1
|
Ge F, Li HY, Zhang M, Arif M, Alam T. TCellPredX: A Novel Approach for Accurate Prediction of Hepatitis C Virus Linear T Cell Epitopes. ACS OMEGA 2024; 9:51494-51507. [PMID: 39758636 PMCID: PMC11696426 DOI: 10.1021/acsomega.4c08715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Revised: 11/29/2024] [Accepted: 12/04/2024] [Indexed: 01/07/2025]
Abstract
Hepatitis C Virus (HCV) is a bloodborne RNA virus that leads to severe liver diseases, and currently, no effective prophylactic biologics are available to prevent its transmission. The prevention of HCV is closely related to the major histocompatibility complex (MHC). Linear antigenic peptides of HCV, known as T cell epitopes (TCEs), are crucial in the presentation process by MHC molecules to T cells, playing a key role in immune responses. Therefore, the rapid and accurate identification of these TCE-HCVs is essential for advancing vaccine development. Herein, we propose TCellPredX, a novel integrated predictor for TCE-HCV identification. TCellPredX leverages five distinct feature encoding schemes, including local and global sequence encodings, composition-transition-distribution descriptors, physicochemical properties, and embeddings from two protein language models, which are processed through 12 machine learning algorithms. Our results indicate that feature fusion significantly enhances predictive accuracy. Moreover, the maximal relevance minimal redundancy feature selection method is particularly effective in isolating informative features, ensuring the model's use of the most informative data. Additionally, ensemble models, especially when combined with an averaged voting strategy, demonstrate superior stability and accuracy compared to individual classifiers, effectively reducing noise and enhancing model robustness. TCellPredX achieves notable accuracies of 0.900 and 0.897 in 10-fold cross-validation and independent test, respectively. Furthermore, TCellPredX's high accuracy is validated on experimentally verified peptide sequences documented for their potential benefits in vaccine development. Overall, TCellPredX can offer a robust tool for the precise identification of TCE-HCV, potentially serving as a cornerstone for future epitope research and advancing HCV vaccines development.
Collapse
Affiliation(s)
- Fang Ge
- State
Key Laboratory of Organic Electronics and Information Displays, Institute of Advanced Materials (IAM), Nanjing University
of Posts and Telecommunications, 6 Wenyuan Road, Nanjing 210023, China
| | - Hao-Yang Li
- School
of Computer, Jiangsu University of Science
and Technology, 666 Changhui Road, Zhenjiang 212100, China
| | - Ming Zhang
- School
of Computer, Jiangsu University of Science
and Technology, 666 Changhui Road, Zhenjiang 212100, China
| | - Muhammad Arif
- College
of Science and Engineering, Hamad Bin Khalifa
University, Doha 34110, Qatar
| | - Tanvir Alam
- College
of Science and Engineering, Hamad Bin Khalifa
University, Doha 34110, Qatar
| |
Collapse
|
2
|
Maerz MD, Cross DL, Seshadri C. Functional and biological implications of clonotypic diversity among human donor-unrestricted T cells. Immunol Cell Biol 2024; 102:474-486. [PMID: 38659280 PMCID: PMC11236517 DOI: 10.1111/imcb.12751] [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: 11/10/2023] [Revised: 02/04/2024] [Accepted: 04/04/2024] [Indexed: 04/26/2024]
Abstract
T cells express a T-cell receptor (TCR) heterodimer that is the product of germline rearrangement and junctional editing resulting in immense clonotypic diversity. The generation of diverse TCR repertoires enables the recognition of pathogen-derived peptide antigens presented by polymorphic major histocompatibility complex (MHC) molecules. However, T cells also recognize nonpeptide antigens through nearly monomorphic antigen-presenting systems, such as cluster of differentiation 1 (CD1), MHC-related protein 1 (MR1) and butyrophilins (BTNs). This potential for shared immune responses across genetically diverse populations led to their designation as donor-unrestricted T cells (DURTs). As might be expected, some CD1-, MR1- and BTN-restricted T cells express a TCR that is conserved across unrelated individuals. However, several recent studies have reported unexpected diversity among DURT TCRs, and increasing evidence suggests that this diversity has functional consequences. Recent reports also challenge the dogma that immune cells are either innate or adaptive and suggest that DURT TCRs may act in both capacities. Here, we review this evidence and propose an expanded view of the role for clonotypic diversity among DURTs in humans, including new perspectives on how DURT TCRs may integrate their adaptive and innate immune functions.
