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Harari S, Miller D, Fleishon S, Burstein D, Stern A. Using big sequencing data to identify chronic SARS-Coronavirus-2 infections. Nat Commun 2024; 15:648. [PMID: 38245511 PMCID: PMC10799923 DOI: 10.1038/s41467-024-44803-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Accepted: 01/04/2024] [Indexed: 01/22/2024] Open
Abstract
The evolution of SARS-Coronavirus-2 (SARS-CoV-2) has been characterized by the periodic emergence of highly divergent variants. One leading hypothesis suggests these variants may have emerged during chronic infections of immunocompromised individuals, but limited data from these cases hinders comprehensive analyses. Here, we harnessed millions of SARS-CoV-2 genomes to identify potential chronic infections and used language models (LM) to infer chronic-associated mutations. First, we mined the SARS-CoV-2 phylogeny and identified chronic-like clades with identical metadata (location, age, and sex) spanning over 21 days, suggesting a prolonged infection. We inferred 271 chronic-like clades, which exhibited characteristics similar to confirmed chronic infections. Chronic-associated mutations were often high-fitness immune-evasive mutations located in the spike receptor-binding domain (RBD), yet a minority were unique to chronic infections and absent in global settings. The probability of observing high-fitness RBD mutations was 10-20 times higher in chronic infections than in global transmission chains. The majority of RBD mutations in BA.1/BA.2 chronic-like clades bore predictive value, i.e., went on to display global success. Finally, we used our LM to infer hundreds of additional chronic-like clades in the absence of metadata. Our approach allows mining extensive sequencing data and providing insights into future evolutionary patterns of SARS-CoV-2.
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Affiliation(s)
- Sheri Harari
- The Shmunis School of Biomedicine and Cancer Research, Tel Aviv University, Tel Aviv, Israel
- Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv, Israel
| | - Danielle Miller
- The Shmunis School of Biomedicine and Cancer Research, Tel Aviv University, Tel Aviv, Israel
- Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv, Israel
| | - Shay Fleishon
- Israeli Health Intelligence Agency, Public Health Division, Ministry of Health, Jerusalem, Israel
| | - David Burstein
- The Shmunis School of Biomedicine and Cancer Research, Tel Aviv University, Tel Aviv, Israel
- Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv, Israel
| | - Adi Stern
- The Shmunis School of Biomedicine and Cancer Research, Tel Aviv University, Tel Aviv, Israel.
- Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv, Israel.
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Michelitsch A, Allendorf V, Conraths FJ, Gethmann J, Schulz J, Wernike K, Denzin N. SARS-CoV-2 Infection and Clinical Signs in Cats and Dogs from Confirmed Positive Households in Germany. Viruses 2023; 15:v15040837. [PMID: 37112817 PMCID: PMC10144952 DOI: 10.3390/v15040837] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 03/17/2023] [Accepted: 03/23/2023] [Indexed: 03/29/2023] Open
Abstract
On a global scale, the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) poses a serious threat to the health of the human population. Not only humans can be infected, but also their companion animals. The antibody status of 115 cats and 170 dogs, originating from 177 German households known to have been SARS-CoV-2 positive, was determined by enzyme-linked immunosorbent assay (ELISA), and the results were combined with information gathered from a questionnaire that was completed by the owner(s) of the animals. The true seroprevalences of SARS-CoV-2 among cats and dogs were 42.5% (95% CI 33.5–51.9) and 56.8% (95% CI 49.1–64.4), respectively. In a multivariable logistic regression accounting for data clustered in households, for cats, the number of infected humans in the household and an above-average contact intensity turned out to be significant risk factors; contact with humans outside the household was a protective factor. For dogs, on the contrary, contact outside the household was a risk factor, and reduced contact, once the human infection was known, was a significant protective factor. No significant association was found between reported clinical signs in animals and their antibody status, and no spatial clustering of positive test results was identified.
