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Mruthyunjaya P, Ahmed S, Botabekova A, Baimukhamedov C, Zimba O. Late-onset Systemic Lupus Erythematosus. Rheumatol Int 2025; 45:29. [PMID: 39812833 DOI: 10.1007/s00296-024-05784-1] [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: 11/13/2024] [Accepted: 12/31/2024] [Indexed: 01/16/2025]
Abstract
Systemic lupus erythematosus (SLE) is a multisystem autoimmune rheumatic disease (ARD) that results from the dysregulation of multiple innate and adaptive immune pathways. Late-onset SLE (Lo-SLE) is the term used when the disease is first diagnosed after 50-65 years, though the standard age cut-off remains undefined. Defining "late-onset" as lupus with onset after 50 years is more biologically plausible as this roughly corresponds to the age of menopause. Lo-SLE comprises nearly 20% of all cases of lupus. With advancing age, the female predominance of lupus declines to nearly 4:1 to even 1.1:1. The natural history of the disease varies, with lesser major organ involvement like nephritis but higher damage accrual. The latter is possibly owed to the atypical presentation and hesitation among physicians to diagnose SLE at this age, a diagnostic delay with late treatment initiation may accelerate the damage accrual. Multimorbidity is a central issue in these patients, which includes osteoporosis, sarcopenia, accelerated atherosclerosis in the background of existing dyslipidemia, diabetes mellitus, major depression, hypertension, coronary artery disease and other thrombotic events.With the rising ages of populations worldwide, awareness about late-onset lupus is paramount, especially due to the associated diagnostic delays and higher overlap with Sjogren's disease. Also, pharmacotherapeutics must be optimized considering factors associated with ageing like declining glomerular filtration rate (GFR), sarcopenia, osteoporosis, and the associated comorbidities. Measures to minimize the exposure to long-term exposure to high-dose steroids are crucial. Beyond this, it is of essence to adopt non-pharmacological interventions as an adjunct to traditional immunosuppression to improve pain, fatigue, depression, and anxiety, improve cardiovascular health and overall better quality of life with favourable long-term outcomes.
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Affiliation(s)
- Prakashini Mruthyunjaya
- Department of Clinical Immunology and Rheumatology, Kalinga Institute of Medical Sciences, KIIT University, Bhubaneswar, 751024, India.
| | - Sakir Ahmed
- Department of Clinical Immunology and Rheumatology, Kalinga Institute of Medical Sciences, KIIT University, Bhubaneswar, 751024, India
| | - Aliya Botabekova
- Department of General Practice N2, South Kazakhstan Medical Academy, Shymkent, Kazakhstan
- Shymkent Medical Centre of Joint Diseases, Shymkent, Kazakhstan
| | - Chokan Baimukhamedov
- Department of General Practice N2, South Kazakhstan Medical Academy, Shymkent, Kazakhstan
- Shymkent Medical Centre of Joint Diseases, Shymkent, Kazakhstan
| | - Olena Zimba
- Department of Rheumatology, Immunology and Internal Medicine, University Hospital in Kraków, Kraków, Poland
- National Institute of Geriatrics, Rheumatology and Rehabilitation, Warsaw, Poland
- Department of Internal Medicine N2, Danylo Halytsky Lviv National Medical University, Lviv, Ukraine
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Li X, Zhu H, Xu P, Zhang J, Wang Z, He H, Shen F, Jiang Y, Shen L, Xiang J, Yang L, Yang C, Jiang H, Gao G, Jin J, Shen H, Wang Y, Wu L, Qian C, Liu D, Qiu W, Li Q, Chen Y, Lin F, Liu Y. A comprehensive immune repertoire signature distinguishes pulmonary infiltration in SARS-CoV-2 Omicron variant infection. Front Immunol 2024; 15:1486352. [PMID: 39742285 PMCID: PMC11685115 DOI: 10.3389/fimmu.2024.1486352] [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: 08/26/2024] [Accepted: 11/27/2024] [Indexed: 01/03/2025] Open
Abstract
Introduction The coronavirus disease 2019 (COVID-19) global pandemic has been the most severe public health emergency since 2019. Currently, the Omicron variant of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has been the most dominant. The most prominent symptom of SARS-CoV-2 infection is respiratory. Meanwhile, the fatality of COVID-19 was mainly from pneumonia. However ,in patients with SARS-CoV-2 infection who have pneumonia and those who do not, the differences in the immune repertoire still require further investigation. Methods We conducted seven-chain adaptome immune repertoire analyses on patients with SARS-CoV-2 Omicron infection, both with and without pulmonary infiltration. Results Patients with pulmonary infiltration exhibit lymphopenia, a decreased proportion of the overall TCR repertoire alongside an increased BCR repertoire, reduced IGHD and IGHM isotype expression, a shorter mean CDR3 length for TRG, and a longer mean length for TRD, as well as diminished clonality and diversity in the TCR/BCR repertoire. Meanwhile, patients with pulmonary infiltration have distinct V-J gene usage and unique CDR3 signature, as well as BCR class switch recombination pattern. Finally, prior vaccination triggered less BCR IGHM/IGHD somatic hypermutation response, preserved the diversity of the entire adaptive immune repertoire, and provided clinical protection against severe or critical conditions following Omicron infection. Discussion We report a unique, comprehensive adaptive immune system signature in patients with pulmonary infiltration, which may serve as potential immunological biomarkers and therapeutic targets.
