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1.
Nature ; 592(7854): 463-468, 2021 04.
Article in English | MEDLINE | ID: mdl-33762734

ABSTRACT

Mutated isocitrate dehydrogenase 1 (IDH1) defines a molecularly distinct subtype of diffuse glioma1-3. The most common IDH1 mutation in gliomas affects codon 132 and encodes IDH1(R132H), which harbours a shared clonal neoepitope that is presented on major histocompatibility complex (MHC) class II4,5. An IDH1(R132H)-specific peptide vaccine (IDH1-vac) induces specific therapeutic T helper cell responses that are effective against IDH1(R132H)+ tumours in syngeneic MHC-humanized mice4,6-8. Here we describe a multicentre, single-arm, open-label, first-in-humans phase I trial that we carried out in 33 patients with newly diagnosed World Health Organization grade 3 and 4 IDH1(R132H)+ astrocytomas (Neurooncology Working Group of the German Cancer Society trial 16 (NOA16), ClinicalTrials.gov identifier NCT02454634). The trial met its primary safety endpoint, with vaccine-related adverse events restricted to grade 1. Vaccine-induced immune responses were observed in 93.3% of patients across multiple MHC alleles. Three-year progression-free and death-free rates were 0.63 and 0.84, respectively. Patients with immune responses showed a two-year progression-free rate of 0.82. Two patients without an immune response showed tumour progression within two years of first diagnosis. A mutation-specificity score that incorporates the duration and level of vaccine-induced IDH1(R132H)-specific T cell responses was associated with intratumoral presentation of the IDH1(R132H) neoantigen in pre-treatment tumour tissue. There was a high frequency of pseudoprogression, which indicates intratumoral inflammatory reactions. Pseudoprogression was associated with increased vaccine-induced peripheral T cell responses. Combined single-cell RNA and T cell receptor sequencing showed that tumour-infiltrating CD40LG+ and CXCL13+ T helper cell clusters in a patient with pseudoprogression were dominated by a single IDH1(R132H)-reactive T cell receptor.


Subject(s)
Cancer Vaccines/immunology , Cancer Vaccines/therapeutic use , Glioma/diagnosis , Glioma/therapy , Isocitrate Dehydrogenase/genetics , Isocitrate Dehydrogenase/immunology , Mutation , Adult , Cells, Cultured , Disease Progression , Female , Glioma/genetics , Glioma/immunology , Humans , Male , Mutant Proteins/genetics , Mutant Proteins/immunology , Phenotype , Receptors, Antigen, T-Cell/immunology , Survival Rate , T-Lymphocytes/immunology
2.
Nature ; 596(7870): 119-125, 2021 08.
Article in English | MEDLINE | ID: mdl-34290406

ABSTRACT

Interactions between T cell receptors (TCRs) and their cognate tumour antigens are central to antitumour immune responses1-3; however, the relationship between phenotypic characteristics and TCR properties is not well elucidated. Here we show, by linking the antigenic specificity of TCRs and the cellular phenotype of melanoma-infiltrating lymphocytes at single-cell resolution, that tumour specificity shapes the expression state of intratumoural CD8+ T cells. Non-tumour-reactive T cells were enriched for viral specificities and exhibited a non-exhausted memory phenotype, whereas melanoma-reactive lymphocytes predominantly displayed an exhausted state that encompassed diverse levels of differentiation but rarely acquired memory properties. These exhausted phenotypes were observed both among clonotypes specific for public overexpressed melanoma antigens (shared across different tumours) or personal neoantigens (specific for each tumour). The recognition of such tumour antigens was provided by TCRs with avidities inversely related to the abundance of cognate targets in melanoma cells and proportional to the binding affinity of peptide-human leukocyte antigen (HLA) complexes. The persistence of TCR clonotypes in peripheral blood was negatively affected by the level of intratumoural exhaustion, and increased in patients with a poor response to immune checkpoint blockade, consistent with chronic stimulation mediated by residual tumour antigens. By revealing how the quality and quantity of tumour antigens drive the features of T cell responses within the tumour microenvironment, we gain insights into the properties of the anti-melanoma TCR repertoire.


