthroughs; it also introduces a rigorous statistical approach to interrogating enrichment of viral variants.
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Affiliation(s)
- Andrew D. Marques
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Scott Sherrill-Mix
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - John Everett
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Shantan Reddy
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Pascha Hokama
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Aoife M. Roche
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Young Hwang
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Abigail Glascock
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Samantha A. Whiteside
- Pulmonary, Allergy and Critical Care Division; Department of Medicine; University of Pennsylvania Perelman School of Medicine; Philadelphia, PA
| | - Jevon Graham-Wooten
- Pulmonary, Allergy and Critical Care Division; Department of Medicine; University of Pennsylvania Perelman School of Medicine; Philadelphia, PA
| | - Layla A. Khatib
- Pulmonary, Allergy and Critical Care Division; Department of Medicine; University of Pennsylvania Perelman School of Medicine; Philadelphia, PA
| | - Ayannah S. Fitzgerald
- Pulmonary, Allergy and Critical Care Division; Department of Medicine; University of Pennsylvania Perelman School of Medicine; Philadelphia, PA
| | - Ahmed M. Moustafa
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, PA
- Division of Gastroenterology, Hepatology & Nutrition, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Colleen Bianco
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Swetha Rajagopal
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Jenna Helton
- Division of COVID-19 Containment, Philadelphia Department of Public Health, Philadelphia, PA
| | - Regan Deming
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Lidiya Denu
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Azad Ahmed
- Department of Microbiology & Immunology, Center for Genomic Sciences, Drexel University College of Medicine. Philadelphia, PA
| | - Eimear Kitt
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, PA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Susan E. Coffin
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, PA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Claire Newbern
- Division of COVID-19 Containment, Philadelphia Department of Public Health, Philadelphia, PA
| | - Josh Chang Mell
- Department of Microbiology & Immunology, Center for Genomic Sciences, Drexel University College of Medicine. Philadelphia, PA
| | - Paul J. Planet
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, PA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
- Sackler Institute for Comparative Genomics, American Museum of Natural History, New York, NY
| | - Nitika Badjatia
- Molecular & Genomic Pathology Laboratory, Thomas Jefferson University Hospital, Philadelphia, PA
| | - Bonnie Richards
- Jefferson Occupational Health Network for Employees and Students (JOHN), Thomas Jefferson University, Philadelphia, PA
| | - Zi-Xuan Wang
- Molecular & Genomic Pathology Laboratory, Thomas Jefferson University Hospital, Philadelphia, PA
- Department of Anatomy, Pathology, and Cell Biology, Thomas Jefferson University Hospital, Philadelphia, PA
| | - Carolyn C. Cannuscio
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA
- Department of Family Medicine and Community Health, University of Pennsylvania, Philadelphia, PA
| | - Katherine M. Strelau
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA
- Department of Family Medicine and Community Health, University of Pennsylvania, Philadelphia, PA
| | - Anne Jaskowiak-Barr
- Division of Infectious Diseases; Department of Medicine & Department of Biostatistics, Epidemiology, and Informatics; Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Leigh Cressman
- Division of Infectious Diseases; Department of Medicine & Department of Biostatistics, Epidemiology, and Informatics; Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Sean Loughrey
- Division of Infectious Diseases; Department of Medicine & Department of Biostatistics, Epidemiology, and Informatics; Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Arupa Ganguly
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Michael D. Feldman
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Ronald G. Collman
- Pulmonary, Allergy and Critical Care Division; Department of Medicine; University of Pennsylvania Perelman School of Medicine; Philadelphia, PA
| | - Kyle G. Rodino
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Brendan J. Kelly
- Division of Infectious Diseases; Department of Medicine & Department of Biostatistics, Epidemiology, and Informatics; Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Frederic D. Bushman
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
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3
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Marques AD, Sherrill-Mix S, Everett JK, Reddy S, Hokama P, Roche AM, Hwang Y, Glascock A, Whiteside SA, Graham-Wooten J, Khatib LA, Fitzgerald AS, Moustafa AM, Bianco C, Rajagopal S, Helton J, Deming R, Denu L, Ahmed A, Kitt E, Coffin SE, Newbern C, Mell JC, Planet PJ, Badjatia N, Richards B, Wang ZX, Cannuscio CC, Strelau KM, Jaskowiak-Barr A, Cressman L, Loughrey S, Ganguly A, Feldman MD, Collman RG, Rodino KG, Kelly BJ, Bushman FD. SARS-CoV-2 Variants Associated with Vaccine Breakthrough in the Delaware Valley through Summer 2021. mBio 2021; 13:e0378821. [PMID: 35130727 PMCID: PMC8942461 DOI: 10.1128/mbio.03788-21] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 01/12/2022] [Indexed: 12/29/2022] Open
Abstract
