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Adiguzel Y, Bogdanos DP, Shoenfeld Y. Molecular/antigenic mimicry and immunological cross-reactivity explains SARS-CoV-2-induced autoimmunity. Autoimmun Rev 2025; 24:103811. [PMID: 40209971 DOI: 10.1016/j.autrev.2025.103811] [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: 01/05/2025] [Revised: 03/07/2025] [Accepted: 03/11/2025] [Indexed: 04/12/2025]
Abstract
COVID-19 pandemic is over, but its effects on chronic illnesses remain a challenging issue. Understanding the influence of SARS-COV-2-mediated autoimmunity and overt autoimmune disease is of paramount importance, as it can provide a critical mass of information regarding both infection-mediated (and vaccination-induced) autoimmune phenomena in susceptible individuals during the disease course, and short or long-term post-disease sequelae. The high prevalence of organ and non-organ specific autoantibody positivity in patients with COVID-19 led to studies attempting to delineate the origin and the underlying mechanism responsible for their induction nature, identifying novel autoantigens, and the self-epitope sequences which could be the impetus for the initiating autoreactive responses. Herein, we provide a meticulous review of the studies reporting those mimicking sequences that have been experimentally validated, based on the assumption that molecular mimicry and immunological crossreactivity may account for autoantibody development. Most reports are based on bioinformatics approaches, and only a disproportionally small number of studies currently demonstrate immunological crossreactivity. We took the opportunity to further review and searched for the linear human epitope sequences of human, through the epitopes deposited at the Immune Epitope Database. This included an analysis of autoimmune disease as the disease data to comprehensively understand the subject matter. The critical overview of the findings underscore the urgent and immense need for further research to gain a comprehensive understanding of the mechanisms involved and the anticipated appraisal that molecular mimicry and immunological crossreactivity is indeed central to the loss of immunological tolerance during SARS-COV-2 infection.
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Affiliation(s)
- Yekbun Adiguzel
- Department of Medical Biology, School of Medicine, Atilim University, Ankara, Turkey.
| | - Dimitros P Bogdanos
- Department of Rheumatology and Clinical Immunology, Faculty of Medicine, School of Health Sciences, University of Thessaly, Larissa, Greece.
| | - Yehuda Shoenfeld
- Dina Recanati School of Medicine, Reichman University, Herzliya, Israel; Zabludowicz Center for Autoimmune Diseases, Sheba Medical Center, Israel.
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2
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Xiao C, Xiang J, Wang H, Gao W, Peng T, Li S, Su J, Chen X, Gao L, Shi R, Mou X, Yuan J, Chen G. Characterizing HLA-A2-restricted CD8 + T-cell epitopes and immune responses to Omicron variants in SARS-CoV-2-inactivated vaccine recipients. Front Immunol 2025; 16:1534530. [PMID: 40170856 PMCID: PMC11958996 DOI: 10.3389/fimmu.2025.1534530] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2024] [Accepted: 02/26/2025] [Indexed: 04/03/2025] Open
Abstract
Introduction Recent surveillance has identified the emergence of the SARS-CoV-2 Omicron ariant, which exhibits the ability to evade multiple neutralizing antibodies generated by prior infection or vaccination. However, significant knowledge gaps remain regarding the CD8 T-cell immune reactivity to the Omicron variant. This study aims to evaluate the characteristics of HLA-A2-restricted CD8 T-cell epitopes from the Omicron variant and analyze epitope-specific CD8 T-cell responses to SARS-CoV-2 inactivated vaccines. Methods We conducted a comprehensive analysis of CD8 T-cell responses to SARS-CoV-2 inactivated vaccines, focusing on HLA-A2-restricted epitopes derived from the Omicron variant. Mutant epitopes were evaluated for their impact on antigen presentation and CD8 T-cell immune reactivity. Additionally, we screened for epitopes that exhibited reduced CD8 T-cell responses following the emergence of the Omicron variant. Results Our findings revealed that mutant epitopes in the Omicron variant led to escape from antigen presentation and diminished CD8 T-cell immune responses. We identified two epitopes associated with decreased CD8 T-cell reactivity post-Omicron variant emergence. Notably, we discovered an S protein epitope, 67A>V, which demonstrated similar proportions of CD8 T-cell specificity between the ancestral and mutant strains, suggesting its conservation and potential immunogenicity for vaccine development. Furthermore, the third dose of the inactivated vaccine significantly increased the number of epitope-specific CD8 T cells, underscoring the importance of booster doses in enhancing cellular immune responses against the Omicron variant. Discussion This study highlights the ability of the Omicron variant to evade CD8 T-cell immune responses through epitope mutations, while also identifying conserved epitopes with potential utility in vaccine design. The observed increase in epitope-specific CD8 T cells following a booster dose emphasizes the critical role of additional vaccinations in strengthening cellular immunity against emerging SARS-CoV-2 variants. These findings provide valuable insights for the development of next-generation vaccines targeting conserved epitopes and optimizing booster strategies.