Subject(s)
CD8-Positive T-Lymphocytes/immunology , Melanoma/immunology , Substrate Specificity/immunology , CD8-Positive T-Lymphocytes/cytology , CD8-Positive T-Lymphocytes/metabolism , Cell Line, Tumor , Datasets as Topic , Gene Expression Regulation , Humans , Lymphocytes, Tumor-Infiltrating/immunology , Melanoma/blood , Phenotype , Receptors, Antigen, T-Cell/immunology , Single-Cell Analysis , Transcriptome/genetics , Tumor Microenvironment
3.
Nature ; 596(7870): 126-132, 2021 08.
Article in English | MEDLINE | ID: mdl-34290408

ABSTRACT

PD-1 blockade unleashes CD8 T cells1, including those specific for mutation-associated neoantigens (MANA), but factors in the tumour microenvironment can inhibit these T cell responses. Single-cell transcriptomics have revealed global T cell dysfunction programs in tumour-infiltrating lymphocytes (TIL). However, the majority of TIL do not recognize tumour antigens2, and little is known about transcriptional programs of MANA-specific TIL. Here, we identify MANA-specific T cell clones using the MANA functional expansion of specific T cells assay3 in neoadjuvant anti-PD-1-treated non-small cell lung cancers (NSCLC). We use their T cell receptors as a 'barcode' to track and analyse their transcriptional programs in the tumour microenvironment using coupled single-cell RNA sequencing and T cell receptor sequencing. We find both MANA- and virus-specific clones in TIL, regardless of response, and MANA-, influenza- and Epstein-Barr virus-specific TIL each have unique transcriptional programs. Despite exposure to cognate antigen, MANA-specific TIL express an incompletely activated cytolytic program. MANA-specific CD8 T cells have hallmark transcriptional programs of tissue-resident memory (TRM) cells, but low levels of interleukin-7 receptor (IL-7R) and are functionally less responsive to interleukin-7 (IL-7) compared with influenza-specific TRM cells. Compared with those from responding tumours, MANA-specific clones from non-responding tumours express T cell receptors with markedly lower ligand-dependent signalling, are largely confined to HOBIThigh TRM subsets, and coordinately upregulate checkpoints, killer inhibitory receptors and inhibitors of T cell activation. These findings provide important insights for overcoming resistance to PD-1 blockade.


Subject(s)
Antigens, Neoplasm/immunology , Carcinoma, Non-Small-Cell Lung/drug therapy , Gene Expression Regulation , Immune Checkpoint Inhibitors/therapeutic use , Lung Neoplasms/drug therapy , Lung Neoplasms/immunology , Lymphocytes, Tumor-Infiltrating/immunology , Lymphocytes, Tumor-Infiltrating/metabolism , Antigens, Neoplasm/genetics , CD8-Positive T-Lymphocytes/immunology , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/immunology , Cells, Cultured , Humans , Immunologic Memory , Lung Neoplasms/genetics , Programmed Cell Death 1 Receptor/antagonists & inhibitors , RNA-Seq , Receptors, Interleukin-7/immunology , Single-Cell Analysis , Transcriptome/genetics , Tumor Microenvironment
4.
Int J Mol Sci ; 24(4)2023 Feb 08.
Article in English | MEDLINE | ID: mdl-36834827

ABSTRACT

The interaction of some human antibodies with heme results in posttranslational acquisition of binding to various self- and pathogen-derived antigens. The previous studies on this phenomenon were performed with oxidized heme (Fe3+). In the present study, we elucidated the effect of other pathologically relevant species of heme, i.e., species that were formed after contact of heme with oxidizing agents such as hydrogen peroxide, situations in which heme's iron could acquire higher oxidation states. Our data reveal that hyperoxidized species of heme have a superior capacity to heme (Fe3+) in triggering the autoreactivity of human IgG. Mechanistic studies demonstrated that oxidation status of iron was of critical importance for the heme's effect on antibodies. We also demonstrated that hyperoxidized heme species interacted at higher affinities with IgG and that this binding occurred through a different mechanism as compared to heme (Fe3+). Regardless of their profound functional impact on the antigen-binding properties of antibodies, hyperoxidized species of heme did not affect Fc-mediated functions of IgG, such as binding to the neonatal Fc receptor. The obtained data contribute to a better understanding of the pathophysiological mechanism of hemolytic diseases and of the origin of elevated antibody autoreactivity in patients with some hemolytic disorders.


