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De Groot AS, Khan S, Mattei AE, Lelias S, Martin WD. Does human homology reduce the potential immunogenicity of non-antibody scaffolds? Front Immunol 2023; 14:1215939. [PMID: 38022550 PMCID: PMC10664710 DOI: 10.3389/fimmu.2023.1215939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 10/20/2023] [Indexed: 12/01/2023] Open
Abstract
Biologics developers are moving beyond antibodies for delivery of a wide range of therapeutic interventions. These non-antibody modalities are often based on 'natural' protein scaffolds that are modified to deliver bioactive sequences. Both human-derived and non-human-sourced scaffold proteins have been developed. New types of "non-antibody" scaffolds are still being discovered, as they offer attractive alternatives to monoclonals due to their smaller size, improved stability, and ease of synthesis. They are believed to have low immunogenic potential. However, while several human-sourced protein scaffolds have not been immunogenic in clinical studies, this may not predict their overall performance in other therapeutic applications. A preliminary evaluation of their potential for immunogenicity is warranted. Immunogenicity risk potential has been clearly linked to the presence of T "helper" epitopes in the sequence of biologic therapeutics. In addition, tolerogenic epitopes are present in some human proteins and may decrease their immunogenic potential. While the detailed sequences of many non-antibody scaffold therapeutic candidates remain unpublished, their backbone sequences are available for review and analysis. We assessed 12 example non-antibody scaffold backbone sequences using our epitope-mapping tools (EpiMatrix) for this perspective. Based on EpiMatrix scoring, their HLA DRB1-restricted T cell epitope content appears to be lower than the average protein, and sequences that may act as tolerogenic epitopes are present in selected human-derived scaffolds. Assessing the potential immunogenicity of scaffold proteins regarding self and non-self T cell epitopes may be of use for drug developers and clinicians, as these exciting new non-antibody molecules begin to emerge from the preclinical pipeline into clinical use.
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Affiliation(s)
- Anne S. De Groot
- EpiVax, Providence, RI, United States
- University of Georgia, Center for Vaccines and Immunology, Athens, GA, United States
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2
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Chernykh ER, Oleynik EA, Leplina OY, Starostina NM, Ostanin AA. Dendritic cells in the pathogenesis of viral hepatitis C. RUSSIAN JOURNAL OF INFECTION AND IMMUNITY 2019. [DOI: 10.15789/2220-7619-2019-2-239-252] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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Basu A, Ramamoorthi G, Jia Y, Faughn J, Wiener D, Awshah S, Kodumudi K, Czerniecki BJ. Immunotherapy in breast cancer: Current status and future directions. Adv Cancer Res 2019; 143:295-349. [PMID: 31202361 DOI: 10.1016/bs.acr.2019.03.006] [Citation(s) in RCA: 60] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Breast cancer, one of the leading causes of death in women in the United States, challenges therapeutic success in patients due to tumor heterogeneity, treatment resistance, metastasis and disease recurrence. Knowledge of immune system involvement in normal breast development and breast cancer has led to extensive research into the immune landscape of breast cancer and multiple immunotherapy clinical trials in breast cancer patients. However, poor immunogenicity and T-cell infiltration along with heightened immunosuppression in the tumor microenvironment have been identified as potential challenges to the success of immunotherapy in breast cancer. Oncodrivers, owing to their enhanced expression and stimulation of tumor cell proliferation and survival, present an excellent choice for targeted immunotherapy development in breast cancer. Loss of anti-tumor immune response specific to oncodrivers has been reported in breast cancer patients as well. Dendritic cell vaccines have been tested for their efficacy in generating anti-tumor T-cell response against specific tumor-associated antigens and oncodrivers and have shown improved survival outcome in patients. Here, we review the current status of immunotherapy in breast cancer, focusing on dendritic cell vaccines and their therapeutic application in breast cancer. We further discuss future directions of breast cancer immunotherapy and potential combination strategies involving dendritic cell vaccines and existing chemotherapeutics for improved efficacy and better survival outcome in breast cancer.
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Affiliation(s)
- Amrita Basu
- Clinical Science Division, Moffitt Cancer Center, Tampa, FL, United States
| | | | - Yongsheng Jia
- Clinical Science Division, Moffitt Cancer Center, Tampa, FL, United States; Department of Breast Oncology, Tianjin Medical University Cancer Institute & Hospital, National Clinical Research Center for Cancer, Tianjin, China
| | - Jon Faughn
- Clinical Science Division, Moffitt Cancer Center, Tampa, FL, United States
| | - Doris Wiener
- Clinical Science Division, Moffitt Cancer Center, Tampa, FL, United States
| | - Sabrina Awshah
- Clinical Science Division, Moffitt Cancer Center, Tampa, FL, United States; University of South Florida, Tampa, FL, United States
| | - Krithika Kodumudi
- Clinical Science Division, Moffitt Cancer Center, Tampa, FL, United States; University of South Florida, Tampa, FL, United States.
| | - Brian J Czerniecki
- Clinical Science Division, Moffitt Cancer Center, Tampa, FL, United States; Department of Breast Oncology, Moffitt Cancer Center, Tampa, FL, United States; University of South Florida, Tampa, FL, United States.