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Affiliation(s)
- Chanchan Xiao
- Science and Education Department, The First Affiliated Hospital of Jinan University and The Sixth Affiliated Hospital of Jinan University, Guangzhou, Guangdong, China
- Department of Microbiology and Immunology, School of Medicine, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, China
- Key Laboratory of Viral Pathogenesis and Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, China
- Guangdong-Hong Kong-Macau Great Bay Area Geroscience Joint Laboratory, School of Medicine, Jinan University, Guangzhou, China
- Zhuhai Institute of Jinan University, Jinan University, Zhuhai, China
| | - Jian Xiang
- Department of Microbiology and Immunology, School of Medicine, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, China
| | - Haoyun Wang
- Department of Microbiology and Immunology, School of Medicine, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, China
| | - Wen Gao
- Department of Microbiology and Immunology, School of Medicine, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, China
- NHC Key Laboratory of Male Reproduction and Genetics, Guangdong Provincial Reproductive Science Institute (Guangdong Provincial Fertility Hospital), Guangzhou, China
| | - Tianchan Peng
- First Affiliated Hospital, Jinan University, Guangzhou, China
| | - Shumin Li
- Department of Microbiology and Immunology, School of Medicine, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, China
- Key Laboratory of Viral Pathogenesis and Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, China
| | - Jun Su
- First Affiliated Hospital, Jinan University, Guangzhou, China
| | - Xi Chen
- Department of Microbiology and Immunology, School of Medicine, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, China
| | - Lijuan Gao
- Department of Microbiology and Immunology, School of Medicine, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, China
| | - Ruohu Shi
- Department of Microbiology and Immunology, School of Medicine, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, China
| | - Xinyi Mou
- Department of Microbiology and Immunology, School of Medicine, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, China
| | - Jun Yuan
- Infectious Disease Prevention and Control Department, Guangzhou Centers for Disease Control and Prevention, Guangzhou, Guangdong, China
| | - Guobing Chen
- Science and Education Department, The First Affiliated Hospital of Jinan University and The Sixth Affiliated Hospital of Jinan University, Guangzhou, Guangdong, China
- Department of Microbiology and Immunology, School of Medicine, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, China
- Key Laboratory of Viral Pathogenesis and Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, China
- Guangdong-Hong Kong-Macau Great Bay Area Geroscience Joint Laboratory, School of Medicine, Jinan University, Guangzhou, China
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3
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Xu Y, Wang Z, Li S, Su J, Gao L, Ou J, Lin Z, Luo OJ, Xiao C, Chen G. An in-depth understanding of the role and mechanisms of T cells in immune organ aging and age-related diseases. SCIENCE CHINA. LIFE SCIENCES 2025; 68:328-353. [PMID: 39231902 DOI: 10.1007/s11427-024-2695-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2024] [Accepted: 07/28/2024] [Indexed: 09/06/2024]
Abstract
T cells play a critical and irreplaceable role in maintaining overall health. However, their functions undergo alterations as individuals age. It is of utmost importance to comprehend the specific characteristics of T-cell aging, as this knowledge is crucial for gaining deeper insights into the pathogenesis of aging-related diseases and developing effective therapeutic strategies. In this review, we have thoroughly examined the existing studies on the characteristics of immune organ aging. Furthermore, we elucidated the changes and potential mechanisms that occur in T cells during the aging process. Additionally, we have discussed the latest research advancements pertaining to T-cell aging-related diseases. These findings provide a fresh perspective for the study of T cells in the context of aging.
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Affiliation(s)
- Yudai Xu
- Department of Microbiology and Immunology, School of Medicine; Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, 510632, China
- Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, 510632, China
- Guangdong-Hong Kong-Macau Great Bay Area Geroscience Joint Laboratory, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Zijian Wang
- Department of Microbiology and Immunology, School of Medicine; Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, 510632, China
- Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, 510632, China
- Guangdong-Hong Kong-Macau Great Bay Area Geroscience Joint Laboratory, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Shumin Li
- Department of Microbiology and Immunology, School of Medicine; Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, 510632, China
- Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, 510632, China
- Guangdong-Hong Kong-Macau Great Bay Area Geroscience Joint Laboratory, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Jun Su
- First Affiliated Hospital, Jinan University, Guangzhou, 510630, China
| | - Lijuan Gao
- Department of Microbiology and Immunology, School of Medicine; Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, 510632, China
- Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, 510632, China
- Guangdong-Hong Kong-Macau Great Bay Area Geroscience Joint Laboratory, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Junwen Ou
- Anti Aging Medical Center, Clifford Hospital, Guangzhou, 511495, China
| | - Zhanyi Lin
- Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, 510080, China
| | - Oscar Junhong Luo
- Department of Systems Biomedical Sciences, School of Medicine, Jinan University, Guangzhou, 510632, China
| | - Chanchan Xiao
- Department of Microbiology and Immunology, School of Medicine; Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, 510632, China.
- Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, 510632, China.
- Guangdong-Hong Kong-Macau Great Bay Area Geroscience Joint Laboratory, School of Medicine, Jinan University, Guangzhou, 510632, China.
- The Sixth Affiliated Hospital of Jinan University (Dongguan Eastern Central Hospital), Jinan University, Dongguan, 523000, China.
- Zhuhai Institute of Jinan University, Jinan University, Zhuhai, 519070, China.
| | - Guobing Chen
- Department of Microbiology and Immunology, School of Medicine; Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou, 510632, China.
- Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou, 510632, China.
- Guangdong-Hong Kong-Macau Great Bay Area Geroscience Joint Laboratory, School of Medicine, Jinan University, Guangzhou, 510632, China.