Subject(s)
Heme , Immunoglobulin G , Infant, Newborn , Humans , Heme/metabolism , Oxidation-Reduction , Adaptive Immunity , Iron
5.
Proteomics ; 22(1-2): e2100171, 2022 01.
Article in English | MEDLINE | ID: mdl-34561969

ABSTRACT

Human leukocyte antigen (HLA) class I has more than 18,000 alleles, each of which binds to a set of unique peptides from the cellular degradome. Deciphering the interaction between antigenic peptides and HLA proteins is crucial for understanding immune responses in autoimmune diseases and cancer. In this study, we aimed to characterize the peptidome that binds to HLA-A*33:03, which is one of the most prevalent HLA-A alleles in the Northeast Asian population, but poorly studied. For this purpose, we analyzed the HLA-A*33:03 monoallelic B cell line using immunoprecipitation of HLA-A and peptide complexes, followed by liquid chromatography-tandem mass spectrometry (LC-MS/MS). In this study, we identified 5731 unique peptides that were associated with HLA A*33:03, and experimentally validated the affinity of 40 peptides for HLA-A*33:03 and their stability in HLA A*33:03-peptides complexes. To our knowledge, this study represents the largest dataset of peptides associated with HLA-A*33:03. Also, this is the first study in which HLA A*33:03-associated peptides were experimentally validated.


Subject(s)
HLA-A Antigens , Tandem Mass Spectrometry , Chromatography, Liquid , Epitopes , Humans , Immunoprecipitation
6.
J Immunol ; 205(10): 2850-2860, 2020 11 15.
Article in English | MEDLINE | ID: mdl-33077645

ABSTRACT

Neonatal Fc receptor (FcRn) has a key role in the homeostasis of IgG. Despite its physiological and clinical importance, the interaction of IgG and FcRn remains not completely comprehended. Thus, IgG molecules with identical constant portions but with minor differences in their V regions have been demonstrated to interact with FcRn with a considerable heterogeneity in the binding affinity. To understand this discrepancy, we dissected the physicochemical mechanism of the interaction of 10 human IgG1 to human FcRn. The interactions of two Abs in the presence of their cognate Ags were also examined. Data from activation and equilibrium thermodynamics analyses as well as pH dependence of the kinetics revealed that the V region of IgG could modulate a degree of conformational changes and binding energy of noncovalent contacts at the FcRn binding interface. These results suggest that the V domains modulate FcRn binding site in Fc by allosteric effects. These findings contribute for a deeper understanding of the mechanism of IgG-FcRn interaction. They might also be of relevance for rational engineering of Abs for optimizing their pharmacokinetic properties.


Subject(s)
Antibodies, Monoclonal/metabolism , Histocompatibility Antigens Class I/metabolism , Immunoglobulin G/metabolism , Protein Domains/immunology , Receptors, Fc/metabolism , Allosteric Regulation/immunology , Antibodies, Monoclonal/chemistry , Antigens/metabolism , Binding Sites , Histocompatibility Antigens Class I/chemistry , Humans , Hydrogen-Ion Concentration , Immunoglobulin G/chemistry , Protein Binding/immunology , Receptors, Fc/chemistry , Recombinant Proteins/chemistry , Recombinant Proteins/metabolism , Thermodynamics
8.
J Biol Chem ; 291(17): 8931-50, 2016 Apr 22.
Article in English | MEDLINE | ID: mdl-26719339