Collapse
Affiliation(s)
- Megan D Maerz
- Department of Medicine, University of Washington School of Medicine, Seattle, WA, USA
- Department of Laboratory Medicine and Pathology, Molecular Medicine and Mechanisms of Disease Program, University of Washington, Seattle, WA, USA
| | - Deborah L Cross
- Department of Medicine, University of Washington School of Medicine, Seattle, WA, USA
| | - Chetan Seshadri
- Department of Medicine, University of Washington School of Medicine, Seattle, WA, USA
| |
Collapse
|
3
|
Gonzatti MB, Freire BM, Antunes MM, de Menezes GB, Talbot J, Peron JPS, Basso AS, Keller AC. Targeting adrenergic receptors to mitigate invariant natural killer T cells-induced acute liver injury. iScience 2023; 26:107947. [PMID: 37841583 PMCID: PMC10568435 DOI: 10.1016/j.isci.2023.107947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 08/07/2023] [Accepted: 09/13/2023] [Indexed: 10/17/2023] Open
Abstract
Invariant Natural Killer T (iNKT) cell activation by α-galactosylceramide (αGC) potentiates cytotoxic immune responses against tumors. However, αGC-induced liver injury is a limiting factor for iNKT-based immunotherapy. Although adrenergic receptor stimulation is an important immunosuppressive signal that curbs tissue damage induced by inflammation, its effect on the antitumor activity of invariant Natural Killer T (iNKT) cells remains unclear. We use mouse models and pharmacological tools to show that the stimulation of the sympathetic nervous system (SNS) inhibits αGC-induced liver injury without impairing iNKT cells' antitumoral functions. Mechanistically, SNS stimulation prevents the collateral effect of TNF-α production by iNKT cells and neutrophil accumulation in hepatic parenchyma. Our results suggest that the modulation of the adrenergic signaling can be a complementary approach to αGC-based immunotherapy to mitigate iNKT-induced liver injury without compromising its antitumoral activity.
Collapse
Affiliation(s)
- Michelangelo Bauwelz Gonzatti
- Department of Microbiology, Immunology and Parasitology, Federal University of São Paulo (UNIFESP/EPM), Rua Botucatu, 862, 4th floor, São Paulo 04023-062, Brazil
| | - Beatriz Marton Freire
- Department of Microbiology, Immunology and Parasitology, Federal University of São Paulo (UNIFESP/EPM), Rua Botucatu, 862, 4th floor, São Paulo 04023-062, Brazil
| | - Maísa Mota Antunes
- Department of Morphology, Federal University of Minas Gerais, Av. Antônio Carlos, 6627, Minas Gerais 31270-910, Brazil
| | - Gustavo Batista de Menezes
- Department of Morphology, Federal University of Minas Gerais, Av. Antônio Carlos, 6627, Minas Gerais 31270-910, Brazil
| | - Jhimmy Talbot
- Fred Hutchinson Cancer Center, 1100 Fairview Avenue N, Seattle, WA 98109-1024, USA
| | - Jean Pierre Schatzmann Peron
- Department of Immunology-ICB IV, University of São Paulo, Av. Prof. Lineu Prestes, 1730, São Paulo 05508-900, Brazil
| | - Alexandre Salgado Basso
- Department of Microbiology, Immunology and Parasitology, Federal University of São Paulo (UNIFESP/EPM), Rua Botucatu, 862, 4th floor, São Paulo 04023-062, Brazil
| | - Alexandre Castro Keller
- Department of Microbiology, Immunology and Parasitology, Federal University of São Paulo (UNIFESP/EPM), Rua Botucatu, 862, 4th floor, São Paulo 04023-062, Brazil
| |
Collapse
|
4
|
Gong Y, Wang J, Li F, Zhu B. Polysaccharides and glycolipids of Mycobacterium tuberculosis and their induced immune responses. Scand J Immunol 2023; 97:e13261. [PMID: 39008002 DOI: 10.1111/sji.13261] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2022] [Revised: 02/05/2023] [Accepted: 02/16/2023] [Indexed: 07/16/2024]
Abstract
Tuberculosis (TB) is a chronic infectious disease mainly caused by Mycobacterium tuberculosis (M. tuberculosis). The structures of polysaccharides and glycolipids at M. tuberculosis cell wall vary among different strains, which affect the physiology and pathogenesis of mycobacteria by activating or inhibiting innate and acquired immunity. Among them, some components such as lipomannan (LM) and lipoarabinomannan (LAM) activate innate immunity by recognizing some kinds of pattern recognition receptors (PRRs) like Toll-like receptors, while other components like mannose-capped lipoarabinomannan (ManLAM) could prevent innate immune responses by inhibiting the secretion of pro-inflammatory cytokines and maturation of phagosomes. In addition, many glycolipids can activate natural killer T (NKT) cells and CD1-restricted T cells to produce interferon-γ (IFN-γ). Furthermore, humoral immunity against cell wall components, such as antibodies against LAM, plays a role in immunity against M. tuberculosis infection. Cell wall polysaccharides and glycolipids of M. tuberculosis have potential applications as antigens and adjuvants for novel TB subunit vaccines.
