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Rein AF, Lauruschkat CD, Muchsin I, Köchel C, Tischer-Zimmermann S, Bauersfeld L, Nelde A, Lübke M, Prusty BK, Schlosser A, Halenius A, Eiz-Vesper B, Dölken L, Grigoleit GU, Einsele H, Erhard F, Kraus S. Identification of novel canonical and cryptic HCMV-specific T-cell epitopes for HLA-A∗03 and HLA-B∗15 via peptide-PRISM. Blood Adv 2024; 8:712-724. [PMID: 38127299 PMCID: PMC10845030 DOI: 10.1182/bloodadvances.2023011120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Revised: 11/13/2023] [Accepted: 11/30/2023] [Indexed: 12/23/2023] Open
Abstract
ABSTRACT Human cytomegalovirus (HCMV) reactivation poses a substantial risk to patients receiving tranplants. Effective risk stratification and vaccine development is hampered by a lack of HCMV-derived immunogenic peptides in patients with common HLA-A∗03:01 and HLA-B∗15:01 haplotypes. This study aimed to discover novel HCMV immunogenic peptides for these haplotypes by combining ribosome sequencing (Ribo-seq) and mass spectrometry with state-of-the-art computational tools, Peptide-PRISM and Probabilistic Inference of Codon Activities by an EM Algorithm. Furthermore, using machine learning, an algorithm was developed to predict immunogenicity based on translational activity, binding affinity, and peptide localization within small open reading frames to identify the most promising peptides for in vitro validation. Immunogenicity of these peptides was subsequently tested by analyzing peptide-specific T-cell responses of HCMV-seropositive and -seronegative healthy donors as well as patients with transplants. This resulted in the direct identification of 3 canonical and 1 cryptic HLA-A∗03-restricted immunogenic peptides as well as 5 canonical and 1 cryptic HLA-B∗15-restricted immunogenic peptide, with a specific interferon gamma-positive (IFN-γ+)/CD8+ T-cell response of ≥0.02%. High T-cell responses were detected against 2 HLA-A∗03-restricted and 3 HLA-B∗15-restricted canonical peptides with frequencies of up to 8.77% IFN-γ+/CD8+ T cells in patients after allogeneic stem cell transplantation. Therefore, our comprehensive strategy establishes a framework for efficient identification of novel immunogenic peptides from both existing and novel Ribo-seq data sets.
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Affiliation(s)
- Alice Felicitas Rein
- Department of Internal Medicine II, University Hospital Würzburg, Würzburg, Germany
| | | | - Ihsan Muchsin
- Institute for Virology and Immunobiology, Julius-Maximilians-University Würzburg, Würzburg, Germany
| | - Carolin Köchel
- Department of Internal Medicine II, University Hospital Würzburg, Würzburg, Germany
| | - Sabine Tischer-Zimmermann
- Institute of Transfusion Medicine and Transplant Engineering, Hannover Medical School, Hannover, Germany
| | - Liane Bauersfeld
- Institute of Virology, University Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Annika Nelde
- Department of Peptide-based Immunotherapy, University Hospital Tübingen, Tübingen, Germany
- Institute for Cell Biology, Department of Immunology, University of Tübingen, Tübingen, Germany
- Cluster of Excellence iFIT (EXC2180) “Image-Guided and Functionally Instructed Tumor Therapies,” University of Tübingen, Tübingen, Germany
| | - Maren Lübke
- Institute for Cell Biology, Department of Immunology, University of Tübingen, Tübingen, Germany
| | - Bhupesh Kumar Prusty
- Institute for Virology and Immunobiology, Julius-Maximilians-University Würzburg, Würzburg, Germany
| | - Andreas Schlosser
- Rudolf Virchow Center - Center for Integrative and Translational Bioimaging, Julius-Maximilians-University Würzburg, Würzburg, Germany
| | - Anne Halenius
- Institute of Virology, University Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Britta Eiz-Vesper
- Institute of Transfusion Medicine and Transplant Engineering, Hannover Medical School, Hannover, Germany
| | - Lars Dölken
- Institute for Virology and Immunobiology, Julius-Maximilians-University Würzburg, Würzburg, Germany
| | - Götz Ulrich Grigoleit
- Department of Hematology, Oncology and Immunology, Helios Hospital Duisburg, Duisburg, Germany
| | - Hermann Einsele
- Department of Internal Medicine II, University Hospital Würzburg, Würzburg, Germany
| | - Florian Erhard
- Institute for Virology and Immunobiology, Julius-Maximilians-University Würzburg, Würzburg, Germany
| | - Sabrina Kraus
- Department of Internal Medicine II, University Hospital Würzburg, Würzburg, Germany
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2
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Lee H, Kang H, Yun S, Ryu JH, Bae H, Chung BH, Yang CW, Oh EJ. The influence of HLA A, B, C, DR alleles and HLA haplotypes on cytomegalovirus-specific cell mediated immunity in seropositive Korean kidney transplant candidates. HLA 2023; 102:590-598. [PMID: 37158113 DOI: 10.1111/tan.15089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 04/04/2023] [Accepted: 04/24/2023] [Indexed: 05/10/2023]
Abstract
We evaluated the effect of specific HLA alleles and haplotypes on cytomegalovirus (CMV)-specific cell mediated immunity (CMI) in kidney transplant (KT) candidates. CMV-specific ELISPOT against pp65 and IE-1 antigens (hereafter referred to as pp65 and IE-1, respectively) was performed in 229 seropositive KT candidates. We analyzed the results related to 44 selected HLA alleles (9 HLA-A, 15 HLA-B, 9 HLA-C, and 11 HLA-DR) and 13 HLA haplotypes commonly found in study participants. The pp65 and IE-1 results in 229 seropositive candidates were 227.5 (114.5-471.5) and 41.0 (8.8-185.8) (median [interquartile range]) spots/2 × 105 PBMCs, respectively. The pp65 and IE-1 results showed significant differences between candidates with different HLA alleles (A*02 vs. A*26 [p = 0.016], A*24 vs. A*30 [p = 0.031], B*07 vs. B*46 [p = 0.005], B*54 vs. B*35 [p = 0.041], B*54 vs. B*44 [p = 0.018], B*54 vs. B*51 [p = 0.025], and C*06 vs. C*14 [p = 0.034]). HLA-A*02 and B*54 were associated with increased pp65 and IE-1 results, respectively (p = 0.005 and p < 0.001, respectively). In contrast, the HLA-A*26 and B*46 alleles were associated with a decreased pp65 response, whereas the A*30 allele was associated with a decreased IE-1 response (p < 0.05). The pp65 results correlated with the HLA-A allele frequencies (R = 0.7546, p = 0.019) and the IE-1 results correlated with the HLA-C allele frequencies of the study participants (R = 0.7882, p = 0.012). Among 13 haplotypes, HLA-A*30 ~ B*13 ~ C*06 ~ DRB1*07 showed decreased CMV-CMIs compared to the other HLA haplotypes, probably due to a combination of HLA alleles associated with lower CMV-CMIs. Our results demonstrated that CMV-specific CMIs may be influenced by the HLA allele as well as the HLA haplotype. To better predict CMV reactivation, it is important to estimate risk in the context of HLA allele and haplotype information.