- The Sixth Affiliated Hospital of Jinan University (Dongguan Eastern Central Hospital), Jinan University, Dongguan, 523000, China.
- Zhuhai Institute of Jinan University, Jinan University, Zhuhai, 519070, China.
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Macchia I, La Sorsa V, Ciervo A, Ruspantini I, Negri D, Borghi M, De Angelis ML, Luciani F, Martina A, Taglieri S, Durastanti V, Altavista MC, Urbani F, Mancini F. T Cell Peptide Prediction, Immune Response, and Host-Pathogen Relationship in Vaccinated and Recovered from Mild COVID-19 Subjects. Biomolecules 2024; 14:1217. [PMID: 39456150 PMCID: PMC11505848 DOI: 10.3390/biom14101217] [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: 07/29/2024] [Revised: 09/12/2024] [Accepted: 09/18/2024] [Indexed: 10/28/2024] Open
Abstract
COVID-19 remains a significant threat, particularly to vulnerable populations. The emergence of new variants necessitates the development of treatments and vaccines that induce both humoral and cellular immunity. This study aimed to identify potentially immunogenic SARS-CoV-2 peptides and to explore the intricate host-pathogen interactions involving peripheral immune responses, memory profiles, and various demographic, clinical, and lifestyle factors. Using in silico and experimental methods, we identified several CD8-restricted SARS-CoV-2 peptides that are either poorly studied or have previously unreported immunogenicity: fifteen from the Spike and three each from non-structural proteins Nsp1-2-3-16. A Spike peptide, LA-9, demonstrated a 57% response rate in ELISpot assays using PBMCs from 14 HLA-A*02:01 positive, vaccinated, and mild-COVID-19 recovered subjects, indicating its potential for diagnostics, research, and multi-epitope vaccine platforms. We also found that younger individuals, with fewer vaccine doses and longer intervals since infection, showed lower anti-Spike (ELISA) and anti-Wuhan neutralizing antibodies (pseudovirus assay), higher naïve T cells, and lower central memory, effector memory, and CD4hiCD8low T cells (flow cytometry) compared to older subjects. In our cohort, a higher prevalence of Vδ2-γδ and DN T cells, and fewer naïve CD8 T cells, seemed to correlate with strong cellular and lower anti-NP antibody responses and to associate with Omicron infection, absence of confusional state, and habitual sporting activity.
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Affiliation(s)
- Iole Macchia
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, 00161 Rome, Italy; (I.M.); (M.L.D.A.); (S.T.)
| | - Valentina La Sorsa
- Research Promotion and Coordination Service, Istituto Superiore di Sanità, 00161 Rome, Italy;
| | - Alessandra Ciervo
- Department of Infectious Diseases, Istituto Superiore di Sanità, 00161 Rome, Italy; (A.C.); (D.N.); (M.B.); (F.M.)
| | - Irene Ruspantini
- Core Facilities, Istituto Superiore di Sanità, 00161 Rome, Italy;
| | - Donatella Negri
- Department of Infectious Diseases, Istituto Superiore di Sanità, 00161 Rome, Italy; (A.C.); (D.N.); (M.B.); (F.M.)
| | - Martina Borghi
- Department of Infectious Diseases, Istituto Superiore di Sanità, 00161 Rome, Italy; (A.C.); (D.N.); (M.B.); (F.M.)
| | - Maria Laura De Angelis
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, 00161 Rome, Italy; (I.M.); (M.L.D.A.); (S.T.)
| | - Francesca Luciani
- National Center for the Control and Evaluation of Medicines, Istituto Superiore di Sanità, 00161 Rome, Italy; (F.L.); (A.M.)
| | - Antonio Martina
- National Center for the Control and Evaluation of Medicines, Istituto Superiore di Sanità, 00161 Rome, Italy; (F.L.); (A.M.)
| | - Silvia Taglieri
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, 00161 Rome, Italy; (I.M.); (M.L.D.A.); (S.T.)
| | - Valentina Durastanti
- Neurology Unit, San Filippo Neri Hospital, ASL RM1, 00135 Rome, Italy; (V.D.); (M.C.A.)
| | | | - Francesca Urbani
- Department of Oncology and Molecular Medicine, Istituto Superiore di Sanità, 00161 Rome, Italy; (I.M.); (M.L.D.A.); (S.T.)
| | - Fabiola Mancini
- Department of Infectious Diseases, Istituto Superiore di Sanità, 00161 Rome, Italy; (A.C.); (D.N.); (M.B.); (F.M.)
