1
|
Lee JS, Karthikeyan D, Fini M, Vincent BG, Rubinsteyn A. ACE configurator for ELISpot: optimizing combinatorial design of pooled ELISpot assays with an epitope similarity model. Brief Bioinform 2023; 25:bbad495. [PMID: 38180831 PMCID: PMC10768796 DOI: 10.1093/bib/bbad495] [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: 08/22/2023] [Revised: 11/16/2023] [Accepted: 12/01/2023] [Indexed: 01/07/2024] Open
Abstract
The enzyme-linked immunosorbent spot (ELISpot) assay is a powerful in vitro immunoassay that enables cost-effective quantification of antigen-specific T-cell reactivity. It is used widely in the context of cancer and infectious diseases to validate the immunogenicity of predicted epitopes. While technological advances have kept pace with the demand for increased throughput, efforts to increase scale are bottlenecked by current assay design and deconvolution methods, which have remained largely unchanged. Current methods for designing pooled ELISpot experiments offer limited flexibility of assay parameters, lack support for high-throughput scenarios and do not consider peptide identity during pool assignment. We introduce the ACE Configurator for ELISpot (ACE) to address these gaps. ACE generates optimized peptide-pool assignments from highly customizable user inputs and handles the deconvolution of positive peptides using assay readouts. In this study, we present a novel sequence-aware pooling strategy, powered by a fine-tuned ESM-2 model that groups immunologically similar peptides, reducing the number of false positives and subsequent confirmatory assays compared to existing combinatorial approaches. To validate ACE's performance on real-world datasets, we conducted a comprehensive benchmark study, contextualizing design choices with their impact on prediction quality. Our results demonstrate ACE's capacity to further increase precision of identified immunogenic peptides, directly optimizing experimental efficiency. ACE is freely available as an executable with a graphical user interface and command-line interfaces at https://github.com/pirl-unc/ace.
Collapse
Affiliation(s)
- Jin Seok Lee
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC
- Computational Medicine Program, UNC School of Medicine, Chapel Hill, NC, USA
- Curriculum in Bioinformatics and Computational Biology, UNC School of Medicine, Chapel Hill, NC, USA
| | - Dhuvarakesh Karthikeyan
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC
- Computational Medicine Program, UNC School of Medicine, Chapel Hill, NC, USA
- Curriculum in Bioinformatics and Computational Biology, UNC School of Medicine, Chapel Hill, NC, USA
| | - Misha Fini
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC
- Department of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, NC, USA
| | - Benjamin G Vincent
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC
- Division of Hematology, Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC
- Department of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, NC, USA
- Computational Medicine Program, UNC School of Medicine, Chapel Hill, NC, USA
- Curriculum in Bioinformatics and Computational Biology, UNC School of Medicine, Chapel Hill, NC, USA
| | - Alex Rubinsteyn
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC
- Computational Medicine Program, UNC School of Medicine, Chapel Hill, NC, USA
- Curriculum in Bioinformatics and Computational Biology, UNC School of Medicine, Chapel Hill, NC, USA
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 USA
| |
Collapse
|
2
|
Michelo CM, Fiore-Gartland A, Dalel JA, Hayes P, Tang J, McGowan E, Kilembe W, Fernandez N, Gilmour J, Hunter E. Cohort-Specific Peptide Reagents Broaden Depth and Breadth Estimates of the CD8 T Cell Response to HIV-1 Gag Potential T Cell Epitopes. Vaccines (Basel) 2023; 11:472. [PMID: 36851349 PMCID: PMC9961105 DOI: 10.3390/vaccines11020472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 02/10/2023] [Accepted: 02/13/2023] [Indexed: 02/22/2023] Open
Abstract
An effective HIV vaccine will need to stimulate immune responses against the sequence diversity presented in circulating virus strains. In this study, we evaluate breadth and depth estimates of potential T-cell epitopes (PTEs) in transmitted founder virus sequence-derived cohort-specific peptide reagents against reagents representative of consensus and global sequences. CD8 T-cells from twenty-six HIV-1+ PBMC donor samples, obtained at 1-year post estimated date of infection, were evaluated. ELISpot assays compared responses to 15mer consensus (n = 121), multivalent-global (n = 320), and 10mer multivalent cohort-specific (n = 300) PTE peptides, all mapping to the Gag antigen. Responses to 38 consensus, 71 global, and 62 cohort-specific PTEs were confirmed, with sixty percent of common global and cohort-specific PTEs corresponding to consensus sequences. Both global and cohort-specific peptides exhibited broader epitope coverage compared to commonly used consensus reagents, with mean breadth estimates of 3.2 (global), 3.4 (cohort) and 2.2 (consensus) epitopes. Global or cohort peptides each identified unique epitope responses that would not be detected if these peptide pools were used alone. A peptide set designed around specific virologic and immunogenetic characteristics of a target cohort can expand the detection of CD8 T-cell responses to epitopes in circulating viruses, providing a novel way to better define the host response to HIV-1 with implications for vaccine development.