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Affiliation(s)
- Hyeyoung Lee
- Department of Laboratory Medicine, Catholic Kwandong University International St. Mary's Hospital, Incheon, Republic of Korea
| | - Hyunhye Kang
- Department of Laboratory Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
- Research and Development Institute for In Vitro Diagnostic Medical Devices of Catholic University of Korea, Seoul, Republic of Korea
| | - Sojeong Yun
- Department of Biomedicine and Health Sciences, Graduate School, The Catholic University of Korea, Republic of Korea
| | - Ji Hyeong Ryu
- Department of Laboratory Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Hyunjoo Bae
- Department of Biomedicine and Health Sciences, Graduate School, The Catholic University of Korea, Republic of Korea
| | - Byung Ha Chung
- Division of Nephrology, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Chul Woo Yang
- Division of Nephrology, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Eun-Jee Oh
- Department of Laboratory Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
- Research and Development Institute for In Vitro Diagnostic Medical Devices of Catholic University of Korea, Seoul, Republic of Korea
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3
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Huntley D, Giménez E, Vázquez L, Pascual MJ, Amat P, Remigia MJ, Hernández-Boluda JC, García M, Gago B, Torres I, de la Asunción CS, Hernani R, Pérez A, Albert E, Piñana JL, Solano C, Navarro D. Impact of cytomegalovirus immunodominant HLA-I donor-recipient matching on the incidence and features of virus DNAemia and virus-specific T-cell immune reconstitution in unmanipulated haploidentical hematopoietic stem cell transplantation. Transpl Infect Dis 2023:e14065. [PMID: 37120821 DOI: 10.1111/tid.14065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Revised: 04/15/2023] [Accepted: 04/20/2023] [Indexed: 05/02/2023]
Abstract
BACKGROUND We investigated whether donor-recipient mismatch involving one or more cytomegalovirus (CMV) immunodominant (ID) human leukocyte antigen (HLA)-I alleles may impact on the degree of CMV pp65/immediate-early 1 (IE-1) T-cell reconstitution and the incidence of CMV DNAemia in patients undergoing unmanipulated haploidentical hematopoietic stem cell transplantation with high-dose posttransplant cyclophosphamide (PT/Cy-haplo). METHODS Multicenter observational study including 106 consecutive adult PT/Cy-haplo patients (34 CMV ID HLA-I matched and 72 mismatched). A real-time PCR was used for plasma CMV DNA load monitoring. Enumeration of CMV-specific (pp65/IE-1) interferon (IFN)-γ-producing T cells from several patients was performed by flow cytometry by days +30, +60, +90 and +180 after transplantation. RESULTS The cumulative incidence of CMV DNAemia, clinically significant CMV DNAemia episodes (cs-CMVi), and recurrent CMV DNAemia was comparable across CMV ID HLA-I matched and mismatched patients (71.8% vs. 80.9%, p = .95; 40.7% vs. 44.2%, p = .85; 16.4% vs. 28.1%; p = .43, respectively). The percentage of patients exhibiting detectable CMV-specific IFN-γ-producing T-cell responses (either CD8+ or CD4+ ) was similar across groups; nevertheless, significantly higher CMV-specific CD8+ T-cell counts were enumerated in the CMV ID HLA-I matched compared to mismatched patients by day +60 (p = .04) and +180 (p = .016) after transplantation. CONCLUSION CMV ID HLA-I matching may impact on the magnitude of CMV-pp65/IE-1-specific CD8+ T-cell reconstitution; yet, this effect seemed not to have an impact on the incidence of initial, recurrent CMV DNAemia, or cs-CMVi.
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Affiliation(s)
- Dixie Huntley
- Microbiology Service, INCLIVA Research Institute, Hospital Clínico Universitario, Valencia, Spain
| | - Estela Giménez
- Microbiology Service, INCLIVA Research Institute, Hospital Clínico Universitario, Valencia, Spain
| | - Lourdes Vázquez
- Hematology Service, Hospital Clínico Universitario, Salamanca, Spain
| | | | - Paula Amat
- Hematology Service, Hospital Clínico Universitario, INCLIVA Research Institute, Valencia, Spain
- Department of Medicine, School of Medicine, University of Valencia, Valencia, Spain
| | - María José Remigia
- Hematology Service, Hospital Clínico Universitario, INCLIVA Research Institute, Valencia, Spain
| | - Juan Carlos Hernández-Boluda
- Hematology Service, Hospital Clínico Universitario, INCLIVA Research Institute, Valencia, Spain
- Department of Medicine, School of Medicine, University of Valencia, Valencia, Spain
| | - Magdalena García
- Hematology Service, Hospital Clínico Universitario, Salamanca, Spain
| | - Beatriz Gago
- Hematology Service, Hospital Regional Universitario, Málaga, Spain
| | - Ignacio Torres
- Microbiology Service, INCLIVA Research Institute, Hospital Clínico Universitario, Valencia, Spain
| | | | - Rafael Hernani
- Hematology Service, Hospital Clínico Universitario, INCLIVA Research Institute, Valencia, Spain
| | - Ariadna Pérez
- Hematology Service, Hospital Clínico Universitario, INCLIVA Research Institute, Valencia, Spain
| | - Eliseo Albert
- Microbiology Service, INCLIVA Research Institute, Hospital Clínico Universitario, Valencia, Spain
| | - José Luis Piñana
- Hematology Service, Hospital Clínico Universitario, INCLIVA Research Institute, Valencia, Spain
| | - Carlos Solano
- Hematology Service, Hospital Clínico Universitario, INCLIVA Research Institute, Valencia, Spain
- Department of Medicine, School of Medicine, University of Valencia, Valencia, Spain
| | - David Navarro
- Microbiology Service, INCLIVA Research Institute, Hospital Clínico Universitario, Valencia, Spain
- Department of Microbiology, School of Medicine, University of Valencia, Valencia, Spain
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4
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Abstract
Immunoinformatics is a discipline that applies methods of computer science to study and model the immune system. A fundamental question addressed by immunoinformatics is how to understand the rules of antigen presentation by MHC molecules to T cells, a process that is central to adaptive immune responses to infections and cancer. In the modern era of personalized medicine, the ability to model and predict which antigens can be presented by MHC is key to manipulating the immune system and designing strategies for therapeutic intervention. Since the MHC is both polygenic and extremely polymorphic, each individual possesses a personalized set of MHC molecules with different peptide-binding specificities, and collectively they present a unique individualized peptide imprint of the ongoing protein metabolism. Mapping all MHC allotypes is an enormous undertaking that cannot be achieved without a strong bioinformatics component. Computational tools for the prediction of peptide-MHC binding have thus become essential in most pipelines for T cell epitope discovery and an inescapable component of vaccine and cancer research. Here, we describe the development of several such tools, from pioneering efforts to the current state-of-the-art methods, that have allowed for accurate predictions of peptide binding of all MHC molecules, even including those that have not yet been characterized experimentally.
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Affiliation(s)
- Morten Nielsen
- Department of Health Technology, Technical University of Denmark, DK-2800 Kongens Lyngby, Denmark
- Instituto de Investigaciones Biotecnológicas, Universidad Nacional de San Martín, CP 1650 San Martin, Buenos Aires, Argentina
| | - Massimo Andreatta
- Instituto de Investigaciones Biotecnológicas, Universidad Nacional de San Martín, CP 1650 San Martin, Buenos Aires, Argentina
| | - Bjoern Peters
- Division of Vaccine Discovery, La Jolla Institute for Immunology, La Jolla, California 92037, USA
- Department of Medicine, University of California, San Diego, La Jolla, California 92093, USA
| | - Søren Buus
- Department of Immunology and Microbiology, Faculty of Health Sciences, University of Copenhagen, DK-2200 Copenhagen, Denmark
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5
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Osterbye T, Nielsen M, Dudek NL, Ramarathinam SH, Purcell AW, Schafer-Nielsen C, Buus S. HLA Class II Specificity Assessed by High-Density Peptide Microarray Interactions. THE JOURNAL OF IMMUNOLOGY 2020; 205:290-299. [PMID: 32482711 DOI: 10.4049/jimmunol.2000224] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Accepted: 04/22/2020] [Indexed: 01/26/2023]
Abstract
The ability to predict and/or identify MHC binding peptides is an essential component of T cell epitope discovery, something that ultimately should benefit the development of vaccines and immunotherapies. In particular, MHC class I prediction tools have matured to a point where accurate selection of optimal peptide epitopes is possible for virtually all MHC class I allotypes; in comparison, current MHC class II (MHC-II) predictors are less mature. Because MHC-II restricted CD4+ T cells control and orchestrated most immune responses, this shortcoming severely hampers the development of effective immunotherapies. The ability to generate large panels of peptides and subsequently large bodies of peptide-MHC-II interaction data are key to the solution of this problem, a solution that also will support the improvement of bioinformatics predictors, which critically relies on the availability of large amounts of accurate, diverse, and representative data. In this study, we have used rHLA-DRB1*01:01 and HLA-DRB1*03:01 molecules to interrogate high-density peptide arrays, in casu containing 70,000 random peptides in triplicates. We demonstrate that the binding data acquired contains systematic and interpretable information reflecting the specificity of the HLA-DR molecules investigated, suitable of training predictors able to predict T cell epitopes and peptides eluted from human EBV-transformed B cells. Collectively, with a cost per peptide reduced to a few cents, combined with the flexibility of rHLA technology, this poses an attractive strategy to generate vast bodies of MHC-II binding data at an unprecedented speed and for the benefit of generating peptide-MHC-II binding data as well as improving MHC-II prediction tools.
