1
|
Nambulli S, Escriou N, Rennick LJ, Demers MJ, Tilston‑Lunel NL, McElroy AK, Barbeau DJ, Crossland NA, Hoehl RM, Schrauf S, White AG, Borish HJ, Tomko JA, Frye LJ, Scanga CA, Flynn JL, Martin A, Gerke C, Hartman AL, Duprex WP. A measles-vectored vaccine candidate expressing prefusion-stabilized SARS-CoV-2 spike protein brought to phase I/II clinical trials: protection of African green monkeys from COVID-19 disease. J Virol 2024; 98:e0176223. [PMID: 38563762 PMCID: PMC11092351 DOI: 10.1128/jvi.01762-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 03/01/2024] [Indexed: 04/04/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) emerged at the end of 2019 and is responsible for the largest human pandemic in 100 years. Thirty-four vaccines are currently approved for use worldwide, and approximately 67% of the world population has received a complete primary series of one, yet countries are dealing with new waves of infections, variant viruses continue to emerge, and breakthrough infections are frequent secondary to waning immunity. Here, we evaluate a measles virus (MV)-vectored vaccine expressing a stabilized prefusion SARS-CoV-2 spike (S) protein (MV-ATU3-S2PΔF2A; V591) with demonstrated immunogenicity in mouse models (see companion article [J. Brunet, Z. Choucha, M. Gransagne, H. Tabbal, M.-W. Ku et al., J Virol 98:e01693-23, 2024, https://doi.org/10.1128/jvi.01693-23]) in an established African green monkey model of disease. Animals were vaccinated with V591 or the control vaccine (an equivalent MV-vectored vaccine with an irrelevant antigen) intramuscularly using a prime/boost schedule, followed by challenge with an early pandemic isolate of SARS-CoV-2 at 56 days post-vaccination. Pre-challenge, only V591-vaccinated animals developed S-specific antibodies that had virus-neutralizing activity as well as S-specific T cells. Following the challenge, V591-vaccinated animals had lower infectious virus and viral (v) RNA loads in mucosal secretions and stopped shedding virus in these secretions earlier. vRNA loads were lower in these animals in respiratory and gastrointestinal tract tissues at necropsy. This correlated with a lower disease burden in the lungs as quantified by PET/CT at early and late time points post-challenge and by pathological analysis at necropsy.IMPORTANCESevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is responsible for the largest human pandemic in 100 years. Even though vaccines are currently available, countries are dealing with new waves of infections, variant viruses continue to emerge, breakthrough infections are frequent, and vaccine hesitancy persists. This study uses a safe and effective measles vaccine as a platform for vaccination against SARS-CoV-2. The candidate vaccine was used to vaccinate African green monkeys (AGMs). All vaccinated AGMs developed robust antigen-specific immune responses. After challenge, these AGMs produced less virus in mucosal secretions, for a shorter period, and had a reduced disease burden in the lungs compared to control animals. At necropsy, lower levels of viral RNA were detected in tissue samples from vaccinated animals, and the lungs of these animals lacked the histologic hallmarks of SARS-CoV-2 disease observed exclusively in the control AGMs.