Collapse
Affiliation(s)
- Clive M. Michelo
- Center for Family Health Research Zambia, PostNet 412, P/Bag E891, B22/737 Bwembelelo, Emmasdale, Lusaka 10101, Zambia
| | - Andrew Fiore-Gartland
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Jama A. Dalel
- IAVI Human Immunology Laboratory, Imperial College, London SW10 9NH, UK
| | - Peter Hayes
- IAVI Human Immunology Laboratory, Imperial College, London SW10 9NH, UK
| | - Jianming Tang
- Department of Medicine, University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | - Edward McGowan
- IAVI Human Immunology Laboratory, Imperial College, London SW10 9NH, UK
| | - William Kilembe
- Center for Family Health Research Zambia, PostNet 412, P/Bag E891, B22/737 Bwembelelo, Emmasdale, Lusaka 10101, Zambia
| | - Natalia Fernandez
- IAVI Human Immunology Laboratory, Imperial College, London SW10 9NH, UK
| | - Jill Gilmour
- IAVI Human Immunology Laboratory, Imperial College, London SW10 9NH, UK
| | - Eric Hunter
- Center for Family Health Research Zambia, PostNet 412, P/Bag E891, B22/737 Bwembelelo, Emmasdale, Lusaka 10101, Zambia
- Emory Vaccine Center, Emory University, 954 Gatewood Road NE, Atlanta, GA 30329, USA
- Emory National Primate Research Center, Emory University, 954 Gatewood Road NE, Atlanta, GA 30329, USA
| |
Collapse
|
3
|
Fernandez N, Hayes P, Makinde J, Hare J, King D, Xu R, Rehawi O, Mezzell AT, Kato L, Mugaba S, Serwanga J, Chemweno J, Nduati E, Price MA, Osier F, Ochsenbauer C, Yue L, Hunter E, Gilmour J. Assessment of a diverse panel of transmitted/founder HIV-1 infectious molecular clones in a luciferase based CD8 T-cell mediated viral inhibition assay. Front Immunol 2022; 13:1029029. [PMID: 36532063 PMCID: PMC9751811 DOI: 10.3389/fimmu.2022.1029029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 11/14/2022] [Indexed: 12/03/2022] Open
Abstract
Introduction Immunological protection against human immunodeficiency virus-1 (HIV-1) infection is likely to require both humoral and cell-mediated immune responses, the latter involving cytotoxic CD8 T-cells. Characterisation of CD8 T-cell mediated direct anti-viral activity would provide understanding of potential correlates of immune protection and identification of critical epitopes associated with HIV-1 control. Methods The present report describes a functional viral inhibition assay (VIA) to assess CD8 T-cell-mediated inhibition of replication of a large and diverse panel of 45 HIV-1 infectious molecular clones (IMC) engineered with a Renilla reniformis luciferase reporter gene (LucR), referred to as IMC-LucR. HIV-1 IMC replication in CD4 T-cells and CD8 T-cell mediated inhibition was characterised in both ART naive subjects living with HIV-1 covering a broad human leukocyte antigen (HLA) distribution and compared with uninfected subjects. Results & discussion CD4 and CD8 T-cell lines were established from subjects vaccinated with a candidate HIV-1 vaccine and provided standard positive controls for both assay quality control and facilitating training and technology transfer. The assay was successfully established across 3 clinical research centres in Kenya, Uganda and the United Kingdom and shown to be reproducible. This IMC-LucR VIA enables characterisation of functional CD8 T-cell responses providing a tool for rational T-cell immunogen design of HIV-1 vaccine candidates and evaluation of vaccine-induced T-cell responses in HIV-1 clinical trials.