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4
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Bahrami AA, Bandehpour M, Khalesi B, Kazemi B. Computational Design and Analysis of a Poly-Epitope Fusion Protein: A New Vaccine Candidate for Hepatitis and Poliovirus. Int J Pept Res Ther 2019. [DOI: 10.1007/s10989-019-09845-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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5
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Kangethe RT, Pichler R, Chuma FNJ, Cattoli G, Wijewardana V. Bovine monocyte derived dendritic cell based assay for measuring vaccine immunogenicity in vitro. Vet Immunol Immunopathol 2018; 197:39-48. [PMID: 29475505 DOI: 10.1016/j.vetimm.2018.01.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2017] [Revised: 01/16/2018] [Accepted: 01/19/2018] [Indexed: 12/21/2022]
Abstract
During both human and animal vaccine development phases, animal testing is necessary to demonstrate vaccine efficacy. Since the number of antigen candidates for testing is usually large when developing a potential vaccine, it is too costly, time consuming and would involve higher risks to carry out selection using in vivo models. The currently available in vitro assays that measure immunogenicity do not adequately reproduce the in vivo state and this is especially true for vaccine research in livestock species. With this in mind, we have developed a bovine monocyte derived dendritic cell (MODC)s based assay to prime CD4 and CD8 lymphocytes in order to investigate vaccine immunogenicity in vitro. MODCs were generated, pulsed with diphtheria toxoid (DT) and co-cultured with lymphocytes for priming. Immunogenicity was measured through antigen recall when antigen pulsed MODC were re-introduced to the co-culture and proliferation of CD4 and CD8 positive lymphocytes were quantified using expressed Ki-67. Having developed the protocol for the assay, we then employed two licenced vaccines against blue tongue virus and rabies virus to validate the assay. Our results show the ability of the assay to satisfactorily measure immunogenicity in cattle. The assay could be used to identify antigens that induce CD4 and CD8 T cell responses prior to embarking on in vivo experiments and can also be used for the quality control of established vaccines in vaccine production facilities as a supplement for in vivo experiments.
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Affiliation(s)
- Richard T Kangethe
- Animal Production and Health Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food and Agriculture, Department of Nuclear Sciences and Applications, International Atomic Energy Agency, Vienna, Austria
| | - Rudolf Pichler
- Animal Production and Health Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food and Agriculture, Department of Nuclear Sciences and Applications, International Atomic Energy Agency, Vienna, Austria
| | - Francis N J Chuma
- Animal Production and Health Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food and Agriculture, Department of Nuclear Sciences and Applications, International Atomic Energy Agency, Vienna, Austria
| | - Giovanni Cattoli
- Animal Production and Health Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food and Agriculture, Department of Nuclear Sciences and Applications, International Atomic Energy Agency, Vienna, Austria
| | - Viskam Wijewardana
- Animal Production and Health Laboratory, Joint FAO/IAEA Division of Nuclear Techniques in Food and Agriculture, Department of Nuclear Sciences and Applications, International Atomic Energy Agency, Vienna, Austria.
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6
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Pradhan D, Yadav M, Verma R, Khan NS, Jena L, Jain AK. Discovery of T-cell Driven Subunit Vaccines from Zika Virus Genome: An Immunoinformatics Approach. Interdiscip Sci 2017; 9:468-477. [PMID: 29094318 PMCID: PMC7091030 DOI: 10.1007/s12539-017-0238-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2016] [Revised: 02/26/2017] [Accepted: 05/09/2017] [Indexed: 11/16/2022]
Abstract
The recent outbreaks of Zika virus and the absence of a specific therapy have necessitated to identify T-cell-stimulating antigenic peptides as potential subunit vaccine candidates. The translated ssRNA (+) genome of Zika virus was explored in EMBOSS antigenic and VaxiJen to predict 63 peptides as potential antigens. Three MHC-II binding peptide prediction tools, viz. NetMHCIIpan, PREDIVAC and immune epitope database (IEDB) were employed in consensus on 63 antigenic peptides to propose 14 T-helper cell epitopes. Similarly, analysis on 63 antigenic peptides through NetMHC, NetCTL and IEDB MHC-I binding peptide prediction tool led to identification of 14 CTL epitopes. Seven T-cell epitopes, C:44-66, M:135-149, NS2A:124-144, NS3:421-453, NS3:540-554, NS4B:90-134 and NS4B:171-188, are observed to share overlapping MHC-I and MHC-II binding motifs and hence, are being proposed to constitute minimum T-cell antigens to elicit protective T-cell immune response against Zika. Three of them, C:44-66, NS3:421-453 and NS3:540-554 are identified to be conserved across all the selected strains of Zika virus. Moreover, the 21 T-cell epitopes are non-self to humans and exhibited good coverage in variable populations of 14 geographical locations. Therefore, 21 T-cell epitopes are proposed as potential subunit vaccines against Zika virus.