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Affiliation(s)
- Xuechuan Li
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Hongyi Zhu
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Peipei Xu
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Jie Zhang
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Zhe Wang
- Tilcure Biotherapeutics, Shanghai, China
| | - Hui He
- Department of Training Department, China Medical University Benxi Central Hospital Postgraduate Training Workstation, Shanghai, China
| | - Fang Shen
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Yi Jiang
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Lijuan Shen
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Jing Xiang
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Linhua Yang
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Chao Yang
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Hao Jiang
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Ganglong Gao
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Junshuo Jin
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Huojian Shen
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Yinping Wang
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Linshi Wu
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Changlin Qian
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Dejun Liu
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Weiqing Qiu
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Qiwei Li
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Yuanwen Chen
- Department of Biliary-Pancreatic Surgery, Renji Hospital Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, China
| | - Fujun Lin
- Renal Division, Department of Internal Medicine, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yun Liu
- Shanghai Cancer Institute, Shanghai, China
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He X, Wen X, He PM, Liang D, Yang L, Ran Y, Zhang Z. Diminished Diversities and Clonally Expanded Sequences of T-Cell Receptors in Patients with Chronic Spontaneous Urticaria. Immunotargets Ther 2024; 13:661-671. [PMID: 39659518 PMCID: PMC11628316 DOI: 10.2147/itt.s481361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Accepted: 11/15/2024] [Indexed: 12/12/2024] Open
Abstract
Objective Studies establish a link between autoimmune factors and chronic spontaneous urticaria (CSU). T cells are crucial in immune-mediated diseases like CSU, and T-cell receptor (TCR) diversity could be pivotal in autoimmune responses. The clinical relevance of TCR variations in CSU is unknown, but understanding them may offer insights into CSU's pathogenesis and treatment. Methods This cross-sectional study included 132 chronic urticaria (CU) patients versus 100 age-matched healthy donors (HD), with subgroup analyses on CU type, angioedema, allergic comorbidities, and anti-IgE therapy efficacy. Peripheral TCRβ repertoires were analyzed by high-throughput sequencing. Results CSU patients showed reduced TCR diversity (lower D50) and increased large clone proportions than HD. Moreover, TCR diversity in CSU patients was significantly lower than in those with Chronic Inducible Urticaria (ClndU). There were also differences in variable (V) and joining (J) gene usage between CU and HD groups as well as CSU and ClndU groups. However, in subgroup analyses regarding angioedema, allergic comorbidities, and the efficacy of anti-IgE treatment, no significant differences were found in TCR diversity or large TCRβ clones. Notably, patients with treatment relapse or poor response to anti-IgE therapy had a higher proportion of positively charged CDR3. Additionally, age affected TCR diversity, but TIgE value, EOS counts, CU duration, and UAS7 score did not associate significantly with D50. Conclusion CSU patients exhibit reduced TCR diversity and increased large clone proportions, indicating abnormal T cell activation. The TCR diversity differences and distinct V and J gene usage between CSU and ClndU may indicate different mechanisms in T lymphocyte-associated immune responses for these two subtypes of CU. The higher positive charge in CDR3 of relapsed or poorly responsive patients to anti-IGE treatment may indicate more antigen charge involvement. These findings provide new insights into the pathogenesis of CSU and potential future treatments.