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5
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Serdyuk YV, Zornikova KV, Dianov DV, Ivanova NO, Davydova VD, Fefelova EI, Nenasheva TA, Sheetikov SA, Bogolyubova AV. T-Cell Receptors Cross-Reactive to Coronaviral Epitopes Homologous to the SPR Peptide. BIOCHEMISTRY. BIOKHIMIIA 2024; 89:1631-1642. [PMID: 39418521 DOI: 10.1134/s0006297924090098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Revised: 07/26/2024] [Accepted: 08/09/2024] [Indexed: 10/19/2024]
Abstract
The COVID-19 pandemic caused by the rapid spread of the novel coronavirus SARS-CoV-2, has promoted an interest in studying the T-cell immune response. It was found that the polyclonal and cross-reactive T-cell response against seasonal coronaviruses and other SARS-CoV-2 strains reduced disease severity. We investigated the immunodominant T-cell epitope SPRWYFYYYL from the nucleocapsid protein of SARS-CoV-2. The immune response to this epitope is characterized by the formation of highly homologous (convergent) receptors that have been found in the T-cell receptor (TCR) repertoires of different individuals. This epitope belongs to a group of highly conserved peptides that are rarely mutated in novel SARS-CoV-2 strains and are homologous to the epitopes of seasonal coronaviruses. It has been suggested that the cross-reactive response to homologous peptides contributes to the reduction of COVID-19 severity. However, some investigators have questioned this hypothesis, suggesting that the low affinity of the cross-reactive receptors reduces the strength of the immune response. The aim of this study was to evaluate the effect of amino acid substitutions in the SPR epitope on its binding affinity to specific TCRs. For this, we performed antigen-dependent cellular expansions were performed using samples from four COVID-19-transfected donors and sequenced their TCR repertoires. The resulting SPR-specific repertoire of β-chains in TCRs had a greater sequence diversity than the repertoire of α-chains. However, the TCR repertoires of all four donors contained public receptors, three of which were cloned and used to generate the Jurkat E6-1 TPR cell line. Only one of these receptors was activated by the SPR peptide and recognized with the same affinity by its mutant homologue LPRWYFYYY from seasonal coronaviruses. This indicates that the presence of the mutation did not affect the strength of the immune response, which may explain why the cross-reactive response to the SPR epitope is so frequent and contributes positively to COVID-19 infection.
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Affiliation(s)
- Yana V Serdyuk
- National Medical Research Center for Hematology, Ministry of Health of the Russian Federation, Moscow, 125167, Russia
| | - Ksenia V Zornikova
- National Medical Research Center for Hematology, Ministry of Health of the Russian Federation, Moscow, 125167, Russia
| | - Dmitry V Dianov
- National Medical Research Center for Hematology, Ministry of Health of the Russian Federation, Moscow, 125167, Russia
| | - Nataliia O Ivanova
- National Medical Research Center for Hematology, Ministry of Health of the Russian Federation, Moscow, 125167, Russia
| | - Vassa D Davydova
- National Medical Research Center for Hematology, Ministry of Health of the Russian Federation, Moscow, 125167, Russia
| | - Ekaterina I Fefelova
- National Medical Research Center for Hematology, Ministry of Health of the Russian Federation, Moscow, 125167, Russia
| | - Tatiana A Nenasheva
- National Medical Research Center for Hematology, Ministry of Health of the Russian Federation, Moscow, 125167, Russia
| | - Saveliy A Sheetikov
- National Medical Research Center for Hematology, Ministry of Health of the Russian Federation, Moscow, 125167, Russia
| | - Apollinariya V Bogolyubova
- National Medical Research Center for Hematology, Ministry of Health of the Russian Federation, Moscow, 125167, Russia.
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Qiu C, Peng B, Xiao C, Chen P, Mao L, Shi X, Zhang Z, Lv Z, Lv Q, Zhang X, Li J, Huang Y, Hu Q, Chen G, Zou X, Liang X. A novel method for identifying SARS-CoV-2 infection mutants via an epitope-specific CD8 + T cell test. BIOSAFETY AND HEALTH 2024; 6:143-152. [PMID: 40078724 PMCID: PMC11894948 DOI: 10.1016/j.bsheal.2024.03.005] [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: 08/16/2023] [Revised: 03/07/2024] [Accepted: 03/14/2024] [Indexed: 03/14/2025] Open
Abstract
Since the outbreak of the coronavirus disease 2019 (COVID-19) epidemic in 2019, the public health system has faced enormous challenges. Tracking the individuals who test positive for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is a key step for interrupting chains of transmission of SARS-CoV-2 and reducing COVID-19-associated mortality. With the increasing of asymptomatic infections, it is difficult to track asymptomatic infections through epidemiological surveys and virus whole-genome sequencing. However, due to the cross-reactivity of neutralizing antibodies produced by multiple virus subtypes, neutralizing antibody detection cannot be used to determine whether an individual has a history of infection with a specific subtype of SARS-CoV-2. We recruited 4 human leukocyte antigen A2 (HLA-A2) infections, 15 individuals who received three doses of inactivated vaccines, and 30 breakthrough infections after vaccination and discussed a case-tracking approach to detect epitope-specific CD8+ T cells in the peripheral blood of close contacts, including accurate HLA typing based on ribonucleic acid (RNA)-sequencing and flow cytometry data and the comparison and characterization of SARS-CoV-2 HLA-A2 and HLA-A24 epitope-specific CD8+ T cells. From individuals who received three doses of inactivated vaccine, we observed that the CD8+ T cell specificity for ancestral epitopes was significantly higher than for mutated epitopes, and the fold change of CD8+ T cells corresponding to mutated epitopes relative to ancestral epitopes was less than 1. The enzyme-linked immunospot (ELISpot) results further validate this result. This study forms a "method for understanding the infection history of SARS-CoV-2 subtypes based on the proportion of epitope-specific CD8+ T cells in the peripheral blood of subjects", covering up to 46 % of the population, including HLA-A2+ and HLA-A24+ donors, providing a novel method for SARS-CoV-2 infected case tracing.
