1
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Goldberger Z, Hauert S, Chang K, Kurtanich T, Alpar AT, Repond G, Wang Y, Gomes S, Krishnakumar R, Siddarth P, Swartz MA, Hubbell JA, Briquez PS. Membrane-localized neoantigens predict the efficacy of cancer immunotherapy. Cell Rep Med 2023; 4:101145. [PMID: 37552990 PMCID: PMC10439248 DOI: 10.1016/j.xcrm.2023.101145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Revised: 12/24/2022] [Accepted: 07/13/2023] [Indexed: 08/10/2023]
Abstract
Immune checkpoint immunotherapy (ICI) can re-activate immune reactions against neoantigens, leading to remarkable remission in cancer patients. Nevertheless, only a minority of patients are responsive to ICI, and approaches for prediction of responsiveness are needed to improve the success of cancer treatments. While the tumor mutational burden (TMB) correlates positively with responsiveness and survival of patients undergoing ICI, the influence of the subcellular localizations of the neoantigens remains unclear. Here, we demonstrate in both a mouse melanoma model and human clinical datasets of 1,722 ICI-treated patients that a high proportion of membrane-localized neoantigens, particularly at the plasma membrane, correlate with responsiveness to ICI therapy and improved overall survival across multiple cancer types. We further show that combining membrane localization and TMB analyses can enhance the predictability of cancer patient response to ICI. Our results may have important implications for establishing future clinical guidelines to direct the choice of treatment toward ICI.
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Affiliation(s)
- Zoe Goldberger
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA; Department of Bioengineering, McGill University, Montreal, QC, Canada
| | - Sylvie Hauert
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Kevin Chang
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Trevin Kurtanich
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Aaron T Alpar
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Grégoire Repond
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Yue Wang
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | - Suzana Gomes
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA
| | | | - Prabha Siddarth
- Semel Institute for Neuroscience & Human Behavior, University of California, Los Angeles, Los Angeles, CA, USA
| | - Melody A Swartz
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA; Ben May Department of Cancer Research, University of Chicago, Chicago, IL, USA; Committee on Immunology, University of Chicago, Chicago, IL, USA; Committee on Cancer Biology, University of Chicago, Chicago, IL, USA
| | - Jeffrey A Hubbell
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA; Committee on Immunology, University of Chicago, Chicago, IL, USA; Committee on Cancer Biology, University of Chicago, Chicago, IL, USA.
| | - Priscilla S Briquez
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA; Department of General and Visceral Surgery, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany.
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2
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Adiguzel Y, Mahroum N, Muller S, Blank M, Halpert G, Shoenfeld Y. Shared Pathogenicity Features and Sequences between EBV, SARS-CoV-2, and HLA Class I Molecule-binding Motifs with a Potential Role in Autoimmunity. Clin Rev Allergy Immunol 2023; 65:206-230. [PMID: 37505416 DOI: 10.1007/s12016-023-08962-4] [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] [Accepted: 05/25/2023] [Indexed: 07/29/2023]
Abstract
Epstein-Barr virus (EBV) and severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) are extraordinary in their ability to activate autoimmunity as well as to induce diverse autoimmune diseases. Here we reviewed the current knowledge on their relation. Further, we suggested that molecular mimicry could be a possible common mechanism of autoimmunity induction in the susceptible individuals infected with SARS-CoV-2. Molecular mimicry between SARS-CoV-2 and human proteins, and EBV and human proteins, are present. Besides, relation of the pathogenicity associated with both coronavirus diseases and EBV supports the notion. As a proof-of-the-concept, we investigated 8mer sequences with shared 5mers of SARS-CoV-2, EBV, and human proteins, which were predicted as epitopes binding to the same human leukocyte antigen (HLA) supertype representatives. We identified significant number of human peptide sequences with predicted-affinities to the HLA-A*02:01 allele. Rest of the peptide sequences had predicted-affinities to the HLA-A*02:01, HLA-B*40:01, HLA-B*27:05, HLA-A*01:01, and HLA-B*39:01 alleles. Carriers of these serotypes can be under a higher risk of autoimmune response induction upon getting infected, through molecular mimicry-based mechanisms common to SARS-CoV-2 and EBV infections. We additionally reviewed established associations of the identified proteins with the EBV-related pathogenicity and with the autoimmune diseases.