Collapse
Affiliation(s)
- Yang Gong
- Gansu Provincial Key Laboratory of Evidence Based Medicine and Clinical Translation & Lanzhou Center for Tuberculosis Research, Institute of Pathogen Biology, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
| | - Juan Wang
- Gansu Provincial Key Laboratory of Evidence Based Medicine and Clinical Translation & Lanzhou Center for Tuberculosis Research, Institute of Pathogen Biology, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
| | - Fei Li
- Gansu Provincial Key Laboratory of Evidence Based Medicine and Clinical Translation & Lanzhou Center for Tuberculosis Research, Institute of Pathogen Biology, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
| | - Bingdong Zhu
- Gansu Provincial Key Laboratory of Evidence Based Medicine and Clinical Translation & Lanzhou Center for Tuberculosis Research, Institute of Pathogen Biology, School of Basic Medical Sciences, Lanzhou University, Lanzhou, China
- State Key Laboratory of Veterinary Etiological Biology, College of Veterinary Medicine, Lanzhou University, Lanzhou, China
| |
Collapse
|
5
|
Zhou AX, Scriba TJ, Day CL, Hagge DA, Seshadri C. A simple assay to quantify mycobacterial lipid antigen-specific T cell receptors in human tissues and blood. PLoS Negl Trop Dis 2021; 15:e0010018. [PMID: 34914694 PMCID: PMC8717985 DOI: 10.1371/journal.pntd.0010018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 12/30/2021] [Accepted: 11/23/2021] [Indexed: 11/19/2022] Open
Abstract
T cell receptors (TCRs) encode the history of antigenic challenge within an individual and have the potential to serve as molecular markers of infection. In addition to peptide antigens bound to highly polymorphic MHC molecules, T cells have also evolved to recognize bacterial lipids when bound to non-polymorphic CD1 molecules. One such subset, germline-encoded, mycolyl lipid-reactive (GEM) T cells, recognizes mycobacterial cell wall lipids and expresses a conserved TCR-ɑ chain that is shared among genetically unrelated individuals. We developed a quantitative PCR assay to determine expression of the GEM TCR-ɑ nucleotide sequence in human tissues and blood. This assay was validated on plasmids and T cell lines. We tested blood samples from South African subjects with or without tuberculin reactivity or with active tuberculosis disease. We were able to detect GEM TCR-ɑ above the limit of detection in 92% of donors but found no difference in GEM TCR-ɑ expression among the three groups after normalizing for total TCR-ɑ expression. In a cohort of leprosy patients from Nepal, we successfully detected GEM TCR-ɑ in 100% of skin biopsies with histologically confirmed tuberculoid and lepromatous leprosy. Thus, GEM T cells constitute part of the T cell repertoire in the skin. However, GEM TCR-ɑ expression was not different between leprosy patients and control subjects after normalization. Further, these results reveal the feasibility of developing a simple, field deployable molecular diagnostic based on mycobacterial lipid antigen-specific TCR sequences that are readily detectable in human tissues and blood independent of genetic background.