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Affiliation(s)
- Thomas Osterbye
- Department of Immunology and Microbiology, University of Copenhagen, DK-2200 Copenhagen, Denmark;
| | - Morten Nielsen
- Department of Health Technology, Technical University of Denmark, DK-2800 Lyngby, Denmark.,Instituto de Investigaciones Biotecnológicas, Universidad Nacional de San Martín, B1650 San Martín, Argentina
| | - Nadine L Dudek
- Infection and Immunity Program, Biomedicine Discovery Institute, Monash University, Clayton, Victoria 3800, Australia; and
| | - Sri H Ramarathinam
- Infection and Immunity Program, Biomedicine Discovery Institute, Monash University, Clayton, Victoria 3800, Australia; and
| | - Anthony W Purcell
- Infection and Immunity Program, Biomedicine Discovery Institute, Monash University, Clayton, Victoria 3800, Australia; and
| | | | - Soren Buus
- Department of Immunology and Microbiology, University of Copenhagen, DK-2200 Copenhagen, Denmark
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6
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Adamson CS, Nevels MM. Bright and Early: Inhibiting Human Cytomegalovirus by Targeting Major Immediate-Early Gene Expression or Protein Function. Viruses 2020; 12:v12010110. [PMID: 31963209 PMCID: PMC7019229 DOI: 10.3390/v12010110] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Revised: 01/07/2020] [Accepted: 01/08/2020] [Indexed: 12/11/2022] Open
Abstract
The human cytomegalovirus (HCMV), one of eight human herpesviruses, establishes lifelong latent infections in most people worldwide. Primary or reactivated HCMV infections cause severe disease in immunosuppressed patients and congenital defects in children. There is no vaccine for HCMV, and the currently approved antivirals come with major limitations. Most approved HCMV antivirals target late molecular processes in the viral replication cycle including DNA replication and packaging. “Bright and early” events in HCMV infection have not been exploited for systemic prevention or treatment of disease. Initiation of HCMV replication depends on transcription from the viral major immediate-early (IE) gene. Alternative transcripts produced from this gene give rise to the IE1 and IE2 families of viral proteins, which localize to the host cell nucleus. The IE1 and IE2 proteins are believed to control all subsequent early and late events in HCMV replication, including reactivation from latency, in part by antagonizing intrinsic and innate immune responses. Here we provide an update on the regulation of major IE gene expression and the functions of IE1 and IE2 proteins. We will relate this insight to experimental approaches that target IE gene expression or protein function via molecular gene silencing and editing or small chemical inhibitors.
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7
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Ballegaard V, Pedersen KK, Brændstrup P, Kirkby N, Stryhn A, Ryder LP, Gerstoft J, Nielsen SD. Cytomegalovirus-specific CD8+ T-cell responses are associated with arterial blood pressure in people living with HIV. PLoS One 2020; 15:e0226182. [PMID: 31929537 PMCID: PMC6957152 DOI: 10.1371/journal.pone.0226182] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2019] [Accepted: 11/21/2019] [Indexed: 11/17/2022] Open
Abstract
People living with HIV (PLHIV) are at increased risk for cardiovascular disease (CVD), and immunity against cytomegalovirus (CMV) may be a contributing factor. We hypothesized that enhanced T-cell responses against CMV and CMV-IgG antibody-levels are associated with higher arterial blood pressure in PLHIV. We assessed serum CMV-IgG, systolic- (SBP) and diastolic- (DBP) blood pressure, pulse pressure (PP), traditional risk factors, activated CD8+ T-cells (CD38+HLA-DR+), senescent CD8+ T-cells (CD28-CD57+) and interleukin-6 (IL-6) in 60 PLHIV and 31 HIV-uninfected controls matched on age, gender, education and comorbidity. In PLHIV, expression of interleukin-2, tumor necrosis factor-α and interferon-γ was measured by intracellular-cytokine-staining after stimulation of T-cells with CMV-pp65 and CMV-gB. Associations between CMV-specific immune responses and hypertension, SBP, DBP or PP were assessed by multivariate logistic and linear regression models adjusted for appropriate confounders. The median age of PLHIV was 47 years and 90% were male. Prevalence of hypertension in PLHIV was 37% compared to 55% of HIV-uninfected controls. CMV-specific CD8+ T-cell responses were independently associated with higher PP (CMV-pp65; β = 2.29, p = 0.001, CMV-gB; β = 2.42, p = 0.001) in PLHIV. No significant differences were found with regard to individual measures of SBP and DBP. A possible weak association was found between CMV-IgG and hypertension (β = 1.33, p = 0.049) after adjustment for age, smoking and LDL-cholesterol. HIV-related factors, IL-6, CD8+ T-cell activation or CD8+ T-cell senescence did not mediate the associations, and no associations were found between CMV-specific CD4+ T-cell responses and blood pressure in PLHIV. In conclusion, increased arterial blood pressure in PLHIV may be affected by heightened CMV-specific CD8+ T-cell responses.
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Affiliation(s)
- Vibe Ballegaard
- Department of Infectious Diseases, Viro-immunology Research Unit, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark.,Department of Clinical Immunology, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark
| | - Karin Kaereby Pedersen
- Department of Infectious Diseases, Viro-immunology Research Unit, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark
| | - Peter Brændstrup
- Department of Clinical Immunology, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark.,Department of Immunology and Microbiology, University of Copenhagen, Copenhagen, Denmark.,Department of Hematology, Herlev University Hospital, Herlev, Denmark
| | - Nikolai Kirkby
- Department of Medical Microbiology, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark
| | - Anette Stryhn
- Department of Immunology and Microbiology, University of Copenhagen, Copenhagen, Denmark
| | - Lars P Ryder
- Department of Clinical Immunology, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark
| | - Jan Gerstoft
- Department of Infectious Diseases, Viro-immunology Research Unit, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark
| | - Susanne Dam Nielsen
- Department of Infectious Diseases, Viro-immunology Research Unit, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark
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8
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Grosso D, Leiby B, Carabasi M, Filicko-O'Hara J, Gaballa S, O'Hara W, Wagner JL, Flomenberg N. The Presence of a CMV Immunodominant Allele in the Recipient Is Associated With Increased Survival in CMV Positive Patients Undergoing Haploidentical Hematopoietic Stem Cell Transplantation. Front Oncol 2019; 9:888. [PMID: 31608225 PMCID: PMC6758597 DOI: 10.3389/fonc.2019.00888] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Accepted: 08/27/2019] [Indexed: 12/26/2022] Open
Abstract
Specific major histocompatibility (MHC) class I alleles dominate anti-CMV responses in a hierarchal manner. These CMV immunodominant (IMD) alleles are associated with a higher magnitude and frequency of cytotoxic lymphocyte responses as compared to other human leukocyte antigen (HLA) alleles. CMV reactivation has been associated with an increased incidence of graft-vs.-host disease and non-relapse mortality, as well as protection from relapse in HLA-matched HSCT settings. Less is known about the impact of CMV reactivation on these major outcomes after haploidentical (HI) HSCT, an increasingly applied therapeutic option. In HI HSCT, the efficiency of the immune response is decreased due to the immune suppression required to cross the MHC barrier as well as MHC mismatch between presenting and responding cells. We hypothesized that the presence of a CMV IMD allele would increase the efficiency of CMV responses after HI HSCT potentially impacting CMV-related outcomes. In this retrospective, multivariable review of 216 HI HSCT patients, we found that CMV+ recipients possessing at least 1 of 5 identified CMV IMD alleles had a lower hazard of death (HR = 0.40, p = 0.003) compared to CMV+ recipients not possessing a CMV IMD allele, and an overall survival rate similar to their CMV- counterparts. The analysis delineated subgroups within the CMV+ population at greater risk for death due to CMV reactivation.