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Affiliation(s)
- Xian He
- Department of Dermatovenereology, West China Hospital, Sichuan University, Chengdu, People’s Republic of China
- Department of Allergy, Chengdu First People’s Hospital, Chengdu, People’s Republic of China
| | - Xueping Wen
- Chengdu ExAb Biotechnology, LTD, Chengdu, People’s Republic of China
| | - Peng Ming He
- Chengdu ExAb Biotechnology, LTD, Chengdu, People’s Republic of China
| | - Dan Liang
- Department of Allergy, Chengdu First People’s Hospital, Chengdu, People’s Republic of China
| | - Lihong Yang
- Department of Allergy, Chengdu First People’s Hospital, Chengdu, People’s Republic of China
| | - Yuping Ran
- Department of Dermatovenereology, West China Hospital, Sichuan University, Chengdu, People’s Republic of China
| | - Zhixin Zhang
- Chengdu ExAb Biotechnology, LTD, Chengdu, People’s Republic of China
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Zhou D, Luo Y, Ma Q, Xu Y, Yao X. The characteristics of TCR CDR3 repertoire in COVID-19 patients and SARS-CoV-2 vaccine recipients. Virulence 2024; 15:2421987. [PMID: 39468707 PMCID: PMC11540089 DOI: 10.1080/21505594.2024.2421987] [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: 08/08/2024] [Revised: 09/28/2024] [Accepted: 10/22/2024] [Indexed: 10/30/2024] Open
Abstract
The COVID-19 pandemic and large-scale administration of multiple SARS-CoV-2 vaccines have attracted global attention to the short-term and long-term effects on the human immune system. An analysis of the "traces" left by the body's T-cell immune response is needed, especially for the prevention and treatment of breakthrough infections and long COVID-19 and severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variant infections. T-cell receptor complementarity determining region 3 (TCR CDR3) repertoire serves as a target molecule for monitoring the effects, mechanisms, and memory of the T-cell response. Furthermore, it has been extensively applied in the elucidation of the infectious mechanism and vaccine refinement of hepatitis B virus (HBV), influenza virus, human immunodeficiency virus (HIV), and SARS-CoV. Laboratories worldwide have utilized high-throughput sequencing (HTS) and scTCR-seq to characterize, share, and apply the TCR CDR3 repertoire in COVID-19 patients and SARS-CoV-2 vaccine recipients. This article focuses on the comparative analysis of the diversity, clonality, V&J gene usage and pairing, CDR3 length, shared CDR3 sequences or motifs, and other characteristics of TCR CDR3 repertoire. These findings provide molecular targets for evaluating T-cell response effects and short-term and long-term impacts on the adaptive immune system following SARS-CoV-2 infection or vaccination and establish a comparative archive of T-cell response "traces."
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Affiliation(s)
- Dewei Zhou
- Department of Immunology, Center of Immunomolecular Engineering, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, China
- Department of Clinical Laboratory, The First People’s Hospital of Zunyi (The Third Affiliated Hospital of Zunyi Medical University), Zunyi, China
| | - Yan Luo
- Department of Immunology, Center of Immunomolecular Engineering, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, China
| | - Qingqing Ma
- Department of Central Laboratory, Guizhou Aerospace Hospital, Zunyi, China
| | - Yuanyuan Xu
- Department of Immunology, Center of Immunomolecular Engineering, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, China
| | - Xinsheng Yao
- Department of Immunology, Center of Immunomolecular Engineering, Innovation & Practice Base for Graduate Students Education, Zunyi Medical University, Zunyi, China
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Yu Y, Lin K, Wu H, Hu M, Yang X, Wang J, Grillari J, Chen J. Targeting senescent cells in aging and COVID-19: from cellular mechanisms to therapeutic opportunities. CELL REGENERATION (LONDON, ENGLAND) 2024; 13:20. [PMID: 39358480 PMCID: PMC11447201 DOI: 10.1186/s13619-024-00201-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Accepted: 09/10/2024] [Indexed: 10/04/2024]
Abstract
The COVID-19 pandemic has caused a global health crisis and significant social economic burden. While most individuals experience mild or non-specific symptoms, elderly individuals are at a higher risk of developing severe symptoms and life-threatening complications. Exploring the key factors associated with clinical severity highlights that key characteristics of aging, such as cellular senescence, immune dysregulation, metabolic alterations, and impaired regenerative potential, contribute to disruption of tissue homeostasis of the lung and worse clinical outcome. Senolytic and senomorphic drugs, which are anti-aging treatments designed to eliminate senescent cells or decrease the associated phenotypes, have shown promise in alleviating age-related dysfunctions and offer a novel approach to treating diseases that share certain aspects of underlying mechanisms with aging, including COVID-19. This review summarizes the current understanding of aging in COVID-19 progression, and highlights recent findings on anti-aging drugs that could be repurposed for COVID-19 treatment to complement existing therapies.