Collapse
Affiliation(s)
- Natalia Fernandez
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom,*Correspondence: Natalia Fernandez, ; Peter Hayes,
| | - Peter Hayes
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom,*Correspondence: Natalia Fernandez, ; Peter Hayes,
| | - Julia Makinde
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Jonathan Hare
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom,IAVI, New York, NY, United States
| | - Deborah King
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Rui Xu
- Emory Vaccine Center at Yerkes National Primate Research Center, Emory University, Atlanta, GA, United States
| | - Ola Rehawi
- University of Alabama at Birmingham, Birmingham, AL, United States
| | | | - Laban Kato
- Uganda Virus Research Institute, Entebbe, Uganda,Medical Research Council, Uganda Virus Research Institute and London School of Hygiene and Tropical Medicine Uganda Research Unit, Entebbe, Uganda
| | - Susan Mugaba
- Uganda Virus Research Institute, Entebbe, Uganda,Medical Research Council, Uganda Virus Research Institute and London School of Hygiene and Tropical Medicine Uganda Research Unit, Entebbe, Uganda
| | - Jennifer Serwanga
- Uganda Virus Research Institute, Entebbe, Uganda,Medical Research Council, Uganda Virus Research Institute and London School of Hygiene and Tropical Medicine Uganda Research Unit, Entebbe, Uganda
| | - James Chemweno
- Kenya Medical Research Institute (KEMRI) Wellcome Trust Research Programme, Kilifi, Kenya
| | - Eunice Nduati
- Kenya Medical Research Institute (KEMRI) Wellcome Trust Research Programme, Kilifi, Kenya
| | - Matt A. Price
- IAVI, New York, NY, United States,Department of Epidemiology and Biostatistics, University of California at San Francisco, San Francisco, CA, United States
| | - Faith Osier
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | | | - Ling Yue
- Emory Vaccine Center at Yerkes National Primate Research Center, Emory University, Atlanta, GA, United States
| | - Eric Hunter
- Emory Vaccine Center at Yerkes National Primate Research Center, Emory University, Atlanta, GA, United States
| | - Jill Gilmour
- Department of Infectious Diseases, Imperial College, London, United Kingdom
| | | |
Collapse
|
4
|
Clarkson BDS, Johnson RK, Bingel C, Lothaller C, Howe CL. Preservation of antigen-specific responses in cryopreserved CD4 + and CD8 + T cells expanded with IL-2 and IL-7. J Transl Autoimmun 2022; 5:100173. [PMID: 36467614 PMCID: PMC9713293 DOI: 10.1016/j.jtauto.2022.100173] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Revised: 10/31/2022] [Accepted: 11/20/2022] [Indexed: 11/27/2022] Open
Abstract
Objectives We sought to develop medium throughput standard operating procedures for screening cryopreserved human peripheral blood mononuclear cells (PBMCs) for CD4+ and CD8+ T cell responses to potential autoantigens. Methods Dendritic cells were loaded with a peptide cocktail from ubiquitous viruses or full-length viral protein antigens and cocultured with autologous T cells. We measured expression of surface activation markers on T cells by flow cytometry and cytometry by time of flight 24-72 h later. We tested responses among T cells freshly isolated from healthy control PBMCs, cryopreserved T cells, and T cells derived from a variety of T cell expansion protocols. We also compared the transcriptional profile of CD8+ T cells rested with interleukin (IL)7 for 48 h after 1) initial thawing, 2) expansion, and 3) secondary cryopreservation/thawing of expanded cells. To generate competent antigen presenting cells from PBMCs, we promoted differentiation of PBMCs into dendritic cells with granulocyte macrophage colony stimulating factor and IL-4. Results We observed robust dendritic cell differentiation from human PBMCs treated with 50 ng/mL GM-CSF and 20 ng/mL IL-4 in as little as 3 