Collapse
MESH Headings
- Animals
- Spike Glycoprotein, Coronavirus/immunology
- Spike Glycoprotein, Coronavirus/genetics
- Chlorocebus aethiops
- SARS-CoV-2/immunology
- SARS-CoV-2/genetics
- COVID-19/prevention & control
- COVID-19/immunology
- COVID-19/virology
- Measles virus/immunology
- Measles virus/genetics
- COVID-19 Vaccines/immunology
- Humans
- Antibodies, Viral/immunology
- Antibodies, Viral/blood
- Antibodies, Neutralizing/immunology
- Antibodies, Neutralizing/blood
- Genetic Vectors
- Vero Cells
- Pandemics/prevention & control
- Female
- Betacoronavirus/immunology
- Betacoronavirus/genetics
- Pneumonia, Viral/prevention & control
- Pneumonia, Viral/virology
- Pneumonia, Viral/immunology
- Coronavirus Infections/prevention & control
- Coronavirus Infections/immunology
- Coronavirus Infections/virology
- Coronavirus Infections/veterinary
- Viral Vaccines/immunology
- Viral Vaccines/genetics
- Viral Vaccines/administration & dosage
- Disease Models, Animal
Collapse
Affiliation(s)
- Sham Nambulli
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Nicolas Escriou
- Département de Santé Globale, Institut Pasteur, Université de Paris Cite, Paris, France
| | - Linda J. Rennick
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Matthew J. Demers
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Natasha L. Tilston‑Lunel
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Anita K. McElroy
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Division of Pediatric Infectious Disease, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Dominique J. Barbeau
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Division of Pediatric Infectious Disease, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Nicholas A. Crossland
- National Emerging Infectious Diseases Laboratories, Boston University School of Medicine, Boston, Massachusetts, USA
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Ryan M. Hoehl
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Sabrina Schrauf
- Themis Bioscience GmbH, a subsidiary of Merck & Co., Inc., Rahway, New Jersey, USA
| | - Alexander G. White
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - H. Jacob Borish
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Jaime A. Tomko
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Lonnie J. Frye
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Charles A. Scanga
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - JoAnne L. Flynn
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Annette Martin
- CNRS UMR3569, Génétique Moléculaire des Virus à ARN, Institut Pasteur, Université de Paris, Paris, France
| | - Christiane Gerke
- Vaccine Programs, Institut Pasteur, Université de Paris Cite, Innovation Office, Paris, France
| | - Amy L. Hartman
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Department of Infectious Diseases and Microbiology, University of Pittsburgh School of Public Health, Pittsburgh, Pennsylvania, USA
| | - W. Paul Duprex
- Center for Vaccine Research, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Department of Microbiology and Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| |
Collapse
|
2
|
Samanovic MI, Oom AL, Cornelius AR, Gray-Gaillard SL, Karmacharya T, Tuen M, Wilson JP, Tasissa MF, Goins S, Herati RS, Mulligan MJ. Vaccine-Acquired SARS-CoV-2 Immunity versus Infection-Acquired Immunity: A Comparison of Three COVID-19 Vaccines. Vaccines (Basel) 2022; 10:vaccines10122152. [PMID: 36560562 PMCID: PMC9782527 DOI: 10.3390/vaccines10122152] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 12/10/2022] [Accepted: 12/11/2022] [Indexed: 12/23/2022] Open
Abstract
Around the world, rollout of COVID-19 vaccines has been used as a strategy to end COVID-19-related restrictions and the pandemic. Several COVID-19 vaccine platforms have successfully protected against severe SARS-CoV-2 infection and subsequent deaths. Here, we compared humoral and cellular immunity in response to either infection or vaccination. We examined SARS-CoV-2 spike-specific immune responses from Pfizer/BioNTech BNT162b2, Moderna mRNA-1273, Janssen Ad26.COV2.S, and SARS-CoV-2 infection approximately 4 months post-exposure or vaccination. We found that these three vaccines all generate relatively similar immune responses and elicit a stronger response than natural infection. However, antibody responses to recent viral variants are diminished across all groups. The similarity of immune responses from the three vaccines studied here is an important finding in maximizing global protection as vaccination campaigns continue.
Collapse
|
3
|
Comparative analysis of human immune responses following SARS-CoV-2 vaccination with BNT162b2, mRNA-1273, or Ad26.COV2.S. NPJ Vaccines 2022; 7:77. [PMID: 35794181 PMCID: PMC9258461 DOI: 10.1038/s41541-022-00504-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Accepted: 06/22/2022] [Indexed: 12/30/2022] Open
Abstract
SARS-CoV-2 vaccines BNT162b2, mRNA-1273, and Ad26.COV2.S received emergency use authorization by the U.S. Food and Drug Administration in 2020/2021. Individuals being vaccinated were invited to participate in a prospective longitudinal comparative study of immune responses elicited by the three vaccines. In this observational cohort study, immune responses were evaluated using a SARS-CoV-2 spike protein receptor-binding domain ELISA, SARS-CoV-2 virus neutralization assays and an IFN- γ ELISPOT assay at various times over six months following initial vaccination. mRNA-based vaccines elicited higher magnitude humoral responses than Ad26.COV2.S; mRNA-1273 elicited the most durable humoral response, and all humoral responses waned over time. Neutralizing antibodies against the Delta variant were of lower magnitude than the wild-type strain for all three vaccines. mRNA-1273 initially elicited the greatest magnitude of T cell response, but this declined by 6 months. Declining immunity over time supports the use of booster dosing, especially in the setting of emerging variants.