Collapse
MESH Headings
- Antigens, CD1/genetics
- Antigens, CD1/immunology
- Cell Wall/genetics
- Cell Wall/immunology
- Cohort Studies
- Humans
- Leprosy/blood
- Leprosy/diagnosis
- Leprosy/immunology
- Leprosy/microbiology
- Lipids/immunology
- Molecular Diagnostic Techniques/methods
- Mycobacterium/genetics
- Mycobacterium/immunology
- Mycobacterium/isolation & purification
- Nepal
- Polymerase Chain Reaction
- Receptors, Antigen, T-Cell, alpha-beta/blood
- Receptors, Antigen, T-Cell, alpha-beta/genetics
- Receptors, Antigen, T-Cell, alpha-beta/immunology
- South Africa
- T-Lymphocytes/immunology
- T-Lymphocytes/microbiology
- Tuberculosis/blood
- Tuberculosis/diagnosis
- Tuberculosis/immunology
- Tuberculosis/microbiology
Collapse
Affiliation(s)
- Angela X. Zhou
- Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Tuberculosis Research and Training Center, University of Washington, Seattle, Washington, United States of America
| | - Thomas J. Scriba
- South African Tuberculosis Vaccine Initiative, Institute of Infectious Disease and Molecular Medicine and Division of Immunology, Department of Pathology, University of Cape Town, Cape Town, South Africa
| | - Cheryl L. Day
- Department of Microbiology and Immunology, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Deanna A. Hagge
- Mycobacterial Research Laboratories, Anandaban Hospital, Kathmandu, Nepal
| | - Chetan Seshadri
- Department of Medicine, University of Washington, Seattle, Washington, United States of America
- Tuberculosis Research and Training Center, University of Washington, Seattle, Washington, United States of America
| |
Collapse
|
6
|
Layton ED, Barman S, Wilburn DB, Yu KKQ, Smith MT, Altman JD, Scriba TJ, Tahiri N, Minnaard AJ, Roederer M, Seder RA, Darrah PA, Seshadri C. T Cells Specific for a Mycobacterial Glycolipid Expand after Intravenous Bacillus Calmette-Guérin Vaccination. THE JOURNAL OF IMMUNOLOGY 2021; 206:1240-1250. [PMID: 33536255 DOI: 10.4049/jimmunol.2001065] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Accepted: 01/01/2021] [Indexed: 12/12/2022]
Abstract
Intradermal vaccination with Mycobacterium bovis bacillus Calmette-Guérin (BCG) protects infants from disseminated tuberculosis, and i.v. BCG protects nonhuman primates (NHP) against pulmonary and extrapulmonary tuberculosis. In humans and NHP, protection is thought to be mediated by T cells, which typically recognize bacterial peptide Ags bound to MHC proteins. However, during vertebrate evolution, T cells acquired the capacity to recognize lipid Ags bound to CD1a, CD1b, and CD1c proteins expressed on APCs. It is unknown whether BCG induces T cell immunity to mycobacterial lipids and whether CD1-restricted T cells are resident in the lung. In this study, we developed and validated Macaca mulatta (Mamu) CD1b and CD1c tetramers to probe ex vivo phenotypes and functions of T cells specific for glucose monomycolate (GMM), an immunodominant mycobacterial lipid Ag. We discovered that CD1b and CD1c present GMM to T cells in both humans and NHP. We show that GMM-specific T cells are expanded in rhesus macaque blood 4 wk after i.v. BCG, which has been shown to protect NHP with near-sterilizing efficacy upon M. tuberculosis challenge. After vaccination, these T cells are detected at high frequency within bronchoalveolar fluid and express CD69 and CD103, markers associated with resident memory T cells. Thus, our data expand the repertoire of T cells known to be induced by whole cell mycobacterial vaccines, such as BCG, and show that lipid Ag-specific T cells are resident in the lungs, where they may contribute to protective immunity.