days. Dendritic cell purity was substantially increased by magnetically enriching for CD14+ monocytes prior to differentiation. We also measured antigen-dependent T cell activation in DC-T cell cocultures. However, polyclonal expansion of T cells with anti-CD3/antiCD28 abolished antigen-dependent upregulation of CD69 in our assay despite minimal transcriptional differences between rested CD8+ T cells before and after expansion. Furthermore, resting these expanded T cells in IL-2, IL-7 or IL-15 did not restore the antigen dependent responses. In contrast, T cells that were initially expanded with IL-2 + IL-7 rather than plate bound anti-CD3 + anti-CD28 retained responsiveness to antigen stimulation and these responses strongly correlated with responses measured at initial thawing. Significance While screening techniques for potential pathological autoantibodies have come a long way, comparable full-length protein target assays for screening patient T cells at medium throughput are noticeably lacking due to technical hurdles. Here we advance techniques that should have broad applicability to translational studies investigating cell mediated immunity in infectious or autoimmune diseases. Future studies are aimed at investigating possible CD8+ T cell autoantigens in MS and other CNS autoimmune diseases.
Collapse
Affiliation(s)
- Benjamin DS. Clarkson
- Department of Neurology, Mayo Clinic, Rochester, MN, 55905, USA,Center for Multiple Sclerosis and Autoimmune Neurology, Mayo Clinic, Rochester, MN, 55905, USA,Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, 55905, USA,Corresponding author. Mayo Clinic, Guggenheim 1521C, 200 First Street SW, Rochester, MN, 55905.
| | | | - Corinna Bingel
- Clinical Cooperation Unit Pediatric Oncology, German Cancer Research Center, Heidelberg, Germany
| | | | - Charles L. Howe
- Department of Neurology, Mayo Clinic, Rochester, MN, 55905, USA,Center for Multiple Sclerosis and Autoimmune Neurology, Mayo Clinic, Rochester, MN, 55905, USA,Division of Experimental Neurology, Mayo Clinic, Rochester, MN, 55905, USA,Department of Immunology, Mayo Clinic, Rochester, MN, 55905, USA
| |
Collapse
|
5
|
Hayes P, Fernandez N, Ochsenbauer C, Dalel J, Hare J, King D, Black L, Streatfield C, Kakarla V, Macharia G, Makinde J, Price M, Hunter E, Gilmour J. Breadth of CD8 T-cell mediated inhibition of replication of diverse HIV-1 transmitted-founder isolates correlates with the breadth of recognition within a comprehensive HIV-1 Gag, Nef, Env and Pol potential T-cell epitope (PTE) peptide set. PLoS One 2021; 16:e0260118. [PMID: 34788349 PMCID: PMC8598018 DOI: 10.1371/journal.pone.0260118] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Accepted: 11/02/2021] [Indexed: 11/21/2022] Open
Abstract
Full characterisation of functional HIV-1-specific T-cell responses, including identification of recognised epitopes linked with functional antiviral responses, would aid development of effective vaccines but is hampered by HIV-1 sequence diversity. Typical approaches to identify T-cell epitopes utilising extensive peptide sets require subjects' cell numbers that exceed feasible sample volumes. To address this, CD8 T-cells were polyclonally expanded from PBMC from 13 anti-retroviral naïve subjects living with HIV using CD3/CD4 bi-specific antibody. Assessment of recognition of individual peptides within a set of 1408 HIV-1 Gag, Nef, Pol and Env potential T-cell epitope peptides was achieved by sequential IFNγ ELISpot assays using peptides pooled in 3-D matrices followed by confirmation with single peptides. A Renilla reniformis luciferase viral inhibition assay assessed CD8 T-cell-mediated inhibition of replication of a cross-clade panel of 10 HIV-1 isolates, including 9 transmitted-founder isolates. Polyclonal expansion from one frozen PBMC vial provided sufficient CD8 T-cells for