The severe acute respiratory coronavirus-2 (SARS-CoV-2) is the cause of the global outbreak of COVID-19. Evidence suggests that the virus is evolving to allow efficient spread through the human population, including vaccinated individuals. Here, we report a study of viral variants from surveillance of the Delaware Valley, including the city of Philadelphia, and variants infecting vaccinated subjects. We sequenced and analyzed complete viral genomes from 2621 surveillance samples from March 2020 to September 2021 and compared them to genome sequences from 159 vaccine breakthroughs. In the early spring of 2020, all detected variants were of the B.1 and closely related lineages. A mixture of lineages followed, notably including B.1.243 followed by B.1.1.7 (alpha), with other lineages present at lower levels. Later isolations were dominated by B.1.617.2 (delta) and other delta lineages; delta was the exclusive variant present by the last time sampled. To investigate whether any variants appeared preferentially in vaccine breakthroughs, we devised a model based on Bayesian autoregressive moving average logistic multinomial regression to allow rigorous comparison. This revealed that B.1.617.2 (delta) showed 3-fold enrichment in vaccine breakthrough cases (odds ratio of 3; 95% credible interval 0.89-11). Viral point substitutions could also be associated with vaccine breakthroughs, notably the N501Y substitution found in the alpha, beta and gamma variants (odds ratio 2.04; 95% credible interval of1.25-3.18). This study thus overviews viral evolution and vaccine breakthroughs in the Delaware Valley and introduces a rigorous statistical approach to interrogating enrichment of breakthrough variants against a changing background. IMPORTANCE SARS-CoV-2 vaccination is highly effective at reducing viral infection, hospitalization and death. However, vaccine breakthrough infections have been widely observed, raising the question of whether particular viral variants or viral mutations are associated with breakthrough. Here, we report analysis of 2621 surveillance isolates from people diagnosed with COVID-19 in the Delaware Valley in southeastern Pennsylvania, allowing rigorous comparison to 159 vaccine breakthrough case specimens. Our best estimate is a 3-fold enrichment for some lineages of delta among breakthroughs, and enrichment of a notable spike substitution, N501Y. We introduce statistical methods that should be widely useful for evaluating vaccine breakthroughs and other viral phenotypes.
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Affiliation(s)
- Andrew D. Marques
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Scott Sherrill-Mix
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - John K. Everett
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Shantan Reddy
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Pascha Hokama
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Aoife M. Roche
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Young Hwang
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Abigail Glascock
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Samantha A. Whiteside
- Pulmonary, Allergy and Critical Care Division, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Jevon Graham-Wooten
- Pulmonary, Allergy and Critical Care Division, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Layla A. Khatib
- Pulmonary, Allergy and Critical Care Division, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Ayannah S. Fitzgerald
- Pulmonary, Allergy and Critical Care Division, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Ahmed M. Moustafa
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Division of Gastroenterology, Hepatology & Nutrition, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Colleen Bianco
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Swetha Rajagopal
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Jenna Helton
- Division of COVID-19 Containment, Philadelphia Department of Public Health, Philadelphia, Pennsylvania, USA
| | - Regan Deming
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Lidiya Denu
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Azad Ahmed
- Department of Microbiology & Immunology, Center for Genomic Sciences, Drexel University College of Medicine, Philadelphia, Pennsylvania, USA
| | - Eimear Kitt
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Susan E. Coffin
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Claire Newbern
- Division of COVID-19 Containment, Philadelphia Department of Public Health, Philadelphia, Pennsylvania, USA
| | - Josh Chang Mell
- Department of Microbiology & Immunology, Center for Genomic Sciences, Drexel University College of Medicine, Philadelphia, Pennsylvania, USA
| | - Paul J. Planet
- Division of Infectious Diseases, Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Sackler Institute for Comparative Genomics, American Museum of Natural History, New York, New York, USA
| | - Nitika Badjatia
- Molecular & Genomic Pathology Laboratory, Thomas Jefferson University Hospital, Philadelphia, Pennsylvania, USA
| | - Bonnie Richards
- Jefferson Occupational Health Network for Employees and Students (JOHN), Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Zi-Xuan Wang
- Molecular & Genomic Pathology Laboratory, Thomas Jefferson University Hospital, Philadelphia, Pennsylvania, USA
- Department of Anatomy, Pathology, and Cell Biology, Thomas Jefferson University Hospital, Philadelphia, Pennsylvania, USA
| | - Carolyn C. Cannuscio
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Department of Family Medicine and Community Health, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Katherine M. Strelau
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
- Department of Family Medicine and Community Health, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Anne Jaskowiak-Barr
- Division of Infectious Diseases, Department of Medicine & Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Leigh Cressman
- Division of Infectious Diseases, Department of Medicine & Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Sean Loughrey
- Division of Infectious Diseases, Department of Medicine & Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Arupa Ganguly
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Michael D. Feldman
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Ronald G. Collman
- Pulmonary, Allergy and Critical Care Division, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Kyle G. Rodino
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Brendan J. Kelly
- Division of Infectious Diseases, Department of Medicine & Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Frederic D. Bushman
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
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4