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Affiliation(s)
- Yuan Yu
- Center for Cell Lineage and Atlas, Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangdong-Hong Kong Joint Laboratory for Stem Cell and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Kaixuan Lin
- Center for Cell Lineage and Atlas, Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangdong-Hong Kong Joint Laboratory for Stem Cell and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China.
| | - Haoyu Wu
- Center for Cell Lineage and Atlas, Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangdong-Hong Kong Joint Laboratory for Stem Cell and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Mingli Hu
- Center for Cell Lineage and Atlas, Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangdong-Hong Kong Joint Laboratory for Stem Cell and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, 510405, China
| | - Xuejie Yang
- Center for Cell Lineage and Atlas, Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangdong-Hong Kong Joint Laboratory for Stem Cell and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Jie Wang
- Center for Cell Lineage and Atlas, Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangdong-Hong Kong Joint Laboratory for Stem Cell and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Johannes Grillari
- Austrian Cluster for Tissue Regeneration, Vienna, Austria
- Institute of Molecular Biotechnology, BOKU University, Vienna, Austria
- Ludwig Boltzmann Institute for Traumatology, The Research Center in Cooperation With AUVA, 1200, Vienna, Austria
| | - Jiekai Chen
- Center for Cell Lineage and Atlas, Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangdong-Hong Kong Joint Laboratory for Stem Cell and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China.
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6
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Marín-Benesiu F, Chica-Redecillas L, Arenas-Rodríguez V, de Santiago E, Martínez-Diz S, López-Torres G, Cortés-Valverde AI, Romero-Cachinero C, Entrala-Bernal C, Fernandez-Rosado FJ, Martínez-González LJ, Alvarez-Cubero MJ. The T-cell repertoire of Spanish patients with COVID-19 as a strategy to link T-cell characteristics to the severity of the disease. Hum Genomics 2024; 18:94. [PMID: 39227859 PMCID: PMC11373388 DOI: 10.1186/s40246-024-00654-0] [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: 04/22/2024] [Accepted: 08/06/2024] [Indexed: 09/05/2024] Open
Abstract
BACKGROUND The architecture and dynamics of T cell populations are critical in orchestrating the immune response to SARS-CoV-2. In our study, we used T Cell Receptor sequencing (TCRseq) to investigate TCR repertoires in 173 post-infection COVID-19 patients. METHODS The cohort included 98 mild and 75 severe cases with a median age of 53. We amplified and sequenced the TCR β chain Complementary Determining Region 3 (CDR3b) and performed bioinformatic analyses to assess repertoire diversity, clonality, and V/J allelic usage between age, sex and severity groups. CDR3b amino acid sequence inference was performed by clustering structural motifs and filtering validated reactive CDR3b to COVID-19. RESULTS Our results revealed a pronounced decrease in diversity and an increase in clonal expansion in the TCR repertoires of severe COVID-19 patients younger than 55 years old. These results reflect the observed trends in patients older than 55 years old (both mild and severe). In addition, we identified a significant reduction in the usage of key V alleles (TRBV14, TRBV19, TRBV15 and TRBV6-4) associated with disease severity. Notably, severe patients under 55 years old had allelic patterns that resemble those over 55 years old, accompanied by a skewed frequency of COVID-19-related motifs. CONCLUSIONS Present results suggest that severe patients younger than 55 may have a compromised TCR repertoire contributing to a worse disease outcome.