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Affiliation(s)
- Congling Qiu
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Kangtai Biological Vaccine Industry Research Institute/Disease Prevention and Control Institute of Jinan University, Guangzhou 510632, China
| | - Bo Peng
- Shenzhen Center for Disease Control and Prevention, Shenzhen 518020, China
| | - Chanchan Xiao
- Department of Microbiology and Immunology, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou 510632, China
- Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou 510632, China
- The Sixth Affiliated Hospital, Jinan University, Guangzhou 510632, China
| | - Pengfei Chen
- Department of Microbiology and Immunology, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou 510632, China
| | - Lipeng Mao
- Department of Systems Biomedical Sciences, School of Medicine, Jinan University, Guangzhou 510632, China
| | - Xiaolu Shi
- Microbiology Laboratory, Shenzhen Center for Disease Control and Prevention, Shenzhen 518020, China
| | - Zhen Zhang
- Department of Communicable Diseases Control and Prevention, Shenzhen Center for Disease Control and Prevention, Shenzhen 518020, China
| | - Ziquan Lv
- Central Laboratory, Shenzhen Center for Disease Control and Prevention, Shenzhen 518020, China
| | - Qiuying Lv
- Department of Communicable Diseases Control and Prevention, Shenzhen Center for Disease Control and Prevention, Shenzhen 518020, China
| | - Xiaomin Zhang
- Microbiology Laboratory, Shenzhen Center for Disease Control and Prevention, Shenzhen 518020, China
| | - Jiaxin Li
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Kangtai Biological Vaccine Industry Research Institute/Disease Prevention and Control Institute of Jinan University, Guangzhou 510632, China
| | - Yanhao Huang
- Department of Microbiology and Immunology, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou 510632, China
| | - Qinghua Hu
- Shenzhen Center for Disease Control and Prevention, Shenzhen 518020, China
| | - Guobing Chen
- Department of Microbiology and Immunology, Institute of Geriatric Immunology, School of Medicine, Jinan University, Guangzhou 510632, China
- Key Laboratory of Viral Pathogenesis & Infection Prevention and Control (Jinan University), Ministry of Education, Guangzhou 510632, China
- The Sixth Affiliated Hospital, Jinan University, Guangzhou 510632, China
| | - Xuan Zou
- Shenzhen Center for Disease Control and Prevention, Shenzhen 518020, China
| | - Xiaofeng Liang
- Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Kangtai Biological Vaccine Industry Research Institute/Disease Prevention and Control Institute of Jinan University, Guangzhou 510632, China
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7
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Shkurnikov MY, Tonevitskaya SA, Stepanova EV, Slobodov SA. Immunocompetent Mice As a Model for Preclinical Studies of mRNA Vaccine Immunogenicity. DOKL BIOCHEM BIOPHYS 2023; 512:266-269. [PMID: 38093128 PMCID: PMC10719129 DOI: 10.1134/s160767292370045x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Revised: 06/21/2023] [Accepted: 06/22/2023] [Indexed: 12/17/2023]
Abstract
Conducting preclinical studies of mRNA vaccines is complicated by the lack of relevant animal models of the human immune system. Immunocompetent mice are widely used in biomedical research. However, critical differences in the genetics and immune system of mice and humans prevent the study of unique human immune responses in mice. Within the framework of this work, the possibility of modeling the cytotoxic T-cell response to mRNA vaccines encoding the S-protein of the SARS-CoV-2 virus was investigated. High-affinity peptides from S-protein were analyzed for the most frequent allelic variants of human MHC-I, two immunocompetent mouse lines (C57BL/6, BALB/c) and an outbred mouse model of IRC. The results of computer modeling have shown that mouse models can be used in preclinical studies of mRNA vaccines against SARS-CoV-2. Mouse MHC-I is able to present virus peptides that are highly affine for human MHC-I. Moreover, the immunogenicity of some of them has already been confirmed by examining blood samples from patients who have had COVID-19.
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Affiliation(s)
- M Yu Shkurnikov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia.
| | - S A Tonevitskaya
- Faculty of Biology and Biotechnology, HSE University, Moscow, Russia
| | - E V Stepanova
- Faculty of Biology and Biotechnology, HSE University, Moscow, Russia
| | - S A Slobodov
- Faculty of Biology and Biotechnology, HSE University, Moscow, Russia
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8
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Wolday D, Fung CYJ, Morgan G, Casalino S, Frangione E, Taher J, Lerner-Ellis JP. HLA Variation and SARS-CoV-2 Specific Antibody Response. Viruses 2023; 15:906. [PMID: 37112884 PMCID: PMC10143129 DOI: 10.3390/v15040906] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 03/29/2023] [Accepted: 03/29/2023] [Indexed: 04/03/2023] Open
Abstract
Differences in SARS-CoV-2-specific immune responses have been observed between individuals following natural infection or vaccination. In addition to already known factors, such as age, sex, COVID-19 severity, comorbidity, vaccination status, hybrid immunity, and duration of infection, inter-individual variations in SARS-CoV-2 immune responses may, in part, be explained by structural differences brought about by genetic variation in the human leukocyte antigen (HLA) molecules responsible for the presentation of SARS-CoV-2 antigens to T effector cells. While dendritic cells present peptides with HLA class I molecules to CD8+ T cells to induce cytotoxic T lymphocyte responses (CTLs), they present peptides with HLA class II molecules to T follicular helper cells to induce B cell differentiation followed by memory B cell and plasma cell maturation. Plasma cells then produce SARS-CoV-2-specific antibodies. Here, we review published data linking HLA genetic variation or polymorphisms with differences in SARS-CoV-2-specific antibody responses. While there is evidence that heterogeneity in antibody response might be related to HLA variation, there are conflicting findings due in part to differences in study designs. We provide insight into why more research is needed in this area. Elucidating the genetic basis of variability in the SARS-CoV-2 immune response will help to optimize diagnostic tools and lead to the development of new vaccines and therapeutics against SARS-CoV-2 and other infectious diseases.