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Affiliation(s)
- Dolores Grosso
- Blood and Marrow Transplant Program, The Sidney Kimmel Cancer Center at Thomas Jefferson University, Philadelphia, PA, United States
| | - Benjamin Leiby
- Pharmacology and Experimental Therapeutics, The Sidney Kimmel Cancer Center at Thomas Jefferson University, Philadelphia, PA, United States
| | - Matthew Carabasi
- Blood and Marrow Transplant Program, The Sidney Kimmel Cancer Center at Thomas Jefferson University, Philadelphia, PA, United States
| | - Joanne Filicko-O'Hara
- Blood and Marrow Transplant Program, The Sidney Kimmel Cancer Center at Thomas Jefferson University, Philadelphia, PA, United States
| | - Sameh Gaballa
- Blood and Marrow Transplant Program, The Sidney Kimmel Cancer Center at Thomas Jefferson University, Philadelphia, PA, United States
| | - William O'Hara
- Blood and Marrow Transplant Program, The Sidney Kimmel Cancer Center at Thomas Jefferson University, Philadelphia, PA, United States
| | - John L. Wagner
- Blood and Marrow Transplant Program, The Sidney Kimmel Cancer Center at Thomas Jefferson University, Philadelphia, PA, United States
| | - Neal Flomenberg
- Blood and Marrow Transplant Program, The Sidney Kimmel Cancer Center at Thomas Jefferson University, Philadelphia, PA, United States
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9
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Wahl A, De C, Abad Fernandez M, Lenarcic EM, Xu Y, Cockrell AS, Cleary RA, Johnson CE, Schramm NJ, Rank LM, Newsome IG, Vincent HA, Sanders W, Aguilera-Sandoval CR, Boone A, Hildebrand WH, Dayton PA, Baric RS, Pickles RJ, Braunstein M, Moorman NJ, Goonetilleke N, Victor Garcia J. Precision mouse models with expanded tropism for human pathogens. Nat Biotechnol 2019; 37:1163-1173. [PMID: 31451733 PMCID: PMC6776695 DOI: 10.1038/s41587-019-0225-9] [Citation(s) in RCA: 68] [Impact Index Per Article: 13.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2018] [Accepted: 07/12/2019] [Indexed: 12/12/2022]
Abstract
A major limitation of current humanized mouse models is that they primarily enable the analysis of human-specific pathogens that infect hematopoietic cells. However, most human pathogens target other cell types, including epithelial, endothelial and mesenchymal cells. Here, we show that implantation of human lung tissue, which contains up to 40 cell types, including nonhematopoietic cells, into immunodeficient mice (lung-only mice) resulted in the development of a highly vascularized lung implant. We demonstrate that emerging and clinically relevant human pathogens such as Middle East respiratory syndrome coronavirus, Zika virus, respiratory syncytial virus and cytomegalovirus replicate in vivo in these lung implants. When incorporated into bone marrow/liver/thymus humanized mice, lung implants are repopulated with autologous human hematopoietic cells. We show robust antigen-specific humoral and T-cell responses following cytomegalovirus infection that control virus replication. Lung-only mice and bone marrow/liver/thymus-lung humanized mice substantially increase the number of human pathogens that can be studied in vivo, facilitating the in vivo testing of therapeutics. Implantation of lung tissue into humanized mice enables in vivo study of the human immune response to pathogens.
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Affiliation(s)
- Angela Wahl
- Division of Infectious Diseases, International Center for the Advancement of Translational Science, Center for AIDS Research, University of North Carolina, School of Medicine, Chapel Hill, NC, USA.
| | - Chandrav De
- Division of Infectious Diseases, International Center for the Advancement of Translational Science, Center for AIDS Research, University of North Carolina, School of Medicine, Chapel Hill, NC, USA
| | - Maria Abad Fernandez
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA
| | - Erik M Lenarcic
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA.,Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
| | - Yinyan Xu
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA
| | - Adam S Cockrell
- Department of Epidemiology, University of North Carolina, Chapel Hill, NC, USA
| | - Rachel A Cleary
- Division of Infectious Diseases, International Center for the Advancement of Translational Science, Center for AIDS Research, University of North Carolina, School of Medicine, Chapel Hill, NC, USA
| | - Claire E Johnson
- Division of Infectious Diseases, International Center for the Advancement of Translational Science, Center for AIDS Research, University of North Carolina, School of Medicine, Chapel Hill, NC, USA
| | - Nathaniel J Schramm
- Division of Infectious Diseases, International Center for the Advancement of Translational Science, Center for AIDS Research, University of North Carolina, School of Medicine, Chapel Hill, NC, USA
| | - Laura M Rank
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA
| | - Isabel G Newsome
- Joint Department of Biomedical Engineering, University of North Carolina and North Carolina State University, Chapel Hill, NC, USA
| | - Heather A Vincent
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA.,Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
| | - Wes Sanders
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA.,Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
| | - Christian R Aguilera-Sandoval
- Division of Infectious Diseases, International Center for the Advancement of Translational Science, Center for AIDS Research, University of North Carolina, School of Medicine, Chapel Hill, NC, USA.,BD Life Sciences, San Jose, CA, USA
| | - Allison Boone
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA.,Marsico Lung Institute, University of North Carolina, Chapel Hill, NC, USA
| | - William H Hildebrand
- Department of Microbiology and Immunology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Paul A Dayton
- Joint Department of Biomedical Engineering, University of North Carolina and North Carolina State University, Chapel Hill, NC, USA
| | - Ralph S Baric
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA.,Department of Epidemiology, University of North Carolina, Chapel Hill, NC, USA
| | - Raymond J Pickles
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA.,Marsico Lung Institute, University of North Carolina, Chapel Hill, NC, USA
| | - Miriam Braunstein
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA
| | - Nathaniel J Moorman
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA.,Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
| | - Nilu Goonetilleke
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA.,UNC HIV Cure Center, University of North Carolina, Chapel Hill, NC, USA
| | - J Victor Garcia
- Division of Infectious Diseases, International Center for the Advancement of Translational Science, Center for AIDS Research, University of North Carolina, School of Medicine, Chapel Hill, NC, USA.
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10
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Zhang J, Caruso FP, Sa JK, Justesen S, Nam DH, Sims P, Ceccarelli M, Lasorella A, Iavarone A. The combination of neoantigen quality and T lymphocyte infiltrates identifies glioblastomas with the longest survival. Commun Biol 2019; 2:135. [PMID: 31044160 PMCID: PMC6478916 DOI: 10.1038/s42003-019-0369-7] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Accepted: 03/06/2019] [Indexed: 12/16/2022] Open
Abstract
Glioblastoma (GBM) is resistant to multimodality therapeutic approaches. A high burden of tumor-specific mutant peptides (neoantigens) correlates with better survival and response to immunotherapies in selected solid tumors but how neoantigens impact clinical outcome in GBM remains unclear. Here, we exploit the similarity between tumor neoantigens and infectious disease-derived immune epitopes and apply a neoantigen fitness model for identifying high-quality neoantigens in a human pan-glioma dataset. We find that the neoantigen quality fitness model stratifies GBM patients with more favorable clinical outcome and, together with CD8+ T lymphocytes tumor infiltration, identifies a GBM subgroup with the longest survival, which displays distinct genomic and transcriptomic features. Conversely, neither tumor neoantigen burden from a quantitative model nor the isolated enrichment of CD8+ T lymphocytes were able to predict survival of GBM patients. This approach may guide optimal stratification of GBM patients for maximum response to immunotherapy.