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Everett J, Hokama P, Roche AM, Reddy S, Hwang Y, Kessler L, Glascock A, Li Y, Whelan JN, Weiss SR, Sherrill-Mix S, McCormick K, Whiteside SA, Graham-Wooten J, Khatib LA, Fitzgerald AS, Collman RG, Bushman F. SARS-CoV-2 Genomic Variation in Space and Time in Hospitalized Patients in Philadelphia. mBio 2021; 12:e03456-20. [PMID: 33468702 PMCID: PMC7829343 DOI: 10.1128/mbio.03456-20] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Accepted: 12/11/2020] [Indexed: 01/18/2023] Open
Abstract
The severe acute respiratory coronavirus 2 (SARS-CoV-2) is the cause of the global outbreak of COVID-19. The epidemic accelerated in Philadelphia, PA, in the spring of 2020, with the city experiencing a first peak of infections on 15 April, followed by a decline through midsummer. Here, we investigate spread of the epidemic in the first wave in Philadelphia using full-genome sequencing of 52 SARS-CoV-2 samples obtained from 27 hospitalized patients collected between 30 March and 17 July 2020. Sequences most commonly resembled lineages circulating at earlier times in New York, suggesting transmission primarily from this location, though a minority of Philadelphia genomes matched sequences from other sites, suggesting additional introductions. Multiple genomes showed even closer matches to other Philadelphia isolates, suggestive of ongoing transmission within Philadelphia. We found that all of our isolates contained the D614G substitution in the viral spike and belong to lineages variously designated B.1, Nextstrain clade 20A or 20C, and GISAID clade G or GH. There were no viral sequence polymorphisms detectably associated with disease outcome. For some patients, genome sequences were determined longitudinally or concurrently from multiple body sites. In both cases, some comparisons showed reproducible polymorphisms, suggesting initial seeding with multiple variants and/or accumulation of polymorphisms after infection. These results thus provide data on the sources of SARS-CoV-2 infection in Philadelphia and begin to explore the dynamics within hospitalized patients.IMPORTANCE Understanding how SARS-CoV-2 spreads globally and within infected individuals is critical to the development of mitigation strategies. We found that most lineages in Philadelphia had resembled sequences from New York, suggesting infection primarily but not exclusively from this location. Many genomes had even nearer neighbors within Philadelphia, indicating local spread. Multiple genome sequences were available for some subjects and in a subset of cases could be shown to differ between time points and body sites within an individual, indicating heterogeneous viral populations within individuals and raising questions on the mechanisms responsible. There was no evidence that different lineages were associated with different outcomes in patients, emphasizing the importance of individual-specific vulnerability.
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Affiliation(s)
- John Everett
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Pascha Hokama
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Aoife M Roche
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Shantan Reddy
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Young Hwang
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Lyanna Kessler
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Abigail Glascock
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Yize Li
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Jillian N Whelan
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Susan R Weiss
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Scott Sherrill-Mix
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Kevin McCormick
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Samantha A Whiteside
- Pulmonary, Allergy and Critical Care Division, Department of Medicine; University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Jevon Graham-Wooten
- Pulmonary, Allergy and Critical Care Division, Department of Medicine; University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Layla A Khatib
- Pulmonary, Allergy and Critical Care Division, Department of Medicine; University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Ayannah S Fitzgerald
- Pulmonary, Allergy and Critical Care Division, Department of Medicine; University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Ronald G Collman
- Pulmonary, Allergy and Critical Care Division, Department of Medicine; University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Frederic Bushman
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
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5
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Moreno GK, Braun KM, Riemersma KK, Martin MA, Halfmann PJ, Crooks CM, Prall T, Baker D, Baczenas JJ, Heffron AS, Ramuta M, Khubbar M, Weiler AM, Accola MA, Rehrauer WM, O'Connor SL, Safdar N, Pepperell CS, Dasu T, Bhattacharyya S, Kawaoka Y, Koelle K, O'Connor DH, Friedrich TC. Revealing fine-scale spatiotemporal differences in SARS-CoV-2 introduction and spread. Nat Commun 2020; 11:5558. [PMID: 33144575 PMCID: PMC7609670 DOI: 10.1038/s41467-020-19346-z] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Accepted: 10/06/2020] [Indexed: 12/25/2022] Open
Abstract
Evidence-based public health approaches that minimize the introduction and spread of new SARS-CoV-2 transmission clusters are urgently needed in the United States and other countries struggling with expanding epidemics. Here we analyze 247 full-genome SARS-CoV-2 sequences from two nearby communities in Wisconsin, USA, and find surprisingly distinct patterns of viral spread. Dane County had the 12th known introduction of SARS-CoV-2 in the United States, but this did not lead to descendant community spread. Instead, the Dane County outbreak was seeded by multiple later introductions, followed by limited community spread. In contrast, relatively few introductions in Milwaukee County led to extensive community spread. We present evidence for reduced viral spread in both counties following the statewide "Safer at Home" order, which went into effect 25 March 2020. Our results suggest patterns of SARS-CoV-2 transmission may vary substantially even in nearby communities. Understanding these local patterns will enable better targeting of public health interventions.