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Affiliation(s)
- Dibyabhaba Pradhan
- Biomedical Informatics Centre, National Institute of Pathology-ICMR, New Delhi, 110029, India
| | - Monika Yadav
- Biomedical Informatics Centre, National Institute of Pathology-ICMR, New Delhi, 110029, India
| | - Rashi Verma
- Biomedical Informatics Centre, National Institute of Pathology-ICMR, New Delhi, 110029, India
| | - Noor Saba Khan
- Biomedical Informatics Centre, National Institute of Pathology-ICMR, New Delhi, 110029, India
| | - Lingaraja Jena
- Bioinformatics Centre, Mahatma Gandhi Institute of Medical Sciences, Sevagram, Wardha, 442102, India
| | - Arun Kumar Jain
- Biomedical Informatics Centre, National Institute of Pathology-ICMR, New Delhi, 110029, India.
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7
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Fast LD, Mishra S, Promrat K, Losikoff PT, Gregory SH. Viral epitope-specific T cell responses induced in chronic, hepatitis C virus-infected patients. Dig Liver Dis 2017; 49:709-713. [PMID: 28256402 DOI: 10.1016/j.dld.2017.02.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2016] [Revised: 02/01/2017] [Accepted: 02/06/2017] [Indexed: 12/11/2022]
Abstract
BACKGROUND Approximate 180 million people worldwide are infected with hepatitis C virus (HCV). Historically, vaccination has been the most effective strategy for controlling infections of such major health concern. Therapeutic vaccine strategies for HCV, however, have demonstrated negligible success. AIM Demonstrate the ability of highly-conserved viral epitopes to overcome the immune dysfunction often associated with chronic HCV infections. METHODS T cells from five chronic, HCV-infected patients were immunophenotyped by flow cytometry. The ex vivo T cell responses to highly-conserved viral epitopes were assessed by ELISpot assay and cytokine bead array analysis. RESULTS Both HLA-DRB-1- and HLA-A2-restricted viral epitopes induced specific, TH1-type cytokine production by T cells derived from the patients. Induction occurred despite expression of cell-surface inhibitory molecules and the presence of regulatory T cells. CONCLUSION These findings support the potential ability of a broad, multi-epitope-based therapeutic vaccine to elicit virus-specific immune responses in chronic hepatitis C virus-infected patients.
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Affiliation(s)
- Loren D Fast
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI, United States
| | - Sasmita Mishra
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI, United States
| | - Kittichai Promrat
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI, United States
| | - Phyllis T Losikoff
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI, United States
| | - Stephen H Gregory
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI, United States.
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Eltahla AA, Leung P, Pirozyan MR, Rodrigo C, Grebely J, Applegate T, Maher L, Luciani F, Lloyd AR, Bull RA. Dynamic evolution of hepatitis C virus resistance-associated substitutions in the absence of antiviral treatment. Sci Rep 2017; 7:41719. [PMID: 28139734 PMCID: PMC5282498 DOI: 10.1038/srep41719] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Accepted: 12/28/2016] [Indexed: 01/01/2023] Open
Abstract
Resistance against new hepatitis C virus (HCV) antivirals is an area of increasing interest. Resistance-associated substitutions (RASs) have been identified in treatment-naïve individuals, but pressures driving treatment-independent RAS emergence are poorly understood. We analysed the longitudinal evolution of RASs in twelve participants with early acute HCV infections. Full-genome deep sequences were analysed for changes in RAS frequency within NS3, NS5A and NS5B-coding regions over the course of the infection. Emergence of RASs relevant only to the polymerase non-nucleoside inhibitors (NNI) was detected, and these lay within CD8+ T-cell epitopes. Conversely, the loss of NNI RASs over time appeared likely to be driven by viral fitness constraints. These results highlight the importance of monitoring CD8+ T cell epitope-associated RASs in populations with dominant HLA types.
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Affiliation(s)
- Auda A. Eltahla
- School of Medical Sciences, Faculty of Medicine, UNSW Australia, Sydney, NSW 2052, Australia
| | - Preston Leung
- School of Medical Sciences, Faculty of Medicine, UNSW Australia, Sydney, NSW 2052, Australia
| | - Mehdi R. Pirozyan
- School of Medical Sciences, Faculty of Medicine, UNSW Australia, Sydney, NSW 2052, Australia
| | - Chaturaka Rodrigo
- School of Medical Sciences, Faculty of Medicine, UNSW Australia, Sydney, NSW 2052, Australia
| | - Jason Grebely
- The Kirby Institute, UNSW Australia, Sydney, NSW 2052, Australia
| | - Tanya Applegate
- The Kirby Institute, UNSW Australia, Sydney, NSW 2052, Australia
| | - Lisa Maher
- The Kirby Institute, UNSW Australia, Sydney, NSW 2052, Australia
| | - Fabio Luciani
- School of Medical Sciences, Faculty of Medicine, UNSW Australia, Sydney, NSW 2052, Australia
| | - Andrew R. Lloyd
- School of Medical Sciences, Faculty of Medicine, UNSW Australia, Sydney, NSW 2052, Australia
| | - Rowena A. Bull
- School of Medical Sciences, Faculty of Medicine, UNSW Australia, Sydney, NSW 2052, Australia
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Moise L, Gutierrez A, Kibria F, Martin R, Tassone R, Liu R, Terry F, Martin B, De Groot AS. iVAX: An integrated toolkit for the selection and optimization of antigens and the design of epitope-driven vaccines. Hum Vaccin Immunother 2016; 11:2312-21. [PMID: 26155959 PMCID: PMC4635942 DOI: 10.1080/21645515.2015.1061159] [Citation(s) in RCA: 72] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Computational vaccine design, also known as computational vaccinology, encompasses epitope mapping, antigen selection and immunogen design using computational tools. The iVAX toolkit is an integrated set of tools that has been in development since 1998 by De Groot and Martin. It comprises a suite of immunoinformatics algorithms for triaging candidate antigens, selecting immunogenic and conserved T cell epitopes, eliminating regulatory T cell epitopes, and optimizing antigens for immunogenicity and protection against disease. iVAX has been applied to vaccine development programs for emerging infectious diseases, cancer antigens and biodefense targets. Several iVAX vaccine design projects have had success in pre-clinical studies in animal models and are progressing toward clinical studies. The toolkit now incorporates a range of immunoinformatics tools for infectious disease and cancer immunotherapy vaccine design. This article will provide a guide to the iVAX approach to computational vaccinology.