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Affiliation(s)
- Jing Zhang
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY 10032 USA
| | - Francesca P. Caruso
- Department of Science and Technology, Universita’ degli Studi del Sannio, 82100 Benevento, Italy
- BIOGEM Istituto di Ricerche Genetiche ‘G. Salvatore’, Campo Reale, 83031 Ariano Irpino, Italy
| | - Jason K. Sa
- Institute for Refractory Cancer Research, Samsung Medical Center, Seoul, Republic of Korea
| | - Sune Justesen
- Immunitrack Aps, Rønnegade 4, 2100 Copenhagen East, Denmark
| | - Do-Hyun Nam
- Institute for Refractory Cancer Research, Samsung Medical Center, Seoul, Republic of Korea
- Department of Health Sciences and Technology, SAIHST, Sungkyunkwan University, Seoul, Republic of Korea
- Department of Neurosurgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Peter Sims
- Department of Systems Biology, Columbia University Medical Center, New York, NY 10032 USA
| | - Michele Ceccarelli
- Department of Science and Technology, Universita’ degli Studi del Sannio, 82100 Benevento, Italy
- ABBVIE, Redwood City (CA), Redwood City, CA 94063 USA
| | - Anna Lasorella
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY 10032 USA
- Department of Pediatrics, Columbia University Medical Center, New York, NY 10032 USA
- Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY 10032 USA
| | - Antonio Iavarone
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY 10032 USA
- Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY 10032 USA
- Department of Neurology, Columbia University Medical Center, New York, NY 10032 USA
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11
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D’Angelo F, Ceccarelli M, Tala, Garofano L, Zhang J, Frattini V, Caruso FP, Lewis G, Alfaro KD, Bauchet L, Berzero G, Cachia D, Cangiano M, Capelle L, de Groot J, DiMeco F, Ducray F, Farah W, Finocchiaro G, Goutagny S, Kamiya-Matsuoka C, Lavarino C, Loiseau H, Lorgis V, Marras CE, McCutcheon I, Nam DH, Ronchi S, Saletti V, Seizeur R, Slopis J, Suñol M, Vandenbos F, Varlet P, Vidaud D, Watts C, Tabar V, Reuss DE, Kim SK, Meyronet D, Mokhtari K, Salvador H, Bhat KP, Eoli M, Sanson M, Lasorella A, lavarone A. The molecular landscape of glioma in patients with Neurofibromatosis 1. Nat Med 2019; 25:176-187. [PMID: 30531922 PMCID: PMC6857804 DOI: 10.1038/s41591-018-0263-8] [Citation(s) in RCA: 127] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Accepted: 10/17/2018] [Indexed: 12/30/2022]
Abstract
Neurofibromatosis type 1 (NF1) is a common tumor predisposition syndrome in which glioma is one of the prevalent tumors. Gliomagenesis in NF1 results in a heterogeneous spectrum of low- to high-grade neoplasms occurring during the entire lifespan of patients. The pattern of genetic and epigenetic alterations of glioma that develops in NF1 patients and the similarities with sporadic glioma remain unknown. Here, we present the molecular landscape of low- and high-grade gliomas in patients affected by NF1 (NF1-glioma). We found that the predisposing germline mutation of the NF1 gene was frequently converted to homozygosity and the somatic mutational load of NF1-glioma was influenced by age and grade. High-grade tumors harbored genetic alterations of TP53 and CDKN2A, frequent mutations of ATRX associated with Alternative Lengthening of Telomere, and were enriched in genetic alterations of transcription/chromatin regulation and PI3 kinase pathways. Low-grade tumors exhibited fewer mutations that were over-represented in genes of the MAP kinase pathway. Approximately 50% of low-grade NF1-gliomas displayed an immune signature, T lymphocyte infiltrates, and increased neo-antigen load. DNA methylation assigned NF1-glioma to LGm6, a poorly defined Isocitrate Dehydrogenase 1 wild-type subgroup enriched with ATRX mutations. Thus, the profiling of NF1-glioma defined a distinct landscape that recapitulates a subset of sporadic tumors.
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Affiliation(s)
- Fulvio D’Angelo
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA.,BIOGEM Istituto di Ricerche Genetiche ‘G. Salvatore’, Ariano Irpino, Italy.,These authors contributed equally: F. D’Angelo, M. Ceccarelli
| | - Michele Ceccarelli
- BIOGEM Istituto di Ricerche Genetiche ‘G. Salvatore’, Ariano Irpino, Italy.,Department of Science and Technology, Università degli Studi del Sannio, Benevento, Italy.,These authors contributed equally: F. D’Angelo, M. Ceccarelli
| | - Tala
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA
| | - Luciano Garofano
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA.,BIOGEM Istituto di Ricerche Genetiche ‘G. Salvatore’, Ariano Irpino, Italy
| | - Jing Zhang
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA
| | - Véronique Frattini
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA
| | - Francesca P. Caruso
- BIOGEM Istituto di Ricerche Genetiche ‘G. Salvatore’, Ariano Irpino, Italy.,Department of Science and Technology, Università degli Studi del Sannio, Benevento, Italy
| | - Genevieve Lewis
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA
| | - Kristin D. Alfaro
- The University of Texas M.D. Anderson Cancer Center John Mendelsohn Faculty Center (FC7.3025) – Neuro-Oncology – Unit 0431, Houston, TX, USA
| | - Luc Bauchet
- Department of Neurosurgery, Gui de Chauliac Hospital, Montpellier University Medical Center, Montpellier, France
| | - Giulia Berzero
- Sorbonne Universités UPMC Université Paris 06, UMR S 1127, Inserm U 1127, CNRS UMR 7225, ICM, APHP, Paris, France
| | - David Cachia
- Department of Neuro-Oncology, Medical University of South Carolina, Charleston, SC, USA.,Department of Neurosurgery, Medical University of South Carolina, Charleston, SC, USA
| | - Mario Cangiano
- BIOGEM Istituto di Ricerche Genetiche ‘G. Salvatore’, Ariano Irpino, Italy
| | - Laurent Capelle
- AP-HP, Hôpital de la Pitié-Salpêtrière, Service de Neurochirurgie, Paris, France
| | - John de Groot
- The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Francesco DiMeco
- Department of Neurological Surgery, Carlo Besta Neurological Institute, Milan, Italy.,Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy.,Hunterian Brain Tumor Research Laboratory CRB2 2M41, Baltimore, MD, USA
| | - François Ducray
- Service de Neuro-Oncologie, Hospices Civils de Lyon, Université Claude Bernard Lyon 1, Department of Cancer Cell Plasticity, Cancer Research Center of Lyon, INSERM U1052, CNRS UMR5286, Lyon, France
| | - Walid Farah
- Department of Neurosurgery, CHU, Dijon, France
| | - Gaetano Finocchiaro
- Unit of Molecular Neuro-Oncology, IRCCS Foundation, Carlo Besta Neurological Institute, Milan, Italy
| | - Stéphane Goutagny
- Service de Neurochirurgie, Hôpital Beaujon, Assistance PubliqueHôpitaux de Paris, Clichy, France
| | | | - Cinzia Lavarino
- Developmental Tumor Laboratory, Fundación Sant Joan de Déu, Barcelona, Spain
| | - Hugues Loiseau
- Department of Neurosurgery, Bordeaux University Hospital. Labex TRAIL (ANR-10-LABX-57). EA 7435 – IMOTION Bordeaux University, Bordeaux, France
| | - Véronique Lorgis
- Department of Medical Oncology, Centre GF Leclerc, Dijon, France
| | - Carlo E. Marras
- Pediatric Neurosurgery Unit, Department of Neuroscience and Neurorehabilitation, Bambino Gesù Children’s Hospital, Rome, Italy
| | - Ian McCutcheon
- The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Do-Hyun Nam
- Department of Neurosurgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea.,Department of Health Sciences and Technology, SAIHST, Sungkyunkwan University, Seoul, Republic of Korea
| | - Susanna Ronchi
- Sorbonne Universités UPMC Université Paris 06, UMR S 1127, Inserm U 1127, CNRS UMR 7225, ICM, APHP, Paris, France
| | - Veronica Saletti
- Developmental Neurology Unit, IRCCS Foundation, Carlo Besta Neurological Institute, Milan, Italy
| | - Romuald Seizeur
- Service de Neurochirurgie, Hôpital de la Cavale Blanche, CHRU de Brest, Université de Brest, Brest, France
| | - John Slopis
- The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Mariona Suñol
- Department of Pathology, Hospital Sant Joan de Déu, Barcelona, Spain
| | - Fanny Vandenbos
- Central Laboratory of Pathology, Pasteur I University Hospital, Nice, France
| | - Pascale Varlet
- Department of Neuropathology, Sainte-Anne Hospital, Paris, France.,IMA-Brain, Inserm U894, Institute of Psychiatry and Neuroscience of Paris, Paris, France
| | - Dominique Vidaud
- EA7331, Université Paris Descartes, France; Service de Génétique et Biologie Moléculaires, Hôpital Cochin, AP-HP, Paris, France
| | - Colin Watts
- Institute of Cancer and Genomic Sciences University of Birmingham Edgbaston, Birmingham, United Kingdom
| | - Viviane Tabar
- Department of Neurosurgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - David E. Reuss
- Clinical Cooperation Unit Neuropathology, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Department of Neuropathology, Institute of Pathology, Heidelberg University Hospital, Heidelberg, Germany
| | - Seung-Ki Kim
- Division of Pediatric Neurosurgery, Seoul National University Children’s Hospital, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - David Meyronet
- Centre de Pathologie Et Neuropathologie Est Hospices Civils de Lyon, Lyon, France
| | - Karima Mokhtari
- Sorbonne Universités UPMC Université Paris 06, UMR S 1127, Inserm U 1127, CNRS UMR 7225, ICM, APHP, Paris, France
| | - Hector Salvador
- Pediatric Oncology Unit, Hospital Sant Joan de Déu, Esplugues, Barcelona, Spain
| | - Krishna P. Bhat
- The University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
| | - Marica Eoli
- Unit of Molecular Neuro-Oncology, IRCCS Foundation, Carlo Besta Neurological Institute, Milan, Italy
| | - Marc Sanson
- Sorbonne Universités UPMC Université Paris 06, UMR S 1127, Inserm U 1127, CNRS UMR 7225, ICM, APHP, Paris, France
| | - Anna Lasorella
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA. .,Department of Pediatrics, Columbia University Medical Center, New York, NY, USA. .,Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY, USA.