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Affiliation(s)
- Yekbun Adiguzel
- Department of Medical Biology, School of Medicine, Atilim University, Kizilcasar Mah. 06836 Incek, Golbasi, Ankara, Turkey.
| | - Naim Mahroum
- International School of Medicine, Istanbul Medipol University, Göztepe Mah, Atatürk Cd. No:40, Beykoz, Istanbul, 34810, Turkey
| | - Sylviane Muller
- Centre National de la Recherche scientifique-Université de Strasbourg, Biotechnology and Cell Signalling Unit, Neuroimmunology and Peptide Therapeutics Team, Strasbourg Drug Discovery and Development Institute, Strasbourg, France
- University of Strasbourg Institute for Advanced Study, Strasbourg, France
- Fédération Hospitalo-Universitaire OMICARE, Fédération de Médecine Translationnelle de Strasbourg, University of Strasbourg, Strasbourg, France
| | - Miri Blank
- Zabludowicz Center for Autoimmune Diseases, Sheba Medical Center, Ramat Gan, Tel-Hashomer, 52621, Israel
| | - Gilad Halpert
- Zabludowicz Center for Autoimmune Diseases, Sheba Medical Center, Ramat Gan, Tel-Hashomer, 52621, Israel
| | - Yehuda Shoenfeld
- Zabludowicz Center for Autoimmune Diseases, Sheba Medical Center, Ramat Gan, Tel-Hashomer, 52621, Israel
- Reichman University, Herzliya, 4610101, Israel
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3
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Saikat ASM. Computational approaches for molecular characterization and structure-based functional elucidation of a hypothetical protein from Mycobacterium tuberculosis. Genomics Inform 2023; 21:e25. [PMID: 37415455 PMCID: PMC10326535 DOI: 10.5808/gi.23001] [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: 01/04/2023] [Revised: 05/04/2023] [Accepted: 05/04/2023] [Indexed: 07/08/2023] Open
Abstract
Adaptation of infections and hosts has resulted in several metabolic mechanisms adopted by intracellular pathogens to combat the defense responses and the lack of fuel during infection. Human tuberculosis caused by Mycobacterium tuberculosis (MTB) is the world's first cause of mortality tied to a single disease. This study aims to characterize and anticipate potential antigen characteristics for promising vaccine candidates for the hypothetical protein of MTB through computational strategies. The protein is associated with the catalyzation of dithiol oxidation and/or disulfide reduction because of the protein's anticipated disulfide oxidoreductase properties. This investigation analyzed the protein's physicochemical characteristics, protein-protein interactions, subcellular locations, anticipated active sites, secondary and tertiary structures, allergenicity, antigenicity, and toxicity properties. The protein has significant active amino acid residues with no allergenicity, elevated antigenicity, and no toxicity.
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Affiliation(s)
- Abu Saim Mohammad Saikat
- Department of Biochemistry and Molecular Biology, Life Science Faculty, Bangabandhu Sheikh Mujibur Rahman Science and Technology University, Gopalganj 8100, Bangladesh
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4
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Mishra S. Computational Structural and Functional Analyses of ORF10 in Novel Coronavirus SARS-CoV-2 Variants to Understand Evolutionary Dynamics. Evol Bioinform Online 2022; 18:11769343221108218. [PMID: 35909986 PMCID: PMC9336178 DOI: 10.1177/11769343221108218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Accepted: 06/01/2022] [Indexed: 11/24/2022] Open
Abstract
Introduction: In an effort to combat SARS-CoV-2 through multi-subunit vaccine design,
during studies using whole genome and immunome, ORF10, located at the 3′ end
of the genome, displayed unique features. It showed no homology to any known
protein in other organisms, including SARS-CoV. It was observed that its
nucleotide sequence is 100% identical in the SARS-CoV-2 genomes sourced
worldwide, even in the recent-most VoCs and VoIs of B.1.1.529 (Omicron),
B.1.617 (Delta), B.1.1.7 (Alpha), B.1.351 (Beta), and P.1 (Gamma) lineages,
implicating its constant nature throughout the evolution of deadly
variants. Aim: The structure and function of SARS-CoV-2 ORF10 and the role it may play in
the viral evolution is yet to be understood clearly. The aim of this study
is to predict its structure, function, and understand evolutionary dynamics
on the basis of mutations and likely heightened immune responses in the
immunopathogenesis of this deadly virus. Methods: Sequence analysis, ab-initio structure modeling and an understanding of the
impact of likely substitutions in key regions of protein was carried out.