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Affiliation(s)
- Leonard Moise
- a Institute for Immunology and Informatics; University of Rhode Island ; Providence , RI USA
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Lee YN, Lee YT, Kim MC, Gewirtz AT, Kang SM. A Novel Vaccination Strategy Mediating the Induction of Lung-Resident Memory CD8 T Cells Confers Heterosubtypic Immunity against Future Pandemic Influenza Virus. THE JOURNAL OF IMMUNOLOGY 2016; 196:2637-45. [PMID: 26864033 DOI: 10.4049/jimmunol.1501637] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2015] [Accepted: 01/08/2016] [Indexed: 12/21/2022]
Abstract
The currently used vaccine strategy to combat influenza A virus (IAV) aims to provide highly specific immunity to circulating seasonal IAV strains. However, the outbreak of 2009 influenza pandemic highlights the danger in this strategy. In this study, we tested the hypothesis that universal vaccination that offers broader but weaker protection would result in cross protective T cell responses after primary IAV infection, which would subsequently provide protective immunity against future pandemic strains. Specifically, we used tandem repeat extracellular domain of M2 (M2e) epitopes on virus-like particles (M2e5x VLP) that induced heterosubtypic immunity by eliciting Abs to a conserved M2e epitope. M2e5x VLP was found to be superior to strain-specific current split vaccine in conferring heterosubtypic cross protection and in equipping the host with cross-protective lung-resident nucleoprotein-specific memory CD8(+) T cell responses to a subsequent secondary infection with a new pandemic potential strain. Immune correlates for subsequent heterosubtypic immunity by M2e5x VLP vaccination were found to be virus-specific CD8(+) T cells secreting IFN-γ and expressing lung-resident memory phenotypic markers CD69(+) and CD103(+) as well as M2e Abs. Hence, vaccination with M2e5x VLP may be developable as a new strategy to combat future pandemic outbreaks.
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Affiliation(s)
- Yu-Na Lee
- Center for Inflammation, Immunity & Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, GA 30303; and
| | - Young-Tae Lee
- Center for Inflammation, Immunity & Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, GA 30303; and
| | - Min-Chul Kim
- Center for Inflammation, Immunity & Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, GA 30303; and Animal and Plant Quarantine Agency, Anyang, Gyeonggi-do 14089, Republic of Korea
| | - Andrew T Gewirtz
- Center for Inflammation, Immunity & Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, GA 30303; and
| | - Sang-Moo Kang
- Center for Inflammation, Immunity & Infection, Institute for Biomedical Sciences, Georgia State University, Atlanta, GA 30303; and
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De Groot AS, Moise L, Liu R, Gutierrez AH, Tassone R, Bailey-Kellogg C, Martin W. Immune camouflage: relevance to vaccines and human immunology. Hum Vaccin Immunother 2015; 10:3570-5. [PMID: 25483703 PMCID: PMC4514035 DOI: 10.4161/hv.36134] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
High strain sequence variability, interference with innate immune mechanisms, and epitope deletion are all examples of strategies that pathogens have evolved to subvert host defenses. To this list we would add another strategy: immune camouflage. Pathogens whose epitope sequences are cross-conserved with multiple human proteins at the TCR-facing residues may be exploiting “ignorance and tolerance," which are mechanisms by which mature T cells avoid immune responses to self-antigens. By adopting amino acid configurations that may be recognized by autologous regulatory T cells, pathogens may be actively suppressing protective immunity. Using the new JanusMatrix TCR-homology-mapping tool, we have identified several such ‘camouflaged’ tolerizing epitopes that are present in the viral genomes of pathogens such as emerging H7N9 influenza. Thus in addition to the overall low number of T helper epitopes that is present in H7 hemaglutinin (as described previously, see http://dx.doi.org/10.4161/hv.24939), the presence of such tolerizing epitopes in H7N9 could explain why, in recent vaccine trials, whole H7N9-HA was poorly immunogenic and associated with low seroconversion rates (see http://dx.doi.org/10.4161/hv.28135). In this commentary, we provide an overview of the immunoinformatics process leading to the discovery of tolerizing epitopes in pathogen genomic sequences, provide a brief summary of laboratory data that validates the discovery, and point the way forward. Removal of viral, bacterial and parasite tolerizing epitopes may permit researchers to develop more effective vaccines and immunotherapeutics in the future.