both ELISpot steps in 12 of 13 subjects. A median of 33 peptides in 16 epitope regions were recognised including peptides located in previously characterised HIV-1 epitope-rich regions. There was no significant difference between ELISpot magnitudes for in vitro expanded CD8 T-cells and CD8 T-cells directly isolated from PBMCs. CD8 T-cells from all subjects inhibited a median of 7 HIV-1 isolates (range 4 to 10). The breadth of CD8 T-cell mediated HIV-1 inhibition was significantly positively correlated with CD8 T-cell breadth of peptide recognition. Polyclonal CD8 T-cell expansion allowed identification of HIV-1 isolates inhibited and peptides recognised within a large peptide set spanning the major HIV-1 proteins. This approach overcomes limitations associated with obtaining sufficient cell numbers to fully characterise HIV-1-specific CD8 T-cell responses by different functional readouts within the context of extreme HIV-1 diversity. Such an approach will have useful applications in clinical development for HIV-1 and other diseases.
Collapse
Affiliation(s)
- Peter Hayes
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Natalia Fernandez
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | | | - Jama Dalel
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Jonathan Hare
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Deborah King
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Lucas Black
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Claire Streatfield
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Vanaja Kakarla
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Gladys Macharia
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Julia Makinde
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Matt Price
- IAVI, New York, New York, United States of America
- Department of Epidemiology and Biostatistics, University of California at San Francisco, San Francisco, California, United States of America
| | - Eric Hunter
- Emory Vaccine Center, Atlanta, Georgia, United States of America
| | | | - Jill Gilmour
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| |
Collapse
|
6
|
Hare J, Macharia G, Yue L, Streatfield CL, Hunter E, Purcell A, Ternette N, Gilmour J. Direct identification of HLA-presented CD8 T cell epitopes from transmitted founder HIV-1 variants. Proteomics 2021; 21:e2100142. [PMID: 34275180 DOI: 10.1002/pmic.202100142] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Revised: 07/13/2021] [Accepted: 07/13/2021] [Indexed: 11/09/2022]
Abstract
Cytotoxic T lymphocytes (CTLs) are a critical arm of the immune response to viral infections. The activation and expansion of antigen specific CTL requires recognition of peptide antigens presented on class I major histocompatibility complex molecules (MHC-1) of infected cells. Methods to identify presented peptide antigens that do not rely on the pre-existence of antigen specific CTL are critical to the development of new vaccines. We infected activated CD4+ T cells with two HIV-1 transmitted founder (TF) isolates and used high-resolution mass spectrometry (MS) to identify HIV peptides bound on MHC-1. Using this approach, we identified 14 MHC-1 bound peptides from across the two TF isolates. Assessment of predicted binding thresholds revealed good association of the identified peptides to the shared HLA alleles between the HIV+ donors and the naïve PBMC sample with three peptides identified through peptide sequencing inducing a CD8 T-cell response (p < 0.05). Direct infection of naïve CD4 cells by HIV TF isolates and sequencing of MHC-I presented peptides by HPLC-MS/MS enables identification of novel peptides that may be missed by alternative epitope mapping strategies and can provide valuable insight in to the first peptides presented by an HIV-infected CD4 cell in the first few days post infection.