ABSTRACT

Here we report a "configuration-dependent" mechanism of action for IL-15:IL-15Rα (heterodimeric IL-15 or hetIL-15) where the manner by which IL-15:IL-15Rα molecules are presented to target cells significantly affects its function as a vaccine adjuvant. Although the cellular mechanism of IL-15 trans-presentation via IL-15Rα and its importance for IL-15 function have been described, the full effect of the IL-15:IL-15Rα configuration on responding cells is not yet known. We found that trans-presenting IL-15:IL-15Rα in a multivalent fashion on the surface of antigen-encapsulating nanoparticles enhanced the ability of nanoparticle-treated dendritic cells (DCs) to stimulate antigen-specific CD8(+) T cell responses. Localization of multivalent IL-15:IL-15Rα and encapsulated antigen to the same DC led to maximal T cell responses. Strikingly, DCs incubated with IL-15:IL-15Rα-coated nanoparticles displayed higher levels of functional IL-15 on the cell surface, implicating a mechanism for nanoparticle-mediated transfer of IL-15 to the DC surface. Using artificial antigen-presenting cells to highlight the effect of IL-15 configuration on DCs, we showed that artificial antigen-presenting cells presenting IL-15:IL-15Rα increased the sensitivity and magnitude of the T cell response, whereas IL-2 enhanced the T cell response only when delivered in a paracrine fashion. Therefore, the mode of cytokine presentation (configuration) is important for optimal immune responses. We tested the effect of configuration dependence in an aggressive model of murine melanoma and demonstrated significantly delayed tumor progression induced by IL-15:IL-15Rα-coated nanoparticles in comparison with monovalent IL-15:IL-15Rα. The novel mechanism of IL-15 transfer to the surface of antigen-processing DCs may explain the enhanced potency of IL-15:IL-15Rα-coated nanoparticles for antigen delivery.


Subject(s)
Antigen Presentation/drug effects , Antigens, Neoplasm , CD8-Positive T-Lymphocytes/immunology , Coated Materials, Biocompatible/pharmacology , Dendritic Cells/immunology , Immunity, Cellular/drug effects , Interleukin-15 , Nanoparticles , Neoplasms, Experimental , Receptors, Interleukin-15/immunology , Animals , Antigens, Neoplasm/immunology , Antigens, Neoplasm/pharmacology , Humans , Interleukin-15/immunology , Interleukin-15/pharmacology , Mice , Neoplasms, Experimental/drug therapy , Neoplasms, Experimental/immunology , Neoplasms, Experimental/pathology
9.
Small ; 9(5): 666-72, 2013 Mar 11.
Article in English | MEDLINE | ID: mdl-23090793

ABSTRACT

Antigen-specific activation of cytotoxic T cells can be enhanced up to three-fold more than soluble controls when using functionalized bundled carbon nanotube substrates ((b) CNTs). To overcome the denaturing effects of direct adsorption on (b) CNTs, a simple but robust method is demonstrated to stabilize the T cell stimulus on carbon nanotube substrates through non-covalent attachment of the linker neutravidin.


Subject(s)
Antigens/chemistry , Nanotubes, Carbon/chemistry , T-Lymphocytes/immunology , Adsorption , Animals , Biomimetics/methods , Circular Dichroism , Mice
10.
Dev Comp Immunol ; 139: 104579, 2023 02.
Article in English | MEDLINE | ID: mdl-36272453

ABSTRACT

Recently, numerous studies report bats as reservoirs of emerging pathogens with little to no signs of infections. This is thought to be connected to the unique immune system of bats, which remains poorly characterized. Despite the physiological importance of the Neonatal Fc receptor (FcRn) in the homeostasis of IgG antibodies, it is unclear how its functional activity is evolutionary conservative among mammals, and so is the case for bats. Using surface plasmon resonance-based technology, we tested the interactions of IgG antibodies isolated from three bat species with recombinant human and mouse FcRn. Our data show that IgG from the studied bat species binds to both human and mouse FcRn, albeit with distinct affinities. Importantly, the binding pattern of bat IgG is similar to human IgG. This confirms the conservative nature of IgG-FcRn interaction and highlights the importance of FcRn IgG salvaging system in bats.