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Key Words
- Biologic
- Deimmunization
- EpiMatrix
- HA, hemagglutinin
- HCV, Hepatitis C virus
- HIV, human immunodeficiency virus
- HLA, human leukocyte antigen
- IAVs, influenza A viruses
- JanusMatrix
- TCR, T cell receptor
- Td response, T cell-driven response
- Tolerance
- Treg
- Treg, regulatory T cell
- Tregitope
- Tregitope, Treg epitope
- Vaccine
- nTreg, natural regulatory T cells
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Gutiérrez AH, Martin WD, Bailey-Kellogg C, Terry F, Moise L, De Groot AS. Development and validation of an epitope prediction tool for swine (PigMatrix) based on the pocket profile method. BMC Bioinformatics 2015; 16:290. [PMID: 26370412 PMCID: PMC4570239 DOI: 10.1186/s12859-015-0724-8] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2015] [Accepted: 08/26/2015] [Indexed: 12/14/2022] Open
Abstract
Background T cell epitope prediction tools and associated vaccine design algorithms have accelerated the development of vaccines for humans. Predictive tools for swine and other food animals are not as well developed, primarily because the data required to develop the tools are lacking. Here, we overcome a lack of T cell epitope data to construct swine epitope predictors by systematically leveraging available human information. Applying the “pocket profile method”, we use sequence and structural similarities in the binding pockets of human and swine major histocompatibility complex proteins to infer Swine Leukocyte Antigen (SLA) peptide binding preferences. We developed epitope-prediction matrices (PigMatrices), for three SLA class I alleles (SLA-1*0401, 2*0401 and 3*0401) and one class II allele (SLA-DRB1*0201), based on the binding preferences of the best-matched Human Leukocyte Antigen (HLA) pocket for each SLA pocket. The contact residues involved in the binding pockets were defined for class I based on crystal structures of either SLA (SLA-specific contacts, Ssc) or HLA supertype alleles (HLA contacts, Hc); for class II, only Hc was possible. Different substitution matrices were evaluated (PAM and BLOSUM) for scoring pocket similarity and identifying the best human match. The accuracy of the PigMatrices was compared to available online swine epitope prediction tools such as PickPocket and NetMHCpan. Results PigMatrices that used Ssc to define the pocket sequences and PAM30 to score pocket similarity demonstrated the best predictive performance and were able to accurately separate binders from random peptides. For SLA-1*0401 and 2*0401, PigMatrix achieved area under the receiver operating characteristic curves (AUC) of 0.78 and 0.73, respectively, which were equivalent or better than PickPocket (0.76 and 0.54) and NetMHCpan version 2.4 (0.41 and 0.51) and version 2.8 (0.72 and 0.71). In addition, we developed the first predictive SLA class II matrix, obtaining an AUC of 0.73 for existing SLA-DRB1*0201 epitopes. Notably, PigMatrix achieved this level of predictive power without training on SLA binding data. Conclusion Overall, the pocket profile method combined with binding preferences from HLA binding data shows significant promise for developing T cell epitope prediction tools for pigs. When combined with existing vaccine design algorithms, PigMatrix will be useful for developing genome-derived vaccines for a range of pig pathogens for which no effective vaccines currently exist (e.g. porcine reproductive and respiratory syndrome, influenza and porcine epidemic diarrhea). Electronic supplementary material The online version of this article (doi:10.1186/s12859-015-0724-8) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Andres H Gutiérrez
- Institute for Immunology and Informatics, CMB/CELS, University of Rhode Island, Providence, RI, 02903, USA.
| | | | | | | | - Leonard Moise
- Institute for Immunology and Informatics, CMB/CELS, University of Rhode Island, Providence, RI, 02903, USA. .,EpiVax, Inc., Providence, RI, 02860, USA.
| | - Anne S De Groot
- Institute for Immunology and Informatics, CMB/CELS, University of Rhode Island, Providence, RI, 02903, USA. .,EpiVax, Inc., Providence, RI, 02860, USA.