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Zhou J, Peacock TP, Brown JC, Goldhill DH, Elrefaey AME, Penrice-Randal R, Cowton VM, De Lorenzo G, Furnon W, Harvey WT, Kugathasan R, Frise R, Baillon L, Lassaunière R, Thakur N, Gallo G, Goldswain H, Donovan-Banfield I, Dong X, Randle NP, Sweeney F, Glynn MC, Quantrill JL, McKay PF, Patel AH, Palmarini M, Hiscox JA, Bailey D, Barclay WS. Mutations that adapt SARS-CoV-2 to mink or ferret do not increase fitness in the human airway. Cell Rep 2022; 38:110344. [PMID: 35093235 PMCID: PMC8768428 DOI: 10.1016/j.celrep.2022.110344] [Citation(s) in RCA: 37] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 11/11/2021] [Accepted: 01/14/2022] [Indexed: 12/18/2022] Open
Abstract
SARS-CoV-2 has a broad mammalian species tropism infecting humans, cats, dogs, and farmed mink. Since the start of the 2019 pandemic, several reverse zoonotic outbreaks of SARS-CoV-2 have occurred in mink, one of which reinfected humans and caused a cluster of infections in Denmark. Here we investigate the molecular basis of mink and ferret adaptation and demonstrate the spike mutations Y453F, F486L, and N501T all specifically adapt SARS-CoV-2 to use mustelid ACE2. Furthermore, we risk assess these mutations and conclude mink-adapted viruses are unlikely to pose an increased threat to humans, as Y453F attenuates the virus replication in human cells and all three mink adaptations have minimal antigenic impact. Finally, we show that certain SARS-CoV-2 variants emerging from circulation in humans may naturally have a greater propensity to infect mustelid hosts and therefore these species should continue to be surveyed for reverse zoonotic infections.
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Affiliation(s)
- Jie Zhou
- Department of Infectious Disease, Imperial College London, London, UK
| | - Thomas P Peacock
- Department of Infectious Disease, Imperial College London, London, UK
| | - Jonathan C Brown
- Department of Infectious Disease, Imperial College London, London, UK
| | - Daniel H Goldhill
- Department of Infectious Disease, Imperial College London, London, UK
| | | | - Rebekah Penrice-Randal
- Institute of Infection, Veterinary and Ecology Sciences, University of Liverpool, Liverpool, UK
| | - Vanessa M Cowton
- MRC-University of Glasgow Centre for Virus Research, Glasgow, UK
| | | | - Wilhelm Furnon
- MRC-University of Glasgow Centre for Virus Research, Glasgow, UK
| | - William T Harvey
- MRC-University of Glasgow Centre for Virus Research, Glasgow, UK
| | | | - Rebecca Frise
- Department of Infectious Disease, Imperial College London, London, UK
| | - Laury Baillon
- Department of Infectious Disease, Imperial College London, London, UK
| | - Ria Lassaunière
- Virus & Microbiological Special Diagnostics, Statens Serum Institut, Copenhagen, Denmark
| | - Nazia Thakur
- The Pirbright Institute, Woking, Surrey, UK; The Jenner Institute, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | | | - Hannah Goldswain
- Institute of Infection, Veterinary and Ecology Sciences, University of Liverpool, Liverpool, UK
| | - I'ah Donovan-Banfield
- Institute of Infection, Veterinary and Ecology Sciences, University of Liverpool, Liverpool, UK
| | - Xiaofeng Dong
- Institute of Infection, Veterinary and Ecology Sciences, University of Liverpool, Liverpool, UK
| | - Nadine P Randle
- Institute of Infection, Veterinary and Ecology Sciences, University of Liverpool, Liverpool, UK
| | - Fiachra Sweeney
- Department of Infectious Disease, Imperial College London, London, UK
| | - Martha C Glynn
- Department of Infectious Disease, Imperial College London, London, UK
| | | | - Paul F McKay
- Department of Infectious Disease, Imperial College London, London, UK
| | - Arvind H Patel
- MRC-University of Glasgow Centre for Virus Research, Glasgow, UK
| | | | - Julian A Hiscox
- Institute of Infection, Veterinary and Ecology Sciences, University of Liverpool, Liverpool, UK; Infectious Diseases Horizontal Technology Centre (ID HTC), A(∗)STAR, Singapore, Singapore
| | | | - Wendy S Barclay
- Department of Infectious Disease, Imperial College London, London, UK.