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Affiliation(s)
- Gage K Moreno
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - Katarina M Braun
- Department of Pathobiological Sciences, University of Wisconsin-Madison, Madison, WI, USA
| | - Kasen K Riemersma
- Department of Pathobiological Sciences, University of Wisconsin-Madison, Madison, WI, USA
| | - Michael A Martin
- Population Biology, Ecology, and Evolution Graduate Program, Laney Graduate School, Emory University, Atlanta, GA, USA
- Department of Biology, Emory University, Atlanta, GA, USA
| | - Peter J Halfmann
- Department of Pathobiological Sciences, University of Wisconsin-Madison, Madison, WI, USA
- Influenza Research Institute, School of Veterinary Sciences, University of Wisconsin-Madison, Madison, WI, USA
| | - Chelsea M Crooks
- Department of Pathobiological Sciences, University of Wisconsin-Madison, Madison, WI, USA
| | - Trent Prall
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - David Baker
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - John J Baczenas
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, USA
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI, USA
| | - Anna S Heffron
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - Mitchell Ramuta
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - Manjeet Khubbar
- City of Milwaukee Health Department Laboratory, Milwaukee, WI, USA
| | - Andrea M Weiler
- Department of Pathobiological Sciences, University of Wisconsin-Madison, Madison, WI, USA
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI, USA
| | - Molly A Accola
- University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- The William S. Middleton Memorial Veterans Hospital, Madison, WI, USA
| | - William M Rehrauer
- University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- The William S. Middleton Memorial Veterans Hospital, Madison, WI, USA
| | - Shelby L O'Connor
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, USA
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI, USA
| | - Nasia Safdar
- Department of Medicine, Division of Infectious Diseases, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Caitlin S Pepperell
- Department of Medicine, Division of Infectious Diseases, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
- Department of Medical Microbiology and Immunology, University of Wisconsin-Madison, Madison, WI, USA
| | - Trivikram Dasu
- City of Milwaukee Health Department Laboratory, Milwaukee, WI, USA
| | | | - Yoshihiro Kawaoka
- Department of Pathobiological Sciences, University of Wisconsin-Madison, Madison, WI, USA
- Influenza Research Institute, School of Veterinary Sciences, University of Wisconsin-Madison, Madison, WI, USA
| | - Katia Koelle
- Population Biology, Ecology, and Evolution Graduate Program, Laney Graduate School, Emory University, Atlanta, GA, USA
| | - David H O'Connor
- Department of Pathology and Laboratory Medicine, University of Wisconsin-Madison, Madison, WI, USA
| | - Thomas C Friedrich
- Department of Pathobiological Sciences, University of Wisconsin-Madison, Madison, WI, USA.
- Wisconsin National Primate Research Center, University of Wisconsin-Madison, Madison, WI, USA.
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Abstract
Recent studies have shown T cell reactivity to SARS-CoV-2 in 20–50% of unexposed individuals; it is speculated that this is due to T cell memory to common cold coronaviruses. Here, Crotty and Sette discuss the potential implications of these findings for disease severity, herd immunity and vaccine development.
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Affiliation(s)
- Alessandro Sette
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology (LJI), La Jolla, CA, USA.
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego (UCSD), La Jolla, CA, USA.
| | - Shane Crotty
- Center for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology (LJI), La Jolla, CA, USA.
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego (UCSD), La Jolla, CA, USA.
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