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Mohammadzadeh S, Roohvand F, Memarnejadian A, Jafari A, Ajdary S, Salmanian AH, Ehsani P. Co-expression of hepatitis C virus polytope-HBsAg and p19-silencing suppressor protein in tobacco leaves. PHARMACEUTICAL BIOLOGY 2015; 54:465-73. [PMID: 25990925 DOI: 10.3109/13880209.2015.1048371] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
CONTEXT Plants transformed by virus-based vectors have emerged as promising tools to rapidly express large amounts and inexpensive antigens in transient condition. OBJECTIVE We studied the possibility of transient-expression of an HBsAg-fused polytopic construct (HCVpc) [containing H-2d and HLA-A2-restricted CD8+CTL-epitopic peptides of C (Core; aa 132-142), E6 (Envelope2; aa 614-622), N (NS3; aa 1406-1415), and E4 (Envelope2; aa 405-414) in tandem of CE6NE4] in tobacco (Nicotiana tabacum) leaves for the development of a plant-based HCV vaccine. MATERIALS AND METHODS A codon-optimized gene encoding the Kozak sequence, hexahistidine (6×His)-tag peptide, and HCVpc in tandem was designed, chemically synthesized, fused to HBsAg gene, and inserted into Potato virus X (PVX-GW) vector under the control of duplicated PVX coat protein promoter (CPP). The resulted recombinant plasmids (after confirmation by restriction and sequencing analyses) were transferred into Agrobacterium tumefaciens strain GV3101 and vacuum infiltrated into tobacco leaves. The effect of gene-silencing suppressor, p19 protein from tomato bushy stunt virus, on the expression yield of HCVpc-HBsAg was also evaluated by co-infiltration of a p19 expression vector. RESULTS Codon-optimized gene increased adaptation index (CAI) value (from 0.61 to 0.92) in tobacco. The expression of the HCVpc-HBsAg was confirmed by western blot and HBsAg-based detection ELISA on total extractable proteins of tobacco leaves. The expression level of the fusion protein was significantly higher in p19 co-agroinfiltrated plants. DISCUSSION AND CONCLUSION The results indicated the possibility of expression of HCVpc-HBsAg constructs with proper protein conformations in tobacco for final application as a plant-derived HCV vaccine.
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Affiliation(s)
| | | | | | | | - Soheila Ajdary
- d Department of Immunology , Pasteur Institute of Iran , Tehran , Iran , and
| | - Ali-Hatef Salmanian
- e Department of Plant Biotechnology , National Institute of Genetic Engineering and Biotechnology , Tehran , Iran
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14
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Tomimaru Y, Mishra S, Safran H, Charpentier KP, Martin W, De Groot AS, Gregory SH, Wands JR. Aspartate-β-hydroxylase induces epitope-specific T cell responses in hepatocellular carcinoma. Vaccine 2015; 33:1256-66. [PMID: 25629522 DOI: 10.1016/j.vaccine.2015.01.037] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2014] [Revised: 11/13/2014] [Accepted: 01/19/2015] [Indexed: 12/22/2022]
Abstract
Hepatocellular carcinoma (HCC) has a poor prognosis due to high recurrence rate. Aspartate-β-hydroxylase (ASPH) is a highly conserved transmembrane protein, which is over expressed in HCC and promotes a malignant phenotype. The capability of ASPH protein-derived HLA class I and II peptides to generate antigen specific CD4(+) and CD8(+) immune responses is unknown. Therefore, these studies aim to define the epitope specific components required for a peptide based candidate vaccine. Monocyte-derived dendritic cells (DCs) generated from the peripheral blood mononuclear cells (PBMCs) of HCC patients were loaded with ASPH protein. Helper CD4(+) T cells and CD8(+) cytotoxic T lymphocytes (CTLs) were co-incubated with the DCs; T cell activation was evaluated by flow cytometric analysis. Immunoinformatics tools were used to predict HLA class I- and class II-restricted ASPH sequences, and the corresponding peptides were synthesized. The immunogenicity of each peptide in cultures of human PBMCs was determined by IFN-γ ELISpot assay. ASPH protein-loaded DCs activated both CD4(+) and CD8(+) T cells contained within the PBMC population derived from HCC patients. Furthermore, the predicted HLA class I- and class II-restricted ASPH peptides were significantly immunogenic. Both HLA class I- and class II-restricted peptides derived from ASPH induce T cell activation in HCC. We observed that ASPH protein and related peptides were highly immunogenic in patients with HCC and produce the type of cellular immune responses required for generation of anti-tumor activity.
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Affiliation(s)
- Yoshito Tomimaru
- Liver Research Center, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI 02903, USA
| | - Sasmita Mishra
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI 02903, USA
| | - Howard Safran
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI 02903, USA
| | - Kevin P Charpentier
- Department of Surgery, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI 02903, USA
| | | | | | - Stephen H Gregory
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI 02903, USA
| | - Jack R Wands
- Liver Research Center, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI 02903, USA; Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, RI 02903, USA.
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15
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Snyder A, Chan TA. Immunogenic peptide discovery in cancer genomes. Curr Opin Genet Dev 2015; 30:7-16. [PMID: 25588790 DOI: 10.1016/j.gde.2014.12.003] [Citation(s) in RCA: 52] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2014] [Revised: 12/15/2014] [Accepted: 12/16/2014] [Indexed: 12/12/2022]
Abstract
As immunotherapies to treat malignancy continue to diversify along with the tumor types amenable to treatment, it will become very important to predict which treatment is most likely to benefit a given patient. Tumor neoantigens, novel peptides resulting from somatic tumor mutations and recognized by the immune system as foreign, are likely to contribute significantly to the efficacy of immunotherapy. Multiple in silico methods have been developed to predict whether peptides, including tumor neoantigens, will be presented by the major histocompatibility complex (MHC) Class I or Class II, and interact with the T cell receptor (TCR). The methods for neoantigen prediction will be reviewed here, along with the most important examples of their use in the field of oncology.