Subject(s)
Immunoglobulin G , Mammals , Humans , Mice , Animals
11.
Front Immunol ; 14: 1151659, 2023.
Article in English | MEDLINE | ID: mdl-37275886

ABSTRACT

Induction of a lasting protective immune response is dependent on presentation of epitopes to patrolling T cells through the HLA complex. While peptide:HLA (pHLA) complex affinity alone is widely exploited for epitope selection, we demonstrate that including the pHLA complex stability as a selection parameter can significantly reduce the high false discovery rate observed with predicted affinity. In this study, pHLA complex stability was measured on three common class I alleles and 1286 overlapping 9-mer peptides derived from the SARS-CoV-2 Spike protein. Peptides were pooled based on measured stability and predicted affinity. Strikingly, stability of the pHLA complex was shown to strongly select for immunogenic epitopes able to activate functional CD8+T cells. This result was observed across the three studied alleles and in both vaccinated and convalescent COVID-19 donors. Deconvolution of peptide pools showed that specific CD8+T cells recognized one or two dominant epitopes. Moreover, SARS-CoV-2 specific CD8+T cells were detected by tetramer-staining across multiple donors. In conclusion, we show that stability analysis of pHLA is a key factor for identifying immunogenic epitopes.


Subject(s)
COVID-19 , SARS-CoV-2 , Humans , Epitopes, T-Lymphocyte , CD8-Positive T-Lymphocytes , Peptides , Histocompatibility Antigens
12.
Mol Ther Methods Clin Dev ; 24: 255-267, 2022 Mar 10.
Article in English | MEDLINE | ID: mdl-35211638

ABSTRACT

Despite the high safety profile demonstrated in clinical trials, the immunogenicity of adeno-associated virus (AAV)-mediated gene therapy remains a major hurdle. Specifically, T-cell-mediated immune responses to AAV vectors are related to loss of efficacy and potential liver toxicities. As post-translational modifications in T cell epitopes have the potential to affect immune reactions, the cellular immune responses to peptides derived from spontaneously deamidated AAV were investigated. Here, we report that highly deamidated sites in AAV9 contain CD4 T cell epitopes with a Th1 cytokine pattern in multiple human donors with diverse human leukocyte antigen (HLA) backgrounds. Furthermore, some peripheral blood mononuclear cell (PBMC) samples demonstrated differential T cell activation to deamidated or non-deamidated epitopes. Also, in vitro and in silico HLA binding assays showed differential binding to the deamidated or non-deamidated peptides in some HLA alleles. This study provides critical attributes to vector-immune-mediated responses, as AAV deamidation can impact the immunogenicity, safety, and efficacy of AAV-mediated gene therapy in some patients.

13.
Nat Biotechnol ; 40(2): 209-217, 2022 02.
Article in English | MEDLINE | ID: mdl-34663921

ABSTRACT

Tumor-associated epitopes presented on MHC-I that can activate the immune system against cancer cells are typically identified from annotated protein-coding regions of the genome, but whether peptides originating from novel or unannotated open reading frames (nuORFs) can contribute to antitumor immune responses remains unclear. Here we show that peptides originating from nuORFs detected by ribosome profiling of malignant and healthy samples can be displayed on MHC-I of cancer cells, acting as additional sources of cancer antigens. We constructed a high-confidence database of translated nuORFs across tissues (nuORFdb) and used it to detect 3,555 translated nuORFs from MHC-I immunopeptidome mass spectrometry analysis, including peptides that result from somatic mutations in nuORFs of cancer samples as well as tumor-specific nuORFs translated in melanoma, chronic lymphocytic leukemia and glioblastoma. NuORFs are an unexplored pool of MHC-I-presented, tumor-specific peptides with potential as immunotherapy targets.


Subject(s)
Immunotherapy , Melanoma , Antigens, Neoplasm , Histocompatibility Antigens Class I/genetics , Histocompatibility Antigens Class I/metabolism , Humans , Immunotherapy/methods , Mass Spectrometry , Melanoma/genetics , Peptides
14.
PNAS Nexus ; 1(3): pgac124, 2022 Jul.
Article in English | MEDLINE | ID: mdl-36003074