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Affiliation(s)
- Dawit Wolday
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Sinai Health, Toronto, ON M5G 1Z5, Canada; (C.Y.J.F.); (G.M.); (S.C.); (E.F.); (J.T.)
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, ON M5G 1Z5, Canada
| | - Chun Yiu Jordan Fung
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Sinai Health, Toronto, ON M5G 1Z5, Canada; (C.Y.J.F.); (G.M.); (S.C.); (E.F.); (J.T.)
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, ON M5G 1Z5, Canada
| | - Gregory Morgan
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Sinai Health, Toronto, ON M5G 1Z5, Canada; (C.Y.J.F.); (G.M.); (S.C.); (E.F.); (J.T.)
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, ON M5G 1Z5, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1Z5, Canada
| | - Selina Casalino
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Sinai Health, Toronto, ON M5G 1Z5, Canada; (C.Y.J.F.); (G.M.); (S.C.); (E.F.); (J.T.)
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, ON M5G 1Z5, Canada
| | - Erika Frangione
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Sinai Health, Toronto, ON M5G 1Z5, Canada; (C.Y.J.F.); (G.M.); (S.C.); (E.F.); (J.T.)
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, ON M5G 1Z5, Canada
| | - Jennifer Taher
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Sinai Health, Toronto, ON M5G 1Z5, Canada; (C.Y.J.F.); (G.M.); (S.C.); (E.F.); (J.T.)
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1Z5, Canada
| | - Jordan P. Lerner-Ellis
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Sinai Health, Toronto, ON M5G 1Z5, Canada; (C.Y.J.F.); (G.M.); (S.C.); (E.F.); (J.T.)
- Lunenfeld-Tanenbaum Research Institute, Sinai Health, Toronto, ON M5G 1Z5, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5G 1Z5, Canada
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Yang G, Wang J, Sun P, Qin J, Yang X, Chen D, Zhang Y, Zhong N, Wang Z. SARS-CoV-2 epitope-specific T cells: Immunity response feature, TCR repertoire characteristics and cross-reactivity. Front Immunol 2023; 14:1146196. [PMID: 36969254 PMCID: PMC10036809 DOI: 10.3389/fimmu.2023.1146196] [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: 01/17/2023] [Accepted: 03/01/2023] [Indexed: 03/12/2023] Open
Abstract
The devastating COVID-19 pandemic caused by SARS-CoV-2 and multiple variants or subvariants remains an ongoing global challenge. SARS-CoV-2-specific T cell responses play a critical role in early virus clearance, disease severity control, limiting the viral transmission and underpinning COVID-19 vaccine efficacy. Studies estimated broad and robust T cell responses in each individual recognized at least 30 to 40 SARS-CoV-2 antigen epitopes and associated with COVID-19 clinical outcome. Several key immunodominant viral proteome epitopes, including S protein- and non-S protein-derived epitopes, may primarily induce potent and long-lasting antiviral protective effects. In this review, we summarized the immune response features of immunodominant epitope-specific T cells targeting different SRAS-CoV-2 proteome structures after infection and vaccination, including abundance, magnitude, frequency, phenotypic features and response kinetics. Further, we analyzed the epitopes immunodominance hierarchy in combination with multiple epitope-specific T cell attributes and TCR repertoires characteristics, and discussed the significant implications of cross-reactive T cells toward HCoVs, SRAS-CoV-2 and variants of concern, especially Omicron. This review may be essential for mapping the landscape of T cell responses toward SARS-CoV-2 and optimizing the current vaccine strategy.