Collapse
|
4
|
What Do Antibody Studies Tell Us about Viral Infections? Pathogens 2022; 11:pathogens11050560. [PMID: 35631081 PMCID: PMC9143683 DOI: 10.3390/pathogens11050560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Accepted: 05/06/2022] [Indexed: 02/01/2023] Open
|
5
|
Zhai B, Clarke K, Bauer DL, Moehling Geffel KK, Kupul S, Schratz LJ, Nowalk MP, McElroy AK, McLachlan JB, Zimmerman RK, Alcorn JF. SARS-CoV-2 Antibody Response Is Associated with Age and Body Mass Index in Convalescent Outpatients. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2022; 208:1711-1718. [PMID: 35321882 PMCID: PMC8976825 DOI: 10.4049/jimmunol.2101156] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 01/26/2022] [Indexed: 11/19/2022]
Abstract
COVID-19 has had an unprecedented global impact on human health. Understanding the Ab memory responses to infection is one tool needed to effectively control the pandemic. Among 173 outpatients who had virologically confirmed SARS-CoV-2 infection, we evaluated serum Ab concentrations, microneutralization activity, and enumerated SARS-CoV-2-specific B cells in convalescent human blood specimens. Serum Ab concentrations were variable, allowing for stratification of the cohort into high and low responders. Neither participant sex, the timing of blood sampling following the onset of illness, nor the number of SARS-CoV-2 spike protein-specific B cells correlated with serum Ab concentration. Serum Ab concentration was positively associated with microneutralization activity and participant age, with participants under the age of 30 showing the lowest Ab level. These data suggest that young adult outpatients did not generate as robust Ab memory, compared with older adults. Body mass index was also positively correlated with serum Ab levels. Multivariate analyses showed that participant age and body mass index were independently associated with Ab levels. These findings have direct implications for public health policy and current vaccine efforts. Knowledge gained regarding Ab memory following infection will inform the need for vaccination in those previously infected and allow for a better approximation of population-wide protective immunity.
Collapse
Affiliation(s)
- Bo Zhai
- Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA
| | - Karen Clarke
- Department of Family Medicine, University of Pittsburgh, Pittsburgh, PA
| | - David L Bauer
- Department of Microbiology and Immunology, Tulane University School of Medicine, New Orleans, LA; and
| | | | - Saran Kupul
- Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA
| | - Lucas J Schratz
- Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA
| | - M Patricia Nowalk
- Department of Family Medicine, University of Pittsburgh, Pittsburgh, PA
| | - Anita K McElroy
- Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA
- Center for Vaccine Research, University of Pittsburgh, Pittsburgh, PA
| | - James B McLachlan
- Department of Microbiology and Immunology, Tulane University School of Medicine, New Orleans, LA; and
| | - Richard K Zimmerman
- Department of Family Medicine, University of Pittsburgh, Pittsburgh, PA
- Center for Vaccine Research, University of Pittsburgh, Pittsburgh, PA
| | - John F Alcorn
- Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA;
- Center for Vaccine Research, University of Pittsburgh, Pittsburgh, PA
| |
Collapse
|
6
|
Freeman KG, Wetzel KS, Zhang Y, Zack KM, Jacobs-Sera D, Walters SM, Barbeau DJ, McElroy AK, Williams JV, Hatfull GF. A Mycobacteriophage-Based Vaccine Platform: SARS-CoV-2 Antigen Expression and Display. Microorganisms 2021; 9:2414. [PMID: 34946016 PMCID: PMC8704799 DOI: 10.3390/microorganisms9122414] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 11/18/2021] [Accepted: 11/19/2021] [Indexed: 11/16/2022] Open
Abstract
The explosion of SARS-CoV-2 infections in 2020 prompted a flurry of activity in vaccine development and exploration of various vaccine platforms, some well-established and some new. Phage-based vaccines were described previously, and we explored the possibility of using mycobacteriophages as a platform for displaying antigens of SARS-CoV-2 or other infectious agents. The potential advantages of using mycobacteriophages are that a large and diverse variety of them have been described and genomically characterized, engineering tools are available, and there is the capacity to display up to 700 antigen copies on a single particle approximately 100 nm in size. The phage body may itself be a good adjuvant, and the phages can be propagated easily, cheaply, and to high purity. Furthermore, the recent use of these phages therapeutically, including by intravenous administration, suggests an excellent safety profile, although efficacy can be restricted by neutralizing antibodies. We describe here the potent immunogenicity of mycobacteriophage Bxb1, and Bxb1 recombinants displaying SARS-CoV-2 Spike protein antigens.