ABSTRACT

Human leukocyte antigen class I (HLA-I) molecules bind and present peptides at the cell surface to facilitate the induction of appropriate CD8+ T cell-mediated immune responses to pathogen- and self-derived proteins. The HLA-I peptide-binding cleft contains dominant anchor sites in the B and F pockets that interact primarily with amino acids at peptide position 2 and the C-terminus, respectively. Nonpocket peptide-HLA interactions also contribute to peptide binding and stability, but these secondary interactions are thought to be unique to individual HLA allotypes or to specific peptide antigens. Here, we show that two positively charged residues located near the top of peptide-binding cleft facilitate interactions with negatively charged residues at position 4 of presented peptides, which occur at elevated frequencies across most HLA-I allotypes. Loss of these interactions was shown to impair HLA-I/peptide binding and complex stability, as demonstrated by both in vitro and in silico experiments. Furthermore, mutation of these Arginine-65 (R65) and/or Lysine-66 (K66) residues in HLA-A*02:01 and A*24:02 significantly reduced HLA-I cell surface expression while also reducing the diversity of the presented peptide repertoire by up to 5-fold. The impact of the R65 mutation demonstrates that nonpocket HLA-I/peptide interactions can constitute anchor motifs that exert an unexpectedly broad influence on HLA-I-mediated antigen presentation. These findings provide fundamental insights into peptide antigen binding that could broadly inform epitope discovery in the context of viral vaccine development and cancer immunotherapy.

15.
Immunology ; 132(4): 482-91, 2011 Apr.
Article in English | MEDLINE | ID: mdl-21294723

ABSTRACT

Major histocompatibility complex (MHC) class I restricted cytotoxic T lymphocytes (CTL) are known to play an important role in the control of Mycobacterium tuberculosis infection so identification of CTL epitopes from M. tuberculosis is of importance for the development of effective peptide-based vaccines. In the present work, bioinformatics technology was employed to predict binding motifs of 9mer peptides derived from M. tuberculosis for the 12 HLA-I supertypes. Subsequently, the predicted peptides were synthesized and assayed for binding to HLA-I molecules in a biochemically based system. The antigenicity of a total of 157 peptides with measured affinity for HLA-I molecules of K(D) ≤ 500 nM were evaluated using peripheral blood T cells from strongly purified protein derivative reactive healthy donors. Of the 157 peptides, eight peptides (5%) were found to induce T-cell responses. As judged from blocking with HLA class I and II subtype antibodies in the ELISPOT assay culture, none of the eight antigenic peptides induced HLA class I restricted CD8(+) T-cell responses. Instead all responses were blocked by pan-HLA class II and anti-HLA-DR antibodies. In addition, CD4(+) T-cell depletion before the 10 days of expansion, resulted in total loss of reactivity in the ELISPOT culture for most peptide specificities. FACS analyses with intracellular interferon-γ staining of T cells expanded in the presence of M. tuberculosis peptides confirmed that the responsive cells were indeed CD4(+). In conclusion, T-cell immunity against HLA-I binding 9mer M. tuberculosis-derived peptides might in many cases turn out to be mediated by CD4(+) T cells and restricted by HLA-II molecules. The use of 9mer peptides recognized by both CD8(+) and CD4(+) T cells might be of importance for the development of future M. tuberculosis peptide-based vaccines.


Subject(s)
Histocompatibility Antigens Class II/immunology , Histocompatibility Antigens Class I/immunology , Mycobacterium tuberculosis/immunology , Peptides/immunology , T-Lymphocytes/immunology , Adult , Amino Acid Sequence , Bacterial Proteins/immunology , Bacterial Proteins/metabolism , CD4-Positive T-Lymphocytes/immunology , CD4-Positive T-Lymphocytes/metabolism , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/metabolism , Enzyme-Linked Immunosorbent Assay , Epitopes, T-Lymphocyte/immunology , Epitopes, T-Lymphocyte/metabolism , Female , Flow Cytometry , HLA-DP Antigens/immunology , HLA-DP Antigens/metabolism , HLA-DR Antigens/immunology , HLA-DR Antigens/metabolism , Histocompatibility Antigens Class I/metabolism , Histocompatibility Antigens Class II/metabolism , Humans , Interferon-gamma/immunology , Interferon-gamma/metabolism , Male , Middle Aged , Peptides/metabolism , Protein Binding/immunology , T-Lymphocytes/metabolism , T-Lymphocytes, Cytotoxic/immunology , T-Lymphocytes, Cytotoxic/metabolism
16.
Sci Rep ; 10(1): 20465, 2020 11 24.
Article in English | MEDLINE | ID: mdl-33235258