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Affiliation(s)
- Gang Yang
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
- Guangzhou Laboratory, Guangzhou, China
- Department of Pulmonary and Critical Care Medicine, The First People’s Hospital of Yunnan Province, Kunming, China
| | - Junxiang Wang
- State Key Laboratory of Respiratory Disease & National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Ping Sun
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Jian Qin
- Department of Pulmonary and Critical Care Medicine, The First People’s Hospital of Yunnan Province, Kunming, China
| | - Xiaoyun Yang
- Guangzhou Laboratory, Guangzhou, China
- State Key Laboratory of Respiratory Disease & National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Daxiang Chen
- Guangzhou Laboratory, Guangzhou, China
- State Key Laboratory of Respiratory Disease & National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Yunhui Zhang
- Department of Pulmonary and Critical Care Medicine, The First People’s Hospital of Yunnan Province, Kunming, China
| | - Nanshan Zhong
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
- Guangzhou Laboratory, Guangzhou, China
- State Key Laboratory of Respiratory Disease & National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
| | - Zhongfang Wang
- Guangzhou Laboratory, Guangzhou, China
- State Key Laboratory of Respiratory Disease & National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China
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Jin X, Liu X, Shen C. A systemic review of T-cell epitopes defined from the proteome of SARS-CoV-2. Virus Res 2023; 324:199024. [PMID: 36526016 PMCID: PMC9757803 DOI: 10.1016/j.virusres.2022.199024] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 12/10/2022] [Accepted: 12/12/2022] [Indexed: 12/15/2022]
Abstract
Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) infection remains in a global pandemic, and no eradicative therapy is currently available. Host T cells have been shown to play a crucial role in the antiviral immune protection and pathology in Coronavirus disease 2019 (COVID-19) patients; thus, identifying sufficient T-cell epitopes from the SARS-CoV-2 proteome can contribute greatly to the development of T-cell epitope vaccines and the precise evaluation of host SARS-CoV-2-specific cellular immunity. This review presents a comprehensive map of T-cell epitopes functionally validated from SARS-CoV-2 antigens, the human leukocyte antigen (HLA) supertypes to present these epitopes, and the strategies to screen and identify T-cell epitopes. To the best of our knowledge, a total of 1349 CD8+ T-cell epitopes and 790 CD4+ T-cell epitopes have been defined by functional experiments thus far, but most are presented by approximately twenty common HLA supertypes, such as HLA-A0201, A2402, B0702, DR15, DR7 and DR11 molecules, and 74-80% of the T-cell epitopes are derived from S protein and nonstructural protein. These data provide useful insight into the development of vaccines and specific T-cell detection systems. However, the currently defined T-cell epitope repertoire cannot cover the HLA polymorphism of major populations in an indicated geographic region. More research is needed to depict an overall landscape of T-cell epitopes, which covers the overall SARS-CoV-2 proteome and global patients.
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Affiliation(s)
- Xiaoxiao Jin
- Northern Jiangsu People's Hospital, Yangzhou, Jiangsu, China 225002; Department of Microbiology and Immunology, Medical School of Southeast University, Nanjing, Jiangsu, China 210009
| | - Xiaotao Liu
- Department of Microbiology and Immunology, Medical School of Southeast University, Nanjing, Jiangsu, China 210009
| | - Chuanlai Shen
- Department of Microbiology and Immunology, Medical School of Southeast University, Nanjing, Jiangsu, China 210009.
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11
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Chen LC, Nersisyan S, Wu CJ, Chang CM, Tonevitsky A, Guo CL, Chang WC. On the peptide binding affinity changes in population-specific HLA repertoires to the SARS-CoV-2 variants Delta and Omicron. J Autoimmun 2022; 133:102952. [PMID: 36427410 PMCID: PMC9650568 DOI: 10.1016/j.jaut.2022.102952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 11/05/2022] [Accepted: 11/06/2022] [Indexed: 11/13/2022]
Abstract
OBJECTIVE To investigate the changes of Spike protein-HLA binding affinity profiles between the Wuhan strain and two dominant variants, the Delta and the Omicron strains, among the Taiwanese, the British and the Russian populations. METHODS The HLA frequencies and the HLA-peptide binding affinity profiles in the T-CoV database were combined to conduct the study. We focused on the public alleles in the three populations (HLA-A, HLA-B, HLA-C, HLA-DRB1, and/or HLA-DPA1/DPB1 alleles) and the altered peptides of the spike protein (compared to the Wuhan strain) in the Delta G/478K·V1 (B.1.617.2 + AY.1 + AY.2) and the Omicron (BA.1) strains. RESULTS For the Delta strain, tight bindings of the altered peptides to the HLA alleles decrease in all three populations and almost vanish in the Taiwanese population. For the Omicron strain, tight bindings are mostly preserved for both HLA classes and in the Taiwanese and the British populations, with a slight reduction in HLA class II in the Taiwanese (1.4%), while the Russian population preserves a relatively high fraction of tight bindings for both HLA classes. CONCLUSION We comprehensively reported the changes in the HLA-associated SARS-CoV-2 Spike protein peptide binding profiles among the Taiwanese, the British, and the Russian populations. Further studies are needed to understand the immunological mechanisms and the clinical value of our findings.