Collapse
Affiliation(s)
- Erik D Layton
- Department of Medicine, University of Washington School of Medicine, Seattle, WA 98109
| | - Soumik Barman
- Department of Medicine, University of Washington School of Medicine, Seattle, WA 98109
| | - Damien B Wilburn
- Department of Genome Sciences, University of Washington School of Medicine, Seattle, WA 98195
| | - Krystle K Q Yu
- Department of Medicine, University of Washington School of Medicine, Seattle, WA 98109
| | - Malisa T Smith
- Department of Medicine, University of Washington School of Medicine, Seattle, WA 98109
| | - John D Altman
- National Institutes of Health Tetramer Core Facility, Emory University, Atlanta, GA 30329
| | - Thomas J Scriba
- South African Tuberculosis Vaccine Initiative, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town 9747, South Africa
| | - Nabil Tahiri
- Stratingh Institute for Chemistry, University of Groningen 7925, Groningen, the Netherlands
| | - Adriaan J Minnaard
- Stratingh Institute for Chemistry, University of Groningen 7925, Groningen, the Netherlands
| | - Mario Roederer
- Vaccine Research Center, National Institutes of Health, Bethesda, MD 20892; and
| | - Robert A Seder
- Vaccine Research Center, National Institutes of Health, Bethesda, MD 20892; and
| | - Patricia A Darrah
- Vaccine Research Center, National Institutes of Health, Bethesda, MD 20892; and
| | - Chetan Seshadri
- Department of Medicine, University of Washington School of Medicine, Seattle, WA 98109; .,Tuberculosis Research and Training Center, University of Washington, Seattle, WA 98109
| |
Collapse
|
7
|
Ruibal P, Voogd L, Joosten SA, Ottenhoff THM. The role of donor-unrestricted T-cells, innate lymphoid cells, and NK cells in anti-mycobacterial immunity. Immunol Rev 2021; 301:30-47. [PMID: 33529407 PMCID: PMC8154655 DOI: 10.1111/imr.12948] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 01/07/2021] [Accepted: 01/07/2021] [Indexed: 12/15/2022]
Abstract
Vaccination strategies against mycobacteria, focusing mostly on classical T‐ and B‐cells, have shown limited success, encouraging the addition of alternative targets. Classically restricted T‐cells recognize antigens presented via highly polymorphic HLA class Ia and class II molecules, while donor‐unrestricted T‐cells (DURTs), with few exceptions, recognize ligands via genetically conserved antigen presentation molecules. Consequently, DURTs can respond to the same ligands across diverse human populations. DURTs can be activated either through cognate TCR ligation or via bystander cytokine signaling. TCR‐driven antigen‐specific activation of DURTs occurs upon antigen presentation via non‐polymorphic molecules such as HLA‐E, CD1, MR1, and butyrophilin, leading to the activation of HLA‐E–restricted T‐cells, CD1‐restricted T‐cells, mucosal‐associated invariant T‐cells (MAITs), and TCRγδ T‐cells, respectively. NK cells and innate lymphoid cells (ILCs), which lack rearranged TCRs, are activated through other receptor‐triggering pathways, or can be engaged through bystander cytokines, produced, for example, by activated antigen‐specific T‐cells or phagocytes. NK cells can also develop trained immune memory and thus could represent cells of interest to mobilize by novel vaccines. In this review, we summarize the latest findings regarding the contributions of DURTs, NK cells, and ILCs in anti–M tuberculosis, M leprae, and non‐tuberculous mycobacterial immunity and explore possible ways in which they could be harnessed through vaccines and immunotherapies to improve protection against Mtb.
Collapse
Affiliation(s)
- Paula Ruibal
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| | - Linda Voogd
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| | - Simone A Joosten
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| | - Tom H M Ottenhoff
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| |
Collapse
|
8
|
Driver JP, de Carvalho Madrid DM, Gu W, Artiaga BL, Richt JA. Modulation of Immune Responses to Influenza A Virus Vaccines by Natural Killer T Cells. Front Immunol 2020; 11:2172. [PMID: 33193296 PMCID: PMC7606973 DOI: 10.3389/fimmu.2020.02172] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2020] [Accepted: 08/10/2020] [Indexed: 12/20/2022] Open
Abstract
Influenza A viruses (IAVs) circulate widely among different mammalian and avian hosts and sometimes give rise to zoonotic infections. Vaccination is a mainstay of IAV prevention and control. However, the efficacy of IAV vaccines is often suboptimal because of insufficient cross-protection among different IAV genotypes and subtypes as well as the inability to keep up with the rapid molecular evolution of IAV strains. Much attention is focused on improving IAV vaccine efficiency using adjuvants, which are substances that can modulate and enhance immune responses to co-administered antigens. The current review is focused on a non-traditional approach of adjuvanting IAV vaccines by therapeutically targeting the immunomodulatory functions of a rare population of innate-like T lymphocytes called invariant natural killer T (iNKT) cells. These cells bridge the innate and adaptive immune systems and are capable of stimulating a wide array of immune cells that enhance vaccine-mediated immune responses. Here we discuss the factors that influence the adjuvant effects of iNKT cells for influenza vaccines as well as the obstacles that must be overcome before this novel adjuvant approach can be considered for human or veterinary use.
Collapse
Affiliation(s)
- John P Driver
- Department of Animal Sciences, University of Florida, Gainesville, FL, United States
| | | | - Weihong Gu
- Department of Animal Sciences, University of Florida, Gainesville, FL, United States
| | - Bianca L Artiaga
- Diagnostic Medicine/Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, United States
| | - Jürgen A Richt
- Diagnostic Medicine/Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, United States
| |
Collapse
|