Collapse
Affiliation(s)
- Krista G. Freeman
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, PA 15260, USA; (K.G.F.); (K.S.W.); (K.M.Z.); (D.J.-S.)
| | - Katherine S. Wetzel
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, PA 15260, USA; (K.G.F.); (K.S.W.); (K.M.Z.); (D.J.-S.)
| | - Yu Zhang
- UPMC Children’s Hospital of Pittsburgh, Pittsburgh, PA 15260, USA; (Y.Z.); (S.M.W.); (A.K.M.); (J.V.W.)
- Center for Vaccine Research, Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA 15260, USA;
| | - Kira M. Zack
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, PA 15260, USA; (K.G.F.); (K.S.W.); (K.M.Z.); (D.J.-S.)
| | - Deborah Jacobs-Sera
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, PA 15260, USA; (K.G.F.); (K.S.W.); (K.M.Z.); (D.J.-S.)
| | - Sara M. Walters
- UPMC Children’s Hospital of Pittsburgh, Pittsburgh, PA 15260, USA; (Y.Z.); (S.M.W.); (A.K.M.); (J.V.W.)
| | - Dominique J. Barbeau
- Center for Vaccine Research, Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA 15260, USA;
| | - Anita K. McElroy
- UPMC Children’s Hospital of Pittsburgh, Pittsburgh, PA 15260, USA; (Y.Z.); (S.M.W.); (A.K.M.); (J.V.W.)
- Center for Vaccine Research, Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA 15260, USA;
| | - John V. Williams
- UPMC Children’s Hospital of Pittsburgh, Pittsburgh, PA 15260, USA; (Y.Z.); (S.M.W.); (A.K.M.); (J.V.W.)
- Center for Vaccine Research, Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA 15260, USA;
| | - Graham F. Hatfull
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, PA 15260, USA; (K.G.F.); (K.S.W.); (K.M.Z.); (D.J.-S.)
| |
Collapse
|
7
|
Zhai B, Clarke K, Bauer DL, Kupul S, Schratz LJ, Nowalk MP, McElroy AK, McLachlan JB, Zimmerman RK, Alcorn JF. SARS-CoV-2 Antibody Response is Associated with Age in Convalescent Outpatients. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2021. [PMID: 34790986 DOI: 10.1101/2021.11.08.21265888] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
COVID-19 has had an unprecedented global impact on human health. Understanding the antibody memory responses to infection is one tool needed to effectively control the pandemic. Among 173 outpatients who had virologically confirmed SARS-CoV-2 infection, we evaluated serum antibody concentrations, microneutralization activity, and enumerated SARS-CoV-2 specific B cells in convalescent blood specimens. Serum antibody concentrations were variable, allowing for stratification of the cohort into high and low responders. Serum antibody concentration was positively associated with microneutralization activity and participant age, with participants under the age of 30 showing the lowest antibody level. Neither participant sex, the timing of blood sampling following the onset of illness, nor the number of SARS-CoV-2 spike protein specific B cells correlated with serum antibody concentration. These data suggest that young adult outpatients did not generate as robust antibody memory, compared with older adults. Further, serum antibody concentration or neutralizing activity trended but did not significantly correlate with the number of SARS-CoV-2 memory B cells. These findings have direct implications for public health policy and current vaccine efforts. Knowledge gained regarding antibody memory following infection will inform the need for vaccination in those previously infected and allow for a better approximation of population-wide protective immunity.