| | - Antonio lavarone
- Institute for Cancer Genetics, Columbia University Medical Center, New York, NY, USA.,Department of Pathology and Cell Biology, Columbia University Medical Center, New York, NY, USA.,Department of Neurology, Columbia University Medical Center, New York, NY, USA.,These authors jointly supervised this work: A. Lasorella, A. Iavarone.,Correspondence and requests for materials should be addressed to A.L. or A.I. ;
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12
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Abstract
T-cell responses are activated by specific peptides, called epitopes, presented on the cell surface by MHC molecules. Binding of peptides to the MHC is the most selective step in T-cell antigen presentation and therefore an essential factor in the selection of potential epitopes. Several in-vitro methods have been developed for the determination of peptide binding to MHC molecules, but these are all costly and time-consuming. In consequence, significant effort has been dedicated to the development of in-silico methods to model this event. Here, we describe two such tools, NetMHCcons and NetMHCIIpan, for the prediction of peptide binding to MHC class I and class II molecules, respectively, involved in the activation pathways of CD8+ and CD4+ T cells.
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13
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Identification of the cognate peptide-MHC target of T cell receptors using molecular modeling and force field scoring. Mol Immunol 2017; 94:91-97. [PMID: 29288899 DOI: 10.1016/j.molimm.2017.12.019] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2017] [Revised: 10/27/2017] [Accepted: 12/20/2017] [Indexed: 11/22/2022]
Abstract
Interactions of T cell receptors (TCR) to peptides in complex with MHC (p:MHC) are key features that mediate cellular immune responses. While MHC binding is required for a peptide to be presented to T cells, not all MHC binders are immunogenic. The interaction of a TCR to the p:MHC complex holds a key, but currently poorly comprehended, component for our understanding of this variation in the immunogenicity of MHC binding peptides. Here, we demonstrate that identification of the cognate target of a TCR from a set of p:MHC complexes to a high degree is achievable using simple force-field energy terms. Building a benchmark of TCR:p:MHC complexes where epitopes and non-epitopes are modelled using state-of-the-art molecular modelling tools, scoring p:MHC to a given TCR using force-fields, optimized in a cross-validation setup to evaluate TCR inter atomic interactions involved with each p:MHC, we demonstrate that this approach can successfully be used to distinguish between epitopes and non-epitopes. A detailed analysis of the performance of this force-field-based approach demonstrate that its predictive performance depend on the ability to both accurately predict the binding of the peptide to the MHC and model the TCR:p:MHC complex structure. In summary, we conclude that it is possible to identify the TCR cognate target among different candidate peptides by using a force-field based model, and believe this works could lay the foundation for future work within prediction of TCR:p:MHC interactions.
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14
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Malik A, Adland E, Laker L, Kløverpris H, Fardoos R, Roider J, Severinsen MC, Chen F, Riddell L, Edwards A, Buus S, Jooste P, Matthews PC, Goulder PJR. Immunodominant cytomegalovirus-specific CD8+ T-cell responses in sub-Saharan African populations. PLoS One 2017; 12:e0189612. [PMID: 29232408 PMCID: PMC5726643 DOI: 10.1371/journal.pone.0189612] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2017] [Accepted: 11/29/2017] [Indexed: 01/14/2023] Open
Abstract
More than 90% of children in Africa are infected with cytomegalovirus (CMV) by the age of 12 months. However, the high-frequency, immunodominant CD8+ T-cell responses that control CMV infection have not been well studied in African populations. We therefore sought to define the immunodominant CMV-specific CD8+ T-cell responses within sub-Saharan African study subjects. Among 257 subjects, we determined the CD8+ T-cell responses to overlapping peptides spanning three of the most immunogenic CMV proteins, pp65, IE-1 and IE-2, using IFN-γ ELISpot assays. A bioinformatics tool was used to predict optimal epitopes within overlapping peptides whose recognition was statistically associated with expression of particular HLA class I molecules. Using this approach, we identified 16 predicted novel CMV-specific epitopes within CMV-pp65, IE-1 and IE-2. The immunodominant pp65-specific, IE-1, IE-2 responses were all either previously well characterised or were confirmed using peptide-MHC tetramers. The novel epitopes identified included an IE-2-specific epitope restricted by HLA*B*44:03 that induced high-frequency CD8+ T-cell responses (mean 3.4% of CD8+ T-cells) in 95% of HLA-B*44:03-positive subjects tested, in one individual accounting for 18.8% of all CD8+ T-cells. These predicted novel CMV-specific CD8+ T-cell epitopes identified in an African cohort will facilitate future analyses of immune responses in African populations where CMV infection is almost universal during infancy.
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Affiliation(s)
- Amna Malik
- Department of Paediatrics, University of Oxford, Oxford, United Kingdom
| | - Emily Adland
- Department of Paediatrics, University of Oxford, Oxford, United Kingdom
| | - Leana Laker
- Kimberley General Hospital, Kimberley, South Africa
| | - Henrik Kløverpris
- Africa Health Research Institute, AHRI, Durban, South Africa
- Laboratory of Experimental Immunology, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
- University College London, Department of Infection and Immunity, London, United Kingdom
| | - Rabiah Fardoos
- Africa Health Research Institute, AHRI, Durban, South Africa
- Laboratory of Experimental Immunology, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Julia Roider
- Africa Health Research Institute, AHRI, Durban, South Africa
| | - Mai C. Severinsen
- Laboratory of Experimental Immunology, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Fabian Chen
- Department of Sexual Health, Royal Berkshire Hospital, Reading, United Kingdom
| | - Lynn Riddell
- Department of Genitourinary Medicine, Northamptonshire Healthcare NHS Trust, Northampton General Hospital, Northampton, United Kingdom
| | - Anne Edwards
- Oxford Department of Genitourinary Medicine, the Churchill Hospital, Oxford, United Kingdom
| | - Søren Buus
- Laboratory of Experimental Immunology, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | | | - Philip J. R. Goulder
- Department of Paediatrics, University of Oxford, Oxford, United Kingdom
- * E-mail:
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15
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Abana CO, Pilkinton MA, Gaudieri S, Chopra A, McDonnell WJ, Wanjalla C, Barnett L, Gangula R, Hager C, Jung DK, Engelhardt BG, Jagasia MH, Klenerman P, Phillips EJ, Koelle DM, Kalams SA, Mallal SA. Cytomegalovirus (CMV) Epitope-Specific CD4 + T Cells Are Inflated in HIV + CMV + Subjects. THE JOURNAL OF IMMUNOLOGY 2017; 199:3187-3201. [PMID: 28972094 DOI: 10.4049/jimmunol.1700851] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2017] [Accepted: 08/28/2017] [Indexed: 01/24/2023]
Abstract
Select CMV epitopes drive life-long CD8+ T cell memory inflation, but the extent of CD4 memory inflation is poorly studied. CD4+ T cells specific for human CMV (HCMV) are elevated in HIV+ HCMV+ subjects. To determine whether HCMV epitope-specific CD4+ T cell memory inflation occurs during HIV infection, we used HLA-DR7 (DRB1*07:01) tetramers loaded with the glycoprotein B DYSNTHSTRYV (DYS) epitope to characterize circulating CD4+ T cells in coinfected HLA-DR7+ long-term nonprogressor HIV subjects with undetectable HCMV plasma viremia. DYS-specific CD4+ T cells were inflated among these HIV+ subjects compared with those from an HIV- HCMV+ HLA-DR7+ cohort or with HLA-DR7-restricted CD4+ T cells from the HIV-coinfected cohort that were specific for epitopes of HCMV phosphoprotein-65, tetanus toxoid precursor, EBV nuclear Ag 2, or HIV gag protein. Inflated DYS-specific CD4+ T cells consisted of effector memory or effector memory-RA+ subsets with restricted TCRβ usage and nearly monoclonal CDR3 containing novel conserved amino acids. Expression of this near-monoclonal TCR in a Jurkat cell-transfection system validated fine DYS specificity. Inflated cells were polyfunctional, not senescent, and displayed high ex vivo levels of granzyme B, CX3CR1, CD38, or HLA-DR but less often coexpressed CD38+ and HLA-DR+ The inflation mechanism did not involve apoptosis suppression, increased proliferation, or HIV gag cross-reactivity. Instead, the findings suggest that intermittent or chronic expression of epitopes, such as DYS, drive inflation of activated CD4+ T cells that home to endothelial cells and have the potential to mediate cytotoxicity and vascular disease.