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MESH Headings
- Humans
- COVID-19/genetics
- COVID-19/immunology
- COVID-19/virology
- Male
- Middle Aged
- Female
- SARS-CoV-2/immunology
- SARS-CoV-2/genetics
- SARS-CoV-2/pathogenicity
- Severity of Illness Index
- Adult
- Aged
- Complementarity Determining Regions/genetics
- Complementarity Determining Regions/immunology
- Spain
- T-Lymphocytes/immunology
- Receptors, Antigen, T-Cell, alpha-beta/genetics
- Receptors, Antigen, T-Cell, alpha-beta/immunology
- Receptors, Antigen, T-Cell/genetics
- Receptors, Antigen, T-Cell/immunology
- Alleles
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Affiliation(s)
- Fernando Marín-Benesiu
- Department of Biochemistry, Molecular Biology III and Inmunology, Faculty of Medicine, University of Granada, Parque Tecnológico de la Salud, Avd. de la Investigación nº 11, Tower C. 11th floor, Granada, 18071, Spain
- Centre for Genomics and Oncological Research: Pfizer, Andalusian Regional Government, GENYO, University of Granada, Parque Tecnológico de la Salud, Granada, Spain
| | - Lucia Chica-Redecillas
- Department of Biochemistry, Molecular Biology III and Inmunology, Faculty of Medicine, University of Granada, Parque Tecnológico de la Salud, Avd. de la Investigación nº 11, Tower C. 11th floor, Granada, 18071, Spain
- Centre for Genomics and Oncological Research: Pfizer, Andalusian Regional Government, GENYO, University of Granada, Parque Tecnológico de la Salud, Granada, Spain
| | - Verónica Arenas-Rodríguez
- Centre for Genomics and Oncological Research: Pfizer, Andalusian Regional Government, GENYO, University of Granada, Parque Tecnológico de la Salud, Granada, Spain
| | - Esperanza de Santiago
- Centre for Genomics and Oncological Research: Pfizer, Andalusian Regional Government, GENYO, University of Granada, Parque Tecnológico de la Salud, Granada, Spain
| | - Silvia Martínez-Diz
- Preventive Medicine and Public Health Service, Hospital Universitario Clínico San Cecilio, Granada, Spain
| | | | | | | | - Carmen Entrala-Bernal
- LORGEN G.P, Ciencias de la Salud - Business Innovation Centre (BIC), Granada, PT, Spain
| | | | - Luis Javier Martínez-González
- Department of Biochemistry, Molecular Biology III and Inmunology, Faculty of Medicine, University of Granada, Parque Tecnológico de la Salud, Avd. de la Investigación nº 11, Tower C. 11th floor, Granada, 18071, Spain.
- Centre for Genomics and Oncological Research: Pfizer, Andalusian Regional Government, GENYO, University of Granada, Parque Tecnológico de la Salud, Granada, Spain.
| | - Maria Jesus Alvarez-Cubero
- Department of Biochemistry, Molecular Biology III and Inmunology, Faculty of Medicine, University of Granada, Parque Tecnológico de la Salud, Avd. de la Investigación nº 11, Tower C. 11th floor, Granada, 18071, Spain
- Centre for Genomics and Oncological Research: Pfizer, Andalusian Regional Government, GENYO, University of Granada, Parque Tecnológico de la Salud, Granada, Spain
- Ibs Granada, Biosanitary Research Institute of Granada, Granada, Spain
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7
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Vujkovic A, Ha M, de Block T, van Petersen L, Brosius I, Theunissen C, van Ierssel SH, Bartholomeus E, Adriaensen W, Vanham G, Elias G, Van Damme P, Van Tendeloo V, Beutels P, van Frankenhuijsen M, Vlieghe E, Ogunjimi B, Laukens K, Meysman P, Vercauteren K. Diagnosing Viral Infections Through T-Cell Receptor Sequencing of Activated CD8+ T Cells. J Infect Dis 2024; 229:507-516. [PMID: 37787611 PMCID: PMC10873181 DOI: 10.1093/infdis/jiad430] [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: 05/11/2023] [Revised: 08/26/2023] [Accepted: 09/29/2023] [Indexed: 10/04/2023] Open
Abstract
T-cell-based diagnostic tools identify pathogen exposure but lack differentiation between recent and historical exposures in acute infectious diseases. Here, T-cell receptor (TCR) RNA sequencing was performed on HLA-DR+/CD38+CD8+ T-cell subsets of hospitalized coronavirus disease 2019 (COVID-19) patients (n = 30) and healthy controls (n = 30; 10 of whom had previously been exposed to severe acute respiratory syndrome coronavirus 2 [SARS-CoV-2]). CDR3α and CDR3β TCR regions were clustered separately before epitope specificity annotation using a database of SARS-CoV-2-associated CDR3α and CDR3β sequences corresponding to >1000 SARS-CoV-2 epitopes. The depth of the SARS-CoV-2-associated CDR3α