Collapse
|
8
|
Cook N, Xu L, Hegazy S, Wheeler BJ, Anderson AR, Critelli N, Yost M, McElroy AK, Shurin MR, Wheeler SE. Multiplex assessment of SARS-CoV-2 antibodies improves assay sensitivity and correlation with neutralizing antibodies. Clin Biochem 2021; 97:54-61. [PMID: 34453893 PMCID: PMC8387133 DOI: 10.1016/j.clinbiochem.2021.08.006] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 08/22/2021] [Accepted: 08/23/2021] [Indexed: 11/16/2022]
Abstract
OBJECTIVES Detection of antibodies to multiple SARS-CoV-2 antigens in a single assay could increase diagnostic accuracy, differentiate vaccination from natural disease, and aid in retrospective exposure determination. Correlation of binding antibody assessment in clinical assays with neutralizing antibodies is needed to better understand the humoral response to SARS-CoV-2 infection and establish of correlates of protection. METHODS A cohort of 752 samples was used to assess specificity, sensitivity, and comparison to 6 other Conformitè Europëenne serologic assays for the BioRad SARS-CoV-2 IgG multiplex assay which measures receptor binding domain IgG (RBD), spike-S1 IgG (S1), spike-S2 IgG (S2), and nucleocapsid IgG (N). A subset of serial specimens from 14 patients was also tested for neutralizing antibodies (n = 61). RESULTS Specificity for RBD and S1 IgG was 99.4% (n = 170) and 100% for S2 and N IgG (n = 170) in a cohort selected for probable interference. Overall assay concordance with other assays was >93% for IgG and total antibody assays and reached 100% sensitivity for clinical concordance at >14 days as a multiplex assay. RBD and S1 binding antibody positivity demonstrated 79-95% agreement with the presence of neutralizing antibodies. CONCLUSIONS The BioRad SARS-CoV-2 IgG assay is comparable to existing assays, and achieved 100% sensitivity when all markers were included. The ability to measure antibodies against spike and nucleocapsid proteins simultaneously may be advantageous for complex clinical presentations, epidemiologic research, and in decisions regarding infection prevention strategies. Additional independent validations are needed to further determine binding antibody and neutralizing antibody correlations.
Collapse
Affiliation(s)
- Nathan Cook
- University of Pittsburgh Medical Center, Department of Pathology, Pittsburgh, PA, USA
| | - Lingqing Xu
- University of Pittsburgh, School of Medicine, Department of Pediatrics and Center for Vaccine Research, Pittsburgh, PA, USA
| | - Shaymaa Hegazy
- University of Pittsburgh Medical Center, Department of Pathology, Pittsburgh, PA, USA
| | - Bradley J Wheeler
- University of Pittsburgh, School of Computing and Information, Pittsburgh, PA, USA
| | | | | | - Mary Yost
- University of Pittsburgh Medical Center, Department of Pathology, Pittsburgh, PA, USA
| | - Anita K McElroy
- University of Pittsburgh, School of Medicine, Department of Pediatrics and Center for Vaccine Research, Pittsburgh, PA, USA
| | - Michael R Shurin
- University of Pittsburgh Medical Center, Department of Pathology, Pittsburgh, PA, USA; University of Pittsburgh, Departments of Pathology and Immunology, Pittsburgh, PA, USA
| | - Sarah E Wheeler
- University of Pittsburgh Medical Center, Department of Pathology, Pittsburgh, PA, USA; University of Pittsburgh, Department of Pathology, Pittsburgh, PA, USA.
| |
Collapse
|