Collapse
Affiliation(s)
- Jonathan Hare
- IAVI Human Immunology Laboratory, Imperial College London, London, UK.,IAVI, New York, New York, USA
| | - Gladys Macharia
- IAVI Human Immunology Laboratory, Imperial College London, London, UK.,Department of Infectious Disease, Imperial College London, London, UK
| | - Ling Yue
- Emory Vaccine Center, Emory University, Atlanta, Georgia, USA
| | - Claire L Streatfield
- IAVI Human Immunology Laboratory, Imperial College London, London, UK.,Department of Infectious Disease, Imperial College London, London, UK
| | - Eric Hunter
- Emory Vaccine Center, Emory University, Atlanta, Georgia, USA
| | - Anthony Purcell
- Department of Biochemistry and Molecular Biology and Infection and Immunity Program, Biomedicine Discovery Institute, Monash University, Clayton, Victoria, Australia
| | | | - Jill Gilmour
- Department of Infectious Disease, Imperial College London, London, UK
| |
Collapse
|
7
|
McGowan E, Rosenthal R, Fiore-Gartland A, Macharia G, Balinda S, Kapaata A, Umviligihozo G, Muok E, Dalel J, Streatfield CL, Coutinho H, Dilernia D, Monaco DC, Morrison D, Yue L, Hunter E, Nielsen M, Gilmour J, Hare J. Utilizing Computational Machine Learning Tools to Understand Immunogenic Breadth in the Context of a CD8 T-Cell Mediated HIV Response. Front Immunol 2021; 12:609884. [PMID: 33679745 PMCID: PMC7930081 DOI: 10.3389/fimmu.2021.609884] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Accepted: 01/28/2021] [Indexed: 11/13/2022] Open
Abstract
Predictive models are becoming more and more commonplace as tools for candidate antigen discovery to meet the challenges of enabling epitope mapping of cohorts with diverse HLA properties. Here we build on the concept of using two key parameters, diversity metric of the HLA profile of individuals within a population and consideration of sequence diversity in the context of an individual's CD8 T-cell immune repertoire to assess the HIV proteome for defined regions of immunogenicity. Using this approach, analysis of HLA adaptation and functional immunogenicity data enabled the identification of regions within the proteome that offer significant conservation, HLA recognition within a population, low prevalence of HLA adaptation and demonstrated immunogenicity. We believe this unique and novel approach to vaccine design as a supplement to vitro functional assays, offers a bespoke pipeline for expedited and rational CD8 T-cell vaccine design for HIV and potentially other pathogens with the potential for both global and local coverage.
Collapse
Affiliation(s)
- Ed McGowan
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Rachel Rosenthal
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute, London, United Kingdom
| | - Andrew Fiore-Gartland
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA, United States
| | - Gladys Macharia
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Sheila Balinda
- Medical Research Council/Uganda Virus Research Institute (MRC/UVRI) and London School of Health and Tropical Medicine (LSHTM), Uganda Research Unit, Entebbe, Uganda
| | - Anne Kapaata
- Medical Research Council/Uganda Virus Research Institute (MRC/UVRI) and London School of Health and Tropical Medicine (LSHTM), Uganda Research Unit, Entebbe, Uganda
| | - Gisele Umviligihozo
- Project San Francisco (PSF) Center for Family Health Research (CFHR), Kigali, Rwanda
| | - Erick Muok
- Project San Francisco (PSF) Center for Family Health Research (CFHR), Kigali, Rwanda
| | - Jama Dalel
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | | | - Helen Coutinho
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | - Dario Dilernia
- Emory Vaccine Center, Emory University, Atlanta, GA, United States
| | | | | | - Ling Yue
- Emory Vaccine Center, Emory University, Atlanta, GA, United States
| | - Eric Hunter
- Emory Vaccine Center, Emory University, Atlanta, GA, United States
| | - Morten Nielsen
- Department of Health Technology, Technical University of Denmark, Lyngby, Denmark
| | - Jill Gilmour
- IAVI Human Immunology Laboratory, Imperial College, London, United Kingdom
| | | |
Collapse
|