Analyses of viral T cell epitopes and primary anchor residue mutations was
done to understand the role it may play in the evolution as a molecule with
likely enhanced immune response and consequent immunopathogenesis. Results: Few amino acid substitution mutations are observed, most probably due to the
ribosomal frameshifting, and these mutations may not be detrimental to its
functioning. As ORF10 is observed to be an expressed protein, ab-initio
structure modeling shows that it comprises mainly an α-helical region and
maybe an ER-targeted membrane mini-protein. Analyzing the whole proteome, it
is observed that ORF10 presents amongst the highest number of likely
promiscuous and immunogenic CTL epitopes, specifically 11 out of 30
promiscuous ones and 9 out of these 11, immunogenic CTL epitopes. Reactive T
cells to these epitopes have been uncovered in independent studies. Majority
of these epitopes are located on the α-helix region of its structure, and
the substitution mutations of primary anchor residues in these epitopes do
not affect immunogenicity. Its conserved nucleotide sequence throughout the
evolution and diversification of virus into several variants is a puzzle yet
to be solved. Conclusions: On the basis of its sequence, structure, and epitope mapping, it is concluded
that it may function like those mini-proteins used to boost immune responses
in medical applications. Due to the complete nucleotide sequence
conservation even a few years after SARS-CoV-2 genome was first sequenced,
it poses a unique puzzle to be solved, in view of the evolutionary dynamics
of variants emerging in the populations worldwide.
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Affiliation(s)
- Seema Mishra
- Department of Biochemistry, School of Life Sciences, University of Hyderabad, Hyderabad, Telangana, India
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5
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Fessenden TB, Stopfer LE, Chatterjee F, Zulueta J, Mesfin J, Cordero Dumit T, Reijers I, Hoefsmit EP, Blank C, White F, Spranger S. Dendritic cell-mediated cross presentation of tumor-derived peptides is biased against plasma membrane proteins. J Immunother Cancer 2022; 10:jitc-2021-004159. [PMID: 35820727 PMCID: PMC9277371 DOI: 10.1136/jitc-2021-004159] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/27/2022] [Indexed: 11/06/2022] Open
Abstract
Background For effective tumor elimination, cytotoxic CD8+ T cells must recognize tumor-derived antigens presented on class I major histocompatibility complex (MHC-I). Despite a general association between the expression of immunogenic antigens, typically neoantigens, and response to immunotherapy, the majority of patients lack strong endogenous responses to most putative neoantigens due to mechanisms that are not well understood. Cytotoxic CD8+ T-cell responses are induced by dendritic cells (DCs) cross-presenting tumor-derived peptides on MHC-I. We hypothesized that cross presentation may form an unappreciated source of bias in the induction of cytotoxic T-cell responses. Methods We used stable isotope labeling of amino acids combined with immunopeptidomics to distinguish cross-presented from endogenous MHC-I peptides on DCs. To test impacts on T-cell activation, we targeted the model antigen SIINFEKL to specific subcellular compartments in tumor cells, which were used as sources for cross presentation to T cells. In vitro observations were validated using DNA and RNA sequencing data from two cohorts of patients with melanoma undergoing checkpoint blockade therapy. We used a novel quantitative mass spectrometry approach to measure the levels of model antigen on cross-presenting DCs following various means of tumor cell death. Results DCs exhibited a strong bias for cross-presenting peptides derived from cytoplasmic proteins and against those from plasma membrane proteins, which was confirmed using the model antigen SIINFEKL. In patients with melanoma, the proportion of membrane-derived neoantigens was correlated with reduced survival and failure to respond to therapy. Quantification of cross-presented SIINFEKL revealed that the mode of cell death could overcome DCs’ bias against plasma membrane proteins. Conclusions Cross presentation of cellular antigens by DCs may impose constraints on the range of peptides available to activate CD8+ T cells that have previously gone unappreciated. The share of neoantigens arising from membrane-derived sources may render some tumors less immunogenic due to inefficient cross presentation. These observations carry important implications for the encounter and intracellular processing of cellular antigens by DCs and merit further clinical studies for their therapeutic potential in stratifying patient populations and design of vaccine-based therapies.