ABSTRACT

The outbreak of SARS-CoV-2 (2019-nCoV) virus has highlighted the need for fast and efficacious vaccine development. Stimulation of a proper immune response that leads to protection is highly dependent on presentation of epitopes to circulating T-cells via the HLA complex. SARS-CoV-2 is a large RNA virus and testing of all of its overlapping peptides in vitro to deconvolute an immune response is not feasible. Therefore HLA-binding prediction tools are often used to narrow down the number of peptides to test. We tested NetMHC suite tools' predictions by using an in vitro peptide-MHC stability assay. We assessed 777 peptides that were predicted to be good binders across 11 MHC alleles in a complex-stability assay and tested a selection of 19 epitope-HLA-binding prediction tools against the assay. In this investigation of potential SARS-CoV-2 epitopes we found that current prediction tools vary in performance when assessing binding stability, and they are highly dependent on the MHC allele in question. Designing a COVID-19 vaccine where only a few epitope targets are included is therefore a very challenging task. Here, we present 174 SARS-CoV-2 epitopes with high prediction binding scores, validated to bind stably to 11 HLA alleles. Our findings may contribute to the design of an efficacious vaccine against COVID-19.


Subject(s)
COVID-19 Vaccines/immunology , COVID-19/prevention & control , Computational Biology/methods , Epitopes, T-Lymphocyte/immunology , Machine Learning , SARS-CoV-2/immunology , Alleles , Base Sequence , COVID-19/virology , HLA Antigens/genetics , Histocompatibility Antigens Class I/genetics , Histocompatibility Antigens Class II/genetics , Humans , Peptides/genetics , Peptides/immunology , Spike Glycoprotein, Coronavirus/genetics
17.
Nat Biotechnol ; 38(2): 199-209, 2020 02.
Article in English | MEDLINE | ID: mdl-31844290

ABSTRACT

Prediction of HLA epitopes is important for the development of cancer immunotherapies and vaccines. However, current prediction algorithms have limited predictive power, in part because they were not trained on high-quality epitope datasets covering a broad range of HLA alleles. To enable prediction of endogenous HLA class I-associated peptides across a large fraction of the human population, we used mass spectrometry to profile >185,000 peptides eluted from 95 HLA-A, -B, -C and -G mono-allelic cell lines. We identified canonical peptide motifs per HLA allele, unique and shared binding submotifs across alleles and distinct motifs associated with different peptide lengths. By integrating these data with transcript abundance and peptide processing, we developed HLAthena, providing allele-and-length-specific and pan-allele-pan-length prediction models for endogenous peptide presentation. These models predicted endogenous HLA class I-associated ligands with 1.5-fold improvement in positive predictive value compared with existing tools and correctly identified >75% of HLA-bound peptides that were observed experimentally in 11 patient-derived tumor cell lines.


Subject(s)
Databases, Protein , Epitopes/metabolism , Histocompatibility Antigens Class I/metabolism , Peptides/metabolism , Proteome/metabolism , Algorithms , Alleles , Amino Acid Motifs , Cell Line , Genetic Loci , Humans , Ligands , Peptide Hydrolases/metabolism , Peptides/chemistry , Proteasome Endopeptidase Complex/metabolism
18.
J Biomol Screen ; 14(2): 173-80, 2009 Feb.
Article in English | MEDLINE | ID: mdl-19196700

ABSTRACT

The Human MHC Project aims at large-scale description of peptide-HLA binding to a wide range of HLA molecules covering all populations of the world and the accompanying generation of bioinformatics tools capable of predicting binding of any given peptide to any given HLA molecule. Here, the authors present a homogenous, proximity-based assay for detection of peptide binding to HLA class I molecules. It uses a conformation-dependent anti-HLA class I antibody, W6/32, as one tag and a biotinylated recombinant HLA class I molecule as the other tag, and a proximity-based signal is generated through the luminescent oxygen channeling immunoassay technology (abbreviated LOCI and commercialized as AlphaScreen). Compared with an enzyme-linked immunosorbent assay-based peptide-HLA class I binding assay, the LOCI assay yields virtually identical affinity measurements, although having a broader dynamic range, better signal-to-background ratios, and a higher capacity. They also describe an efficient approach to screen peptides for binding to HLA molecules. For the occasional user, this will serve as a robust, simple peptide-HLA binding assay. For the more dedicated user, it can easily be performed in a high-throughput screening mode using standard liquid handling robotics and 384-well plates. We have successfully applied this assay to more than 60 different HLA molecules, leading to more than 2 million measurements.