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Affiliation(s)
- Chike O Abana
- Department of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, TN 37232
| | - Mark A Pilkinton
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232
| | - Silvana Gaudieri
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232.,School of Human Sciences, University of Western Australia, Perth, Western Australia 6009, Australia.,Institute for Immunology and Infectious Diseases, Murdoch University, Murdoch, Western Australia 6150, Australia
| | - Abha Chopra
- Institute for Immunology and Infectious Diseases, Murdoch University, Murdoch, Western Australia 6150, Australia
| | - Wyatt J McDonnell
- Department of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, TN 37232
| | - Celestine Wanjalla
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232
| | - Louise Barnett
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232
| | - Rama Gangula
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232
| | - Cindy Hager
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232
| | - Dae K Jung
- Stem Cell Transplantation, Division of Hematology/Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232
| | - Brian G Engelhardt
- Stem Cell Transplantation, Division of Hematology/Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232
| | - Madan H Jagasia
- Stem Cell Transplantation, Division of Hematology/Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232
| | - Paul Klenerman
- Peter Medawar Building for Pathogen Research, University of Oxford, Oxford OX1 3SY, United Kingdom; and
| | - Elizabeth J Phillips
- Department of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, TN 37232.,Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232.,Institute for Immunology and Infectious Diseases, Murdoch University, Murdoch, Western Australia 6150, Australia
| | - David M Koelle
- Department of Medicine, Laboratory Medicine, and Global Health, University of Washington, Seattle, WA 98195
| | - Spyros A Kalams
- Department of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, TN 37232.,Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232
| | - Simon A Mallal
- Department of Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, TN 37232; .,Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232.,Institute for Immunology and Infectious Diseases, Murdoch University, Murdoch, Western Australia 6150, Australia
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16
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Ameres S, Liang X, Wiesner M, Mautner J, Moosmann A. A Diverse Repertoire of CD4 T Cells Targets the Immediate-Early 1 Protein of Human Cytomegalovirus. Front Immunol 2015; 6:598. [PMID: 26635812 PMCID: PMC4658442 DOI: 10.3389/fimmu.2015.00598] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2015] [Accepted: 11/09/2015] [Indexed: 11/13/2022] Open
Abstract
T-cell responses to the immediate-early 1 (IE-1) protein of human cytomegalovirus (HCMV) are associated with protection from viral disease. Thus, IE-1 is a promising target for immunotherapy. CD8 T-cell responses to IE-1 are generally strong. In contrast, CD4 T-cell responses to IE-1 were described to be comparatively infrequent or undetectable in HCMV carriers, and information on their target epitopes and their function has been limited. To analyze the repertoire of IE-1-specific CD4 T cells, we expanded them from healthy donors with autologous IE-1-expressing mini-Epstein–Barr virus-transformed B-cell lines and established IE-1-specific CD4 T-cell clones. Clones from seven out of seven HCMV-positive donors recognized endogenously processed IE-1 epitopes restricted through HLA-DR, DQ, or DP. Three to seven IE-1 epitopes were recognized per donor. Cumulatively, about 27 different HLA/peptide class II complexes were recognized by 117 IE-1-specific clones. Our results suggest that a highly diversified repertoire of IE-1-specific CD4 T cells targeting multiple epitopes is usually present in healthy HCMV carriers. Therefore, multiepitope approaches to immunomonitoring and immunotherapy will make optimal use of this potentially important class of HCMV-specific effector cells.
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Affiliation(s)
- Stefanie Ameres
- Clinical Cooperation Group Immunooncology, Helmholtz Zentrum München and Ludwig-Maximilians-Universität , Munich , Germany
| | - Xiaoling Liang
- Clinical Cooperation Group Immunooncology, Helmholtz Zentrum München and Ludwig-Maximilians-Universität , Munich , Germany ; Research Group Host Control of Viral Latency and Reactivation, Helmholtz Zentrum München , Munich , Germany ; German Research Center for Infection Research (DZIF) , Munich , Germany
| | - Martina Wiesner
- Clinical Cooperation Group Immunooncology, Helmholtz Zentrum München and Ludwig-Maximilians-Universität , Munich , Germany
| | - Josef Mautner
- German Research Center for Infection Research (DZIF) , Munich , Germany ; Clinical Cooperation Group Pediatric Tumor Immunology, Helmholtz Zentrum München and Technische Universität München , Munich , Germany
| | - Andreas Moosmann
- Clinical Cooperation Group Immunooncology, Helmholtz Zentrum München and Ludwig-Maximilians-Universität , Munich , Germany ; Research Group Host Control of Viral Latency and Reactivation, Helmholtz Zentrum München , Munich , Germany ; German Research Center for Infection Research (DZIF) , Munich , Germany
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17
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Ciáurriz M, Zabalza A, Beloki L, Mansilla C, Pérez-Valderrama E, Lachén M, Bandrés E, Olavarría E, Ramírez N. The immune response to cytomegalovirus in allogeneic hematopoietic stem cell transplant recipients. Cell Mol Life Sci 2015; 72:4049-62. [PMID: 26174234 PMCID: PMC11113937 DOI: 10.1007/s00018-015-1986-z] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2015] [Revised: 06/22/2015] [Accepted: 07/03/2015] [Indexed: 02/08/2023]
Abstract
Approximately, up to 70 % of the human population is infected with cytomegalovirus (CMV) that persists for life in a latent state. In healthy people, CMV reactivation induces the expansion of CMV-specific T cells up to 10 % of the entire T cell repertoire. On the contrary, CMV infection is a major opportunistic viral pathogen that remains a leading cause of morbidity and mortality after allogeneic hematopoietic stem cell transplantation. Due to the delayed CMV-specific immune recovery, the incidence of CMV reactivation during post-transplant period is very high. Several methods are currently available for the monitoring of CMV-specific responses that help in clinical monitoring. In this review, essential aspects in the immune recovery against CMV are discussed to improve the better understanding of the immune system relying on CMV infection and, thereby, helping the avoidance of CMV disease or reactivation following hematopoietic stem cell transplantation with severe consequences for the transplanted patients.