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Affiliation(s)
- Tim B Fessenden
- Koch Institute for Integrative Cancer Research at MIT, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Lauren E Stopfer
- Koch Institute for Integrative Cancer Research at MIT, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.,Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Fiona Chatterjee
- Koch Institute for Integrative Cancer Research at MIT, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.,Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Julian Zulueta
- Koch Institute for Integrative Cancer Research at MIT, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Josh Mesfin
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Therese Cordero Dumit
- Koch Institute for Integrative Cancer Research at MIT, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.,Department of Immunobiology, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Irene Reijers
- Department of Medical Oncology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Esmee P Hoefsmit
- Department of Molecular Oncology and Immunology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Christian Blank
- Department of Medical Oncology, Netherlands Cancer Institute, Amsterdam, The Netherlands.,Department of Molecular Oncology and Immunology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Forest White
- Koch Institute for Integrative Cancer Research at MIT, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.,Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Stefani Spranger
- Koch Institute for Integrative Cancer Research at MIT, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA .,Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.,Ragon Institute of MGH, MIT and Harvard, Cambridge, Massachusetts, USA
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6
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Bilderbeek RJC, Baranov MV, van den Bogaart G, Bianchi F. Transmembrane Helices Are an Over-Presented and Evolutionarily Conserved Source of Major Histocompatibility Complex Class I and II Epitopes. Front Immunol 2022; 12:763044. [PMID: 35087515 PMCID: PMC8787072 DOI: 10.3389/fimmu.2021.763044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Accepted: 12/02/2021] [Indexed: 11/28/2022] Open
Abstract
Cytolytic T cell responses are predicted to be biased towards membrane proteins. The peptide-binding grooves of most alleles of histocompatibility complex class I (MHC-I) are relatively hydrophobic, therefore peptide fragments derived from human transmembrane helices (TMHs) are predicted to be presented more often as would be expected based on their abundance in the proteome. However, the physiological reason of why membrane proteins might be over-presented is unclear. In this study, we show that the predicted over-presentation of TMH-derived peptides is general, as it is predicted for bacteria and viruses and for both MHC-I and MHC-II, and confirmed by re-analysis of epitope databases. Moreover, we show that TMHs are evolutionarily more conserved, because single nucleotide polymorphisms (SNPs) are present relatively less frequently in TMH-coding chromosomal regions compared to regions coding for extracellular and cytoplasmic protein regions. Thus, our findings suggest that both cytolytic and helper T cells are more tuned to respond to membrane proteins, because these are evolutionary more conserved. We speculate that TMHs are less prone to mutations that enable pathogens to evade T cell responses.
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Affiliation(s)
- Richèl J C Bilderbeek
- Department of Molecular Immunology, Groningen Biomolecular Sciences and Biotechnology (GBB) Institute, University of Groningen, Groningen, Netherlands
| | - Maksim V Baranov
- Department of Molecular Immunology, Groningen Biomolecular Sciences and Biotechnology (GBB) Institute, University of Groningen, Groningen, Netherlands
| | - Geert van den Bogaart
- Department of Molecular Immunology, Groningen Biomolecular Sciences and Biotechnology (GBB) Institute, University of Groningen, Groningen, Netherlands
| | - Frans Bianchi
- Department of Molecular Immunology, Groningen Biomolecular Sciences and Biotechnology (GBB) Institute, University of Groningen, Groningen, Netherlands
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7
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Peptides of H. sapiens and P. falciparum that are predicted to bind strongly to HLA-A*24:02 and homologous to a SARS-CoV-2 peptide. Acta Trop 2021; 221:106013. [PMID: 34146538 PMCID: PMC8255030 DOI: 10.1016/j.actatropica.2021.106013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 05/27/2021] [Accepted: 06/10/2021] [Indexed: 12/15/2022]
Abstract