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Affiliation(s)
- Lu-Chun Chen
- Department of Clinical Pharmacy, School of Pharmacy, Taipei Medical University, Taipei, Taiwan
| | - Stepan Nersisyan
- Faculty of Biology and Biotechnology, HSE University, Moscow, Russia,Institute of Molecular Biology, The National Academy of Sciences of the Republic of Armenia, Yerevan, Armenia,Armenian Bioinformatics Institute (ABI), Yerevan, Armenia
| | - Chang-Jiun Wu
- Department of Genomic Medicine, University of Texas, MD Anderson Cancer Center. Houston Texas, USA
| | - Che-Mai Chang
- Department of Clinical Pharmacy, School of Pharmacy, Taipei Medical University, Taipei, Taiwan
| | - Alexander Tonevitsky
- Faculty of Biology and Biotechnology, HSE University, Moscow, Russia,Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
| | - Chin-Lin Guo
- Institute of Physics, Academia Sinica, Taipei, Taiwan,Corresponding author. Institute of Physics, Academia Sinica, No. 128, Sec. 2, Academia Rd., Nangang Dist., Taipei City 115201, Taiwan. Tel.: (886) 988545414
| | - Wei-Chiao Chang
- Department of Clinical Pharmacy, School of Pharmacy, Taipei Medical University, Taipei, Taiwan,Department of Medical Education and Research, Integrative Research Center for Critical Care, Wan fang Hospital, Taipei Medical University, Taipei, Taiwan,Master Program in Clinical Genomics and Proteomics, School of Pharmacy, Taipei Medical University, Taipei, Taiwan,Department of Pharmacy, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan,Corresponding author. Department of Clinical Pharmacy, School of Pharmacy, Taipei Medical University, No. 250 Wuxing St., Xinyi Dist., Taipei City 110, Taiwan. Tel.: (886) 928121979
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12
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Effectiveness of Booster Doses of the SARS-CoV-2 Inactivated Vaccine KCONVAC against the Mutant Strains. Viruses 2022; 14:v14092016. [PMID: 36146822 PMCID: PMC9503905 DOI: 10.3390/v14092016] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Revised: 09/06/2022] [Accepted: 09/06/2022] [Indexed: 11/26/2022] Open
Abstract
As the COVID-19 epidemic progresses with the emergence of different SARS-CoV-2 variants, it is important to know the effectiveness of inactivated SARS-CoV-2 vaccines against the variants. To maximize efficiency, a third boost injection of the high-dose SARS-CoV-2 inactivated vaccine KCONVAC was selected for investigation. In addition to the ancestral strain, KCONVAC boost vaccination induced neutralizing antibodies and antigen-specific CD8 T cells to recognize several variants, including B.1.617.2 (Delta), B.1.1.529 (Omicron), B.1.1.7 (Alpha), B.1.351 (Beta), P.3, B.1.526.1 (Lota), B.1.526.2, B.1.618, and B.1.617.3. Both humoral and cellular immunity against variants were lower than those of ancestral variants but continued to increase from day 0 to day 7 to day 50 after boost vaccination. Fifty days post-boost, the KCONVAC-vaccinated CD8 T-cell level reached 1.23-, 2.59-, 2.53-, and 1.01-fold that of convalescents against ancestral, Delta, Omicron and other SARS-CoV-2 variants, respectively. Our data demonstrate the importance of KCONVAC boosters to broaden both humoral and cellular immune responses against SARS-CoV-2 variants.
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Nersisyan S, Zhiyanov A, Zakharova M, Ishina I, Kurbatskaia I, Mamedov A, Galatenko A, Shkurnikov M, Gabibov A, Tonevitsky A. Alterations in SARS-CoV-2 Omicron and Delta peptides presentation by HLA molecules. PeerJ 2022; 10:e13354. [PMID: 35502206 PMCID: PMC9055995 DOI: 10.7717/peerj.13354] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 04/08/2022] [Indexed: 01/15/2023] Open
Abstract
The T-cell immune response is a major determinant of effective SARS-CoV-2 clearance. Here, using the recently developed T-CoV bioinformatics pipeline (https://t-cov.hse.ru) we analyzed the peculiarities of the viral peptide presentation for the Omicron, Delta and Wuhan variants of SARS-CoV-2. First, we showed the absence of significant differences in the presentation of SARS-CoV-2-derived peptides by the most frequent HLA class I/II alleles and the corresponding HLA haplotypes. Then, the analysis was limited to the set of peptides originating from the Spike proteins of the considered SARS-CoV-2 variants. The major finding was the destructive effect of the Omicron mutations on PINLVRDLPQGFSAL peptide, which was the only tight binder from the Spike protein for HLA-DRB1*03:01 allele and some associated haplotypes. Specifically, we predicted a dramatical decline in binding affinity of HLA-DRB1*03:01 and this peptide both because of the Omicron BA.1 mutations (N211 deletion, L212I substitution and EPE 212-214 insertion) and the Omicron BA.2 mutations (V213G substitution). The computational prediction was experimentally validated by ELISA with the use of corresponding thioredoxin-fused peptides and recombinant HLA-DR molecules. Another finding was the significant reduction in the number of tightly binding Spike peptides for HLA-B*07:02 HLA class I allele (both for Omicron and Delta variants). Overall, the majority of HLA alleles and haplotypes was not significantly affected by the mutations, suggesting the maintenance of effective T-cell immunity against the Omicron and Delta variants. Finally, we introduced the Omicron variant to T-CoV portal and added the functionality of haplotype-level analysis to it.
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Affiliation(s)
- Stepan Nersisyan
- Faculty of Biology and Biotechnology, HSE University, Moscow, Russia,Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia,Institute of Molecular Biology, The National Academy of Sciences of the Republic of Armenia, Yerevan, Armenia,Armenian Bioinformatics Institute (ABI), Yerevan, Armenia
| | - Anton Zhiyanov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
| | - Maria Zakharova
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
| | - Irina Ishina
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
| | - Inna Kurbatskaia
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
| | - Azad Mamedov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
| | - Alexei Galatenko
- Faculty of Biology and Biotechnology, HSE University, Moscow, Russia,Faculty of Mechanics and Mathematics, Lomonosov Moscow State University, Moscow, Russia
| | - Maxim Shkurnikov
- Faculty of Biology and Biotechnology, HSE University, Moscow, Russia
| | - Alexander Gabibov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
| | - Alexander Tonevitsky
- Faculty of Biology and Biotechnology, HSE University, Moscow, Russia,Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia,Art Photonics GmbH, Berlin, Germany
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