Subject(s)
Drug Evaluation, Preclinical/methods , Histocompatibility Antigens Class I/metabolism , Peptide Fragments/metabolism , Animals , Enzyme-Linked Immunosorbent Assay/methods , Humans , Mice , Microfluidic Analytical Techniques/methods , Models, Biological , Peptide Fragments/isolation & purification , Protein Binding , Substrate Specificity
19.
PLoS Comput Biol ; 4(7): e1000107, 2008 Jul 04.
Article in English | MEDLINE | ID: mdl-18604266

ABSTRACT

CD4 positive T helper cells control many aspects of specific immunity. These cells are specific for peptides derived from protein antigens and presented by molecules of the extremely polymorphic major histocompatibility complex (MHC) class II system. The identification of peptides that bind to MHC class II molecules is therefore of pivotal importance for rational discovery of immune epitopes. HLA-DR is a prominent example of a human MHC class II. Here, we present a method, NetMHCIIpan, that allows for pan-specific predictions of peptide binding to any HLA-DR molecule of known sequence. The method is derived from a large compilation of quantitative HLA-DR binding events covering 14 of the more than 500 known HLA-DR alleles. Taking both peptide and HLA sequence information into account, the method can generalize and predict peptide binding also for HLA-DR molecules where experimental data is absent. Validation of the method includes identification of endogenously derived HLA class II ligands, cross-validation, leave-one-molecule-out, and binding motif identification for hitherto uncharacterized HLA-DR molecules. The validation shows that the method can successfully predict binding for HLA-DR molecules-even in the absence of specific data for the particular molecule in question. Moreover, when compared to TEPITOPE, currently the only other publicly available prediction method aiming at providing broad HLA-DR allelic coverage, NetMHCIIpan performs equivalently for alleles included in the training of TEPITOPE while outperforming TEPITOPE on novel alleles. We propose that the method can be used to identify those hitherto uncharacterized alleles, which should be addressed experimentally in future updates of the method to cover the polymorphism of HLA-DR most efficiently. We thus conclude that the presented method meets the challenge of keeping up with the MHC polymorphism discovery rate and that it can be used to sample the MHC "space," enabling a highly efficient iterative process for improving MHC class II binding predictions.


Subject(s)
HLA-DR Antigens/metabolism , Protein Interaction Mapping/methods , Algorithms , Alleles , Amino Acid Sequence/physiology , Binding Sites/genetics , Binding Sites/immunology , Databases, Protein , HLA-DR Antigens/genetics , HLA-DR Antigens/immunology , Humans , Major Histocompatibility Complex/genetics , Molecular Sequence Data , Predictive Value of Tests , Protein Binding/immunology , Reproducibility of Results , Sequence Alignment , Sequence Analysis, Protein
20.
Commun Biol ; 2: 135, 2019.
Article in English | MEDLINE | ID: mdl-31044160

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.


Subject(s)
Antigens, Neoplasm/immunology , Brain Neoplasms/immunology , Glioblastoma/immunology , Lymphocytes, Tumor-Infiltrating/immunology , Amino Acid Sequence , Antigens, Neoplasm/genetics , Brain Neoplasms/mortality , Cohort Studies , Epitopes/genetics , Epitopes/immunology , Gene Ontology , Glioblastoma/mortality , HLA Antigens/immunology , Humans , Inhibitory Concentration 50 , Kaplan-Meier Estimate , Models, Immunological , Oligopeptides/immunology , Prognosis , T-Cell Antigen Receptor Specificity , T-Lymphocytes, Cytotoxic/immunology , Tumor Microenvironment/immunology
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