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O’Connor MA, Erasmus JH, Randall S, Archer J, Lewis TB, Brown B, Fredericks M, Groenier S, Iwayama N, Ahrens C, Garrison W, Wangari S, Guerriero KA, Fuller DH. A Single Dose SARS-CoV-2 Replicon RNA Vaccine Induces Cellular and Humoral Immune Responses in Simian Immunodeficiency Virus Infected and Uninfected Pigtail Macaques. Front Immunol 2021; 12:800723. [PMID: 34992610 PMCID: PMC8724308 DOI: 10.3389/fimmu.2021.800723] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2021] [Accepted: 12/01/2021] [Indexed: 11/16/2022] Open
Abstract
The ongoing COVID-19 vaccine rollout is critical for reducing SARS-CoV-2 infections, hospitalizations, and deaths worldwide. Unfortunately, massive disparities exist in getting vaccines to vulnerable populations, including people living with HIV. Preliminary studies indicate that COVID-19 mRNA vaccines are safe and immunogenic in people living with HIV that are virally suppressed with potent antiretroviral therapy but may be less efficacious in immunocompromised individuals. This raises the concern that COVID-19 vaccines may be less effective in resource poor settings with limited access to antiretroviral therapy. Here, we evaluated the immunogenicity of a single dose COVID-19 replicon RNA vaccine expressing Spike protein (A.1) from SARS-CoV-2 (repRNA-CoV2S) in immunocompromised, SIV infected and immune competent, naïve pigtail macaques. Moderate vaccine-specific cellular Th1 T-cell responses and binding and neutralizing antibodies were induced by repRNA-CoV2S in SIV infected animals and naïve animals. Furthermore, vaccine immunogenicity was elicited even among the animals with the highest SIV viral burden or lowest peripheral CD4 counts prior to immunization. This study provides evidence that a SARS-CoV-2 repRNA vaccine could be employed to induce strong immunity against COVID-19 in HIV infected and other immunocompromised individuals.
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MESH Headings
- Animals
- Antibodies, Neutralizing/blood
- Antibodies, Viral/blood
- COVID-19/immunology
- COVID-19/prevention & control
- COVID-19/virology
- COVID-19 Vaccines/administration & dosage
- COVID-19 Vaccines/genetics
- COVID-19 Vaccines/immunology
- Cells, Cultured
- Disease Models, Animal
- Host-Pathogen Interactions
- Immunity, Cellular/drug effects
- Immunity, Humoral/drug effects
- Immunocompromised Host
- Immunogenicity, Vaccine
- Macaca nemestrina
- Male
- Simian Acquired Immunodeficiency Syndrome/blood
- Simian Acquired Immunodeficiency Syndrome/immunology
- Simian Acquired Immunodeficiency Syndrome/virology
- Simian Immunodeficiency Virus/immunology
- Simian Immunodeficiency Virus/pathogenicity
- Spike Glycoprotein, Coronavirus/administration & dosage
- Spike Glycoprotein, Coronavirus/genetics
- Spike Glycoprotein, Coronavirus/immunology
- Th1 Cells/drug effects
- Th1 Cells/immunology
- Th1 Cells/virology
- Time Factors
- Vaccination
- Vaccine Efficacy
- mRNA Vaccines/administration & dosage
- mRNA Vaccines/genetics
- mRNA Vaccines/immunology
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Affiliation(s)
- Megan A. O’Connor
- Department of Microbiology, University of Washington, Seattle, WA, United States
- Washington National Primate Research Center, University of Washington, Seattle, WA, United States
| | - Jesse H. Erasmus
- Department of Microbiology, University of Washington, Seattle, WA, United States
- HDT Bio, Seattle, WA, United States
| | - Samantha Randall
- Department of Microbiology, University of Washington, Seattle, WA, United States
| | - Jacob Archer
- Department of Microbiology, University of Washington, Seattle, WA, United States
- HDT Bio, Seattle, WA, United States
| | - Thomas B. Lewis
- Department of Microbiology, University of Washington, Seattle, WA, United States
- Washington National Primate Research Center, University of Washington, Seattle, WA, United States
| | - Brieann Brown
- Department of Microbiology, University of Washington, Seattle, WA, United States
- Washington National Primate Research Center, University of Washington, Seattle, WA, United States
| | - Megan Fredericks
- Department of Microbiology, University of Washington, Seattle, WA, United States
- Washington National Primate Research Center, University of Washington, Seattle, WA, United States
| | - Skyler Groenier
- Department of Microbiology, University of Washington, Seattle, WA, United States
| | - Naoto Iwayama
- Washington National Primate Research Center, University of Washington, Seattle, WA, United States
| | - Chul Ahrens
- Washington National Primate Research Center, University of Washington, Seattle, WA, United States
| | - William Garrison
- Washington National Primate Research Center, University of Washington, Seattle, WA, United States
| | - Solomon Wangari
- Washington National Primate Research Center, University of Washington, Seattle, WA, United States
| | - Kathryn A. Guerriero
- Washington National Primate Research Center, University of Washington, Seattle, WA, United States
| | - Deborah H. Fuller
- Department of Microbiology, University of Washington, Seattle, WA, United States
- Washington National Primate Research Center, University of Washington, Seattle, WA, United States
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