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Affiliation(s)
- Miriam Ciáurriz
- Oncohematology Research Group, Navarrabiomed-Fundación Miguel Servet, IDISNA (Navarra's Health Research Institute), Irunlarrea 3 Street, 31008, Pamplona, Navarra, Spain
| | - Amaya Zabalza
- Oncohematology Research Group, Navarrabiomed-Fundación Miguel Servet, IDISNA (Navarra's Health Research Institute), Irunlarrea 3 Street, 31008, Pamplona, Navarra, Spain
- Hematology Department, Complejo Hospitalario de Navarra, Navarra Health Service, IDISNA, Pamplona, Navarra, Spain
| | - Lorea Beloki
- Oncohematology Research Group, Navarrabiomed-Fundación Miguel Servet, IDISNA (Navarra's Health Research Institute), Irunlarrea 3 Street, 31008, Pamplona, Navarra, Spain
| | - Cristina Mansilla
- Oncohematology Research Group, Navarrabiomed-Fundación Miguel Servet, IDISNA (Navarra's Health Research Institute), Irunlarrea 3 Street, 31008, Pamplona, Navarra, Spain
| | - Estela Pérez-Valderrama
- Oncohematology Research Group, Navarrabiomed-Fundación Miguel Servet, IDISNA (Navarra's Health Research Institute), Irunlarrea 3 Street, 31008, Pamplona, Navarra, Spain
| | - Mercedes Lachén
- Oncohematology Research Group, Navarrabiomed-Fundación Miguel Servet, IDISNA (Navarra's Health Research Institute), Irunlarrea 3 Street, 31008, Pamplona, Navarra, Spain
| | - Eva Bandrés
- Oncohematology Research Group, Navarrabiomed-Fundación Miguel Servet, IDISNA (Navarra's Health Research Institute), Irunlarrea 3 Street, 31008, Pamplona, Navarra, Spain
- Hematology Department, Complejo Hospitalario de Navarra, Navarra Health Service, IDISNA, Pamplona, Navarra, Spain
- Immunity Unit, Complejo Hospitalario de Navarra, Navarra Health Service, IDISNA, Pamplona, Navarra, Spain
| | - Eduardo Olavarría
- Oncohematology Research Group, Navarrabiomed-Fundación Miguel Servet, IDISNA (Navarra's Health Research Institute), Irunlarrea 3 Street, 31008, Pamplona, Navarra, Spain
- Hammersmith Hospital-Imperial College Healthcare NHS, London, UK
| | - Natalia Ramírez
- Oncohematology Research Group, Navarrabiomed-Fundación Miguel Servet, IDISNA (Navarra's Health Research Institute), Irunlarrea 3 Street, 31008, Pamplona, Navarra, Spain.
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18
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Automatic Generation of Validated Specific Epitope Sets. J Immunol Res 2015; 2015:763461. [PMID: 26568965 PMCID: PMC4629045 DOI: 10.1155/2015/763461] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2014] [Accepted: 03/02/2015] [Indexed: 12/02/2022] Open
Abstract
Accurate measurement of B and T cell responses is a valuable tool to study autoimmunity, allergies, immunity to pathogens, and host-pathogen interactions and assist in the design and evaluation of T cell vaccines and immunotherapies. In this context, it is desirable to elucidate a method to select validated reference sets of epitopes to allow detection of T and B cells. However, the ever-growing information contained in the Immune Epitope Database (IEDB) and the differences in quality and subjects studied between epitope assays make this task complicated. In this study, we develop a novel method to automatically select reference epitope sets according to a categorization system employed by the IEDB. From the sets generated, three epitope sets (EBV, mycobacteria and dengue) were experimentally validated by detection of T cell reactivity ex vivo from human donors. Furthermore, a web application that will potentially be implemented in the IEDB was created to allow users the capacity to generate customized epitope sets.
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19
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Andreatta M, Karosiene E, Rasmussen M, Stryhn A, Buus S, Nielsen M. Accurate pan-specific prediction of peptide-MHC class II binding affinity with improved binding core identification. Immunogenetics 2015; 67:641-50. [PMID: 26416257 DOI: 10.1007/s00251-015-0873-y] [Citation(s) in RCA: 213] [Impact Index Per Article: 23.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2015] [Accepted: 09/15/2015] [Indexed: 01/17/2023]
Abstract
A key event in the generation of a cellular response against malicious organisms through the endocytic pathway is binding of peptidic antigens by major histocompatibility complex class II (MHC class II) molecules. The bound peptide is then presented on the cell surface where it can be recognized by T helper lymphocytes. NetMHCIIpan is a state-of-the-art method for the quantitative prediction of peptide binding to any human or mouse MHC class II molecule of known sequence. In this paper, we describe an updated version of the method with improved peptide binding register identification. Binding register prediction is concerned with determining the minimal core region of nine residues directly in contact with the MHC binding cleft, a crucial piece of information both for the identification and design of CD4(+) T cell antigens. When applied to a set of 51 crystal structures of peptide-MHC complexes with known binding registers, the new method NetMHCIIpan-3.1 significantly outperformed the earlier 3.0 version. We illustrate the impact of accurate binding core identification for the interpretation of T cell cross-reactivity using tetramer double staining with a CMV epitope and its variants mapped to the epitope binding core. NetMHCIIpan is publicly available at http://www.cbs.dtu.dk/services/NetMHCIIpan-3.1 .
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Affiliation(s)
- Massimo Andreatta
- Instituto de Investigaciones Biotecnológicas, Universidad Nacional de San Martín, CP(1650), San Martín, Buenos Aires, Argentina
| | - Edita Karosiene
- Division of Vaccine Discovery, La Jolla Institute for Allergy and Immunology, La Jolla, CA, 92037, USA
| | - Michael Rasmussen
- Laboratory of Experimental Immunology, Faculty of Health Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark
| | - Anette Stryhn
- Laboratory of Experimental Immunology, Faculty of Health Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark
| | - Søren Buus
- Laboratory of Experimental Immunology, Faculty of Health Sciences, University of Copenhagen, DK-2200, Copenhagen, Denmark
| | - Morten Nielsen
- Instituto de Investigaciones Biotecnológicas, Universidad Nacional de San Martín, CP(1650), San Martín, Buenos Aires, Argentina.
- Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark, DK-2800, Lyngby, Denmark.
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20
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Rasmussen M, Harndahl M, Stryhn A, Boucherma R, Nielsen LL, Lemonnier FA, Nielsen M, Buus S. Uncovering the peptide-binding specificities of HLA-C: a general strategy to determine the specificity of any MHC class I molecule. THE JOURNAL OF IMMUNOLOGY 2014; 193:4790-802. [PMID: 25311805 DOI: 10.4049/jimmunol.1401689] [Citation(s) in RCA: 60] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
MHC class I molecules (HLA-I in humans) present peptides derived from endogenous proteins to CTLs. Whereas the peptide-binding specificities of HLA-A and -B molecules have been studied extensively, little is known about HLA-C specificities. Combining a positional scanning combinatorial peptide library approach with a peptide-HLA-I dissociation assay, in this study we present a general strategy to determine the peptide-binding specificity of any MHC class I molecule. We applied this novel strategy to 17 of the most common HLA-C molecules, and for 16 of these we successfully generated matrices representing their peptide-binding motifs. The motifs prominently shared a conserved C-terminal primary anchor with hydrophobic amino acid residues, as well as one or more diverse primary and auxiliary anchors at P1, P2, P3, and/or P7. Matrices were used to generate a large panel of HLA-C-specific peptide-binding data and update our pan-specific NetMHCpan predictor, whose predictive performance was considerably improved with respect to peptide binding to HLA-C. The updated predictor was used to assess the specificities of HLA-C molecules, which were found to cover a more limited sequence space than HLA-A and -B molecules. Assessing the functional significance of these new tools, HLA-C*07:01 transgenic mice were immunized with stable HLA-C*07:01 binders; six of six tested stable peptide binders were immunogenic. Finally, we generated HLA-C tetramers and labeled human CD8(+) T cells and NK cells. These new resources should support future research on the biology of HLA-C molecules. The data are deposited at the Immune Epitope Database, and the updated NetMHCpan predictor is available at the Center for Biological Sequence Analysis and the Immune Epitope Database.
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Affiliation(s)
- Michael Rasmussen
- Laboratory of Experimental Immunology, Department of International Health, Immunology and Microbiology, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen 2200, Denmark
| | - Mikkel Harndahl
- Laboratory of Experimental Immunology, Department of International Health, Immunology and Microbiology, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen 2200, Denmark
| | - Anette Stryhn
- Laboratory of Experimental Immunology, Department of International Health, Immunology and Microbiology, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen 2200, Denmark
| | - Rachid Boucherma
- INSERM, Unité 1016, Institut Cochin, Equipe Immunologie du Diabète, Groupe Hospitalier Cochin-Port-Royal, 75014 Paris, France
| | - Lise Lotte Nielsen
- Laboratory of Experimental Immunology, Department of International Health, Immunology and Microbiology, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen 2200, Denmark
| | - François A Lemonnier
- INSERM, Unité 1016, Institut Cochin, Equipe Immunologie du Diabète, Groupe Hospitalier Cochin-Port-Royal, 75014 Paris, France
| | - Morten Nielsen
- Center for Biological Sequence Analysis, Technical University of Denmark, Lyngby 2800, Denmark; and Instituto de Investigaciones Biotecnológicas, Universidad Nacional de San Martín, 1650 San Martín, Buenos Aires, Argentina
| | - Søren Buus
- Laboratory of Experimental Immunology, Department of International Health, Immunology and Microbiology, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen 2200, Denmark;
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