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Affiliation(s)
- Alexandra Snyder
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, United States; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, United States
| | - Timothy A Chan
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, United States; Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, United States.
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16
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Losikoff PT, Mishra S, Terry F, Gutierrez A, Ardito MT, Fast L, Nevola M, Martin WD, Bailey-Kellogg C, De Groot AS, Gregory SH. HCV epitope, homologous to multiple human protein sequences, induces a regulatory T cell response in infected patients. J Hepatol 2015; 62:48-55. [PMID: 25157982 DOI: 10.1016/j.jhep.2014.08.026] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2013] [Revised: 07/14/2014] [Accepted: 08/17/2014] [Indexed: 12/19/2022]
Abstract
BACKGROUND & AIMS Spontaneous resolution of hepatitis C virus (HCV) infection depends upon a broad T cell response to multiple viral epitopes. However, most patients fail to clear infections spontaneously and develop chronic disease. The elevated number and function of CD3(+)CD4(+)CD25(+)FoxP3(+) regulatory T cells (T(reg)) in HCV-infected patients suggest a role of Treg cells in impaired viral clearance. The factors contributing to increased Treg cell activity in chronic hepatitis C cases remain to be delineated. METHODS Immunoinformatics tools were used to predict promiscuous, highly-conserved HLA-DRB1-restricted immunogenic consensus sequences (ICS), each composed of multiple T cell epitopes. These sequences were synthesized and added to cultures of peripheral blood mononuclear cells (PBMCs), derived from patients who resolved HCV infection spontaneously, patients with persistent infection, and non-infected individuals. The cells were collected and following 5days incubation, quantified and characterized by flow cytometry. RESULTS One immunogenic consensus sequence (ICS), HCV_G1_p7_794, induced a marked increase in Treg cells in PBMC cultures derived from infected patients, but not in patients who spontaneously cleared HCV or in non-infected individuals. An analogous human peptide (p7_794), on the other hand, induced a significant increase in Treg cells among PBMCs derived from both HCV-infected and non-infected individuals. JanusMatrix analyses determined that HCV_G1_p7_794 is comprised of Treg cell epitopes that exhibit extensive cross-reactivity with the human proteome. CONCLUSIONS A virus-encoded peptide (HCV_G1_p7_794) with extensive human homology activates cross-reactive CD3(+)CD4(+)CD25(+)FoxP3(+) natural Treg cells, which potentially contributes to immunosuppression and to the development of chronic hepatitis C.
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Affiliation(s)
- Phyllis T Losikoff
- Department of Medicine, Rhode Island Hospital and The Warren Alpert Medical School of Brown University, Providence, RI, USA
| | - Sasmita Mishra
- Department of Medicine, Rhode Island Hospital and The Warren Alpert Medical School of Brown University, Providence, RI, USA
| | | | - Andres Gutierrez
- Institute for Immunology and Informatics, University of Rhode Island, Providence, RI, USA
| | | | - Loren Fast
- Department of Medicine, Rhode Island Hospital and The Warren Alpert Medical School of Brown University, Providence, RI, USA; Institute for Immunology and Informatics, University of Rhode Island, Providence, RI, USA
| | - Martha Nevola
- Department of Medicine, Rhode Island Hospital and The Warren Alpert Medical School of Brown University, Providence, RI, USA
| | | | | | - Anne S De Groot
- EpiVax, Inc., Providence, RI, USA; Institute for Immunology and Informatics, University of Rhode Island, Providence, RI, USA
| | - Stephen H Gregory
- Department of Medicine, Rhode Island Hospital and The Warren Alpert Medical School of Brown University, Providence, RI, USA.
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Moise L, Terry F, Gutierrez AH, Tassone R, Losikoff P, Gregory SH, Bailey-Kellogg C, Martin WD, De Groot AS. Smarter vaccine design will circumvent regulatory T cell-mediated evasion in chronic HIV and HCV infection. Front Microbiol 2014; 5:502. [PMID: 25339942 PMCID: PMC4186478 DOI: 10.3389/fmicb.2014.00502] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2014] [Accepted: 09/08/2014] [Indexed: 01/17/2023] Open
Abstract
Despite years of research, vaccines against HIV and HCV are not yet available, due largely to effective viral immunoevasive mechanisms. A novel escape mechanism observed in viruses that cause chronic infection is suppression of viral-specific effector CD4(+) and CD8(+) T cells by stimulating regulatory T cells (Tregs) educated on host sequences during tolerance induction. Viral class II MHC epitopes that share a T cell receptor (TCR)-face with host epitopes may activate Tregs capable of suppressing protective responses. We designed an immunoinformatic algorithm, JanusMatrix, to identify such epitopes and discovered that among human-host viruses, chronic viruses appear more human-like than viruses that cause acute infection. Furthermore, an HCV epitope that activates Tregs in chronically infected patients, but not clearers, shares a TCR-face with numerous human sequences. To boost weak CD4(+) T cell responses associated with persistent infection, vaccines for HIV and HCV must circumvent potential Treg activation that can handicap efficacy. Epitope-driven approaches to vaccine design that involve careful consideration of the T cell subsets primed during immunization will advance HIV and HCV vaccine development.