AIM This study is looking for a common pathogenicity between SARS-CoV-2 and Plasmodium species, in individuals with certain HLA serotypes. METHODS 1. Tblastx searches of SARS-CoV-2 are performed by limiting searches to five Plasmodium species that infect humans. 2. Aligned sequences in the respective organisms' proteomes are searched with blastp. 3. Binding predictions of the identified SARS-CoV-2 peptide to HLA supertype representatives are performed. 4. Blastp searches of predicted epitopes that bind strongly to the identified HLA allele are performed by limiting searches to H. sapiens and Plasmodium species, separately. 5. Peptides with minimum 60% identity to the predicted epitopes are found in results. 6. Peptides among those, which bind strongly to the same HLA allele, are predicted. 7. Step-4 is repeated by limiting searches to H. sapiens, followed by the remaining steps until step-7, for peptides sourced by Plasmodium species after step-6. RESULTS SARS-CoV-2 peptide with single letter amino acid code CFLGYFCTCYFGLFC has the highest identity to P. vivax. Its YFCTCYFGLF part is predicted to bind strongly to HLA-A*24:02. Peptides in the human proteome both homologous to YFCTCYFGLF and with a strong binding affinity to HLA-A*24:02 are YYCARRFGLF, YYCHCPFGVF, and YYCQQYFFLF. Such peptides in the Plasmodium species' proteomes are FFYTFYFELF, YFVACLFILF, and YFPTITFHLF. The first one belonging to P. falciparum has a homologous peptide (YFYLFSLELF) in the human proteome, which also has a strong binding affinity to the same HLA allele. CONCLUSION Immune responses to the identified-peptides with similar sequences and strong binding affinities to HLA-A*24:02 can be related to autoimmune response risk in individuals with HLA-A*24:02 serotypes, upon getting infected with SARS-CoV-2 or P. falciparum.
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8
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ANO7: Insights into topology, function, and potential applications as a biomarker and immunotherapy target. Tissue Cell 2021; 72:101546. [PMID: 33940566 DOI: 10.1016/j.tice.2021.101546] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2020] [Revised: 03/21/2021] [Accepted: 04/11/2021] [Indexed: 01/01/2023]
Abstract
Anoctamin 7 (ANO7) is a member of the transmembrane protein TMEM16 family. It has a conservative topology similar to other members in this family, such as the typical eight-transmembrane domain, but it also has unique features. Although the ion channel role of ANO7 has been well accepted, evolutionary analyses and relevant studies suggest that ANO7 may be a multi-facet protein in function. Studies have shown that ANO7 may also function as a scramblase. ANO7 is highly expressed in prostate cancer as well as normal prostate tissues. A considerable amount of evidence has confirmed that ANO7 is associated with human physiology and pathology, particularly with the development of prostate cancer, which makes ANO7 a good candidate as a diagnostic and prognostic biomarker. In addition, ANO7 may be a potential target for prostate cancer immunotherapy. Antibody-based or T cell-mediated immunotherapies against prostate cancer by targeting ANO7 have been highly anticipated. ANO7 may also correlate with several other types of cancers or diseases, where further studies are warranted.
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9
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Punta M, Jennings VA, Melcher AA, Lise S. The Immunogenic Potential of Recurrent Cancer Drug Resistance Mutations: An In Silico Study. Front Immunol 2020; 11:524968. [PMID: 33133066 PMCID: PMC7578429 DOI: 10.3389/fimmu.2020.524968] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2020] [Accepted: 09/14/2020] [Indexed: 12/13/2022] Open
Abstract
Cancer somatic mutations have been identified as a source of antigens that can be targeted by cancer immunotherapy. In this work, expanding on previous studies, we analyze the HLA-presentation properties of mutations that are known to drive resistance to cancer targeted-therapies. We survey a large dataset of mutations that confer resistance to different drugs and occur in numerous genes and tumor types. We show that a significant number of them are predicted in silico to be potentially immunogenic across a large proportion of the human population. Further, by analyzing a cohort of patients carrying a small subset of these resistance mutations, we provide evidence that what is observed in the general population may be indicative of the mutations' immunogenic potential in resistant patients. Two of the mutations in our dataset had previously been experimentally validated by others and it was confirmed that some of their associated neopeptides elicit T-cell responses in vitro. The identification of potent cancer-specific antigens can be instrumental for developing more effective immunotherapies. In this work, we propose a novel list of drug-resistance mutations, several of which are recurrent, that could be of particular interest in the context of off-the-shelf precision immunotherapies such as therapeutic cancer vaccines.