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Affiliation(s)
- Leonard Moise
- EpiVax, Inc., Providence, RI, USA
- Institute for Immunology and Informatics, University of Rhode Island, Providence, RI, USA
| | | | - Andres H. Gutierrez
- Institute for Immunology and Informatics, University of Rhode Island, Providence, RI, USA
| | - Ryan Tassone
- Institute for Immunology and Informatics, University of Rhode Island, Providence, RI, USA
| | - Phyllis Losikoff
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School at Brown University, Providence, RI, USA
| | | | | | | | - Anne S. De Groot
- EpiVax, Inc., Providence, RI, USA
- Institute for Immunology and Informatics, University of Rhode Island, Providence, RI, USA
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18
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Terry FE, Moise L, Martin RF, Torres M, Pilotte N, Williams SA, De Groot AS. Time for T? Immunoinformatics addresses vaccine design for neglected tropical and emerging infectious diseases. Expert Rev Vaccines 2014; 14:21-35. [PMID: 25193104 PMCID: PMC4743591 DOI: 10.1586/14760584.2015.955478] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Vaccines have been invaluable for global health, saving lives and reducing healthcare costs, while also raising the quality of human life. However, newly emerging infectious diseases (EID) and more well-established tropical disease pathogens present complex challenges to vaccine developers; in particular, neglected tropical diseases, which are most prevalent among the world's poorest, include many pathogens with large sizes, multistage life cycles and a variety of nonhuman vectors. EID such as MERS-CoV and H7N9 are highly pathogenic for humans. For many of these pathogens, while their genomes are available, immune correlates of protection are currently unknown. These complexities make developing vaccines for EID and neglected tropical diseases all the more difficult. In this review, we describe the implementation of an immunoinformatics-driven approach to systematically search for key determinants of immunity in newly available genome sequence data and design vaccines. This approach holds promise for the development of 21st century vaccines, improving human health everywhere.
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Mishra S, Lavelle BJ, Desrosiers J, Ardito MT, Terry F, Martin WD, De Groot AS, Gregory SH. Dendritic cell-mediated, DNA-based vaccination against hepatitis C induces the multi-epitope-specific response of humanized, HLA transgenic mice. PLoS One 2014; 9:e104606. [PMID: 25111185 PMCID: PMC4128787 DOI: 10.1371/journal.pone.0104606] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2014] [Accepted: 06/29/2014] [Indexed: 12/26/2022] Open
Abstract
Hepatitis C virus (HCV) is the etiologic agent of chronic liver disease, hepatitis C. Spontaneous resolution of viral infection is associated with vigorous HLA class I- and class II-restricted T cell responses to multiple viral epitopes. Unfortunately, only 20% of patients clear infection spontaneously, most develop chronic disease and require therapy. The response to chemotherapy varies, however; therapeutic vaccination offers an additional treatment strategy. To date, therapeutic vaccines have demonstrated only limited success. Vector-mediated vaccination with multi-epitope-expressing DNA constructs alone or in combination with chemotherapy offers an additional treatment approach. Gene sequences encoding validated HLA-A2- and HLA-DRB1-restricted epitopes were synthesized and cloned into an expression vector. Dendritic cells (DCs) derived from humanized, HLA-A2/DRB1 transgenic (donor) mice were transfected with these multi-epitope-expressing DNA constructs. Recipient HLA-A2/DRB1 mice were vaccinated s.c. with transfected DCs; control mice received non-transfected DCs. Peptide-specific IFN-γ production by splenic T cells obtained at 5 weeks post-immunization was quantified by ELISpot assay; additionally, the production of IL-4, IL-10 and TNF-α were quantified by cytokine bead array. Splenocytes derived from vaccinated HLA-A2/DRB1 transgenic mice exhibited peptide-specific cytokine production to the vast majority of the vaccine-encoded HLA class I- and class II-restricted T cell epitopes. A multi-epitope-based HCV vaccine that targets DCs offers an effective approach to inducing a broad immune response and viral clearance in chronic, HCV-infected patients.
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Affiliation(s)
- Sasmita Mishra
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, Rhode Island, United States of America
| | - Bianca J. Lavelle
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, Rhode Island, United States of America
| | - Joe Desrosiers
- Institute for Immunology and Informatics, University of Rhode Island, Providence, Rhode Island, United States of America
| | - Matt T. Ardito
- EpiVax, Inc., Providence, Rhode Island, United States of America
| | - Frances Terry
- EpiVax, Inc., Providence, Rhode Island, United States of America
| | | | - Anne S. De Groot
- Institute for Immunology and Informatics, University of Rhode Island, Providence, Rhode Island, United States of America
- EpiVax, Inc., Providence, Rhode Island, United States of America
| | - Stephen H. Gregory
- Department of Medicine, Rhode Island Hospital and the Warren Alpert Medical School of Brown University, Providence, Rhode Island, United States of America
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