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Affiliation(s)
- Marco Punta
- Centre for Evolution and Cancer, The Institute of Cancer Research, London, United Kingdom
| | - Victoria A. Jennings
- Department of Immunity and Infection, Leeds Institute of Medical Research, Leeds, United Kingdom
- Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, United Kingdom
| | - Alan A. Melcher
- Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, United Kingdom
| | - Stefano Lise
- Centre for Evolution and Cancer, The Institute of Cancer Research, London, United Kingdom
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10
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Perez MAS, Bassani-Sternberg M, Coukos G, Gfeller D, Zoete V. Analysis of Secondary Structure Biases in Naturally Presented HLA-I Ligands. Front Immunol 2019; 10:2731. [PMID: 31824508 PMCID: PMC6883762 DOI: 10.3389/fimmu.2019.02731] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Accepted: 11/07/2019] [Indexed: 12/31/2022] Open
Abstract
Recent clinical developments in antitumor immunotherapy involving T-cell related therapeutics have led to a renewed interest for human leukocyte antigen class I (HLA-I) binding peptides, given their potential use as peptide vaccines. Databases of HLA-I binding peptides hold therefore information on therapeutic targets essential for understanding immunity. In this work, we use in depth and accurate HLA-I peptidomics datasets determined by mass-spectrometry (MS) and analyze properties of the HLA-I binding peptides with structure-based computational approaches. HLA-I binding peptides are studied grouping all alleles together or in allotype-specific contexts. We capitalize on the increasing number of structurally determined proteins to (1) map the 3D structure of HLA-I binding peptides into the source proteins for analyzing their secondary structure and solvent accessibility in the protein context, and (2) search for potential differences between these properties in HLA-I binding peptides and in a reference dataset of HLA-I motif-like peptides. This is performed by an in-house developed heuristic search that considers peptides across all the human proteome and converges to a collection of peptides that exhibit exactly the same motif as the HLA-I peptides. Our results, based on 9-mers matched to protein 3D structures, clearly show enriched sampling for HLA-I presentation of helical fragments in the source proteins. This enrichment is significant, as compared to 9-mer HLA-I motif-like peptides, and is not entirely explained by the helical propensity of the preferred residues in the HLA-I motifs. We give possible hypothesis for the secondary structure biases observed in HLA-I peptides. This contribution is of potential interest for researchers working in the field of antigen presentation and proteolysis. This knowledge refines the understanding of the rules governing antigen presentation and could be added to the parameters of the current peptide-MHC class I binding predictors to increase their antigen predictive ability.
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Affiliation(s)
- Marta A S Perez
- Computer-Aided Molecular Engineering, Department of Oncology, Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Michal Bassani-Sternberg
- Human Integrated Tumor Immunology Discovery Engine, Department of Oncology, Ludwig Institute for Cancer Research, University Hospital of Lausanne, Lausanne, Switzerland
| | - George Coukos
- Human Integrated Tumor Immunology Discovery Engine, Department of Oncology, Ludwig Institute for Cancer Research, University Hospital of Lausanne, Lausanne, Switzerland
| | - David Gfeller
- Swiss Institute of Bioinformatics, Lausanne, Switzerland.,Computational Cancer Biology, Department of Oncology, Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland
| | - Vincent Zoete
- Computer-Aided Molecular Engineering, Department of Oncology, Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, Switzerland
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11
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Spyrantis A, Krieger J, Stifter K, Boehm BO, Schirmbeck R. A dominant insulin-specific and islet-destructive T-cell response is sufficient to activate CD8 T cells directed against the fatty-acid receptor GPR40. Cell Mol Immunol 2019; 17:659-661. [PMID: 31649307 PMCID: PMC7264294 DOI: 10.1038/s41423-019-0309-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2019] [Accepted: 09/24/2019] [Indexed: 11/09/2022] Open
Affiliation(s)
- Andreas Spyrantis
- Department of Internal Medicine I, Ulm University Hospital; Albert Einstein Allee 23, 89081, Ulm, Germany
| | - Jana Krieger
- Department of Internal Medicine I, Ulm University Hospital; Albert Einstein Allee 23, 89081, Ulm, Germany
| | - Katja Stifter
- Department of Internal Medicine I, Ulm University Hospital; Albert Einstein Allee 23, 89081, Ulm, Germany
| | - Bernhard Otto Boehm
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.,Imperial College London, London, UK
| | - Reinhold Schirmbeck
- Department of Internal Medicine I, Ulm University Hospital; Albert Einstein Allee 23, 89081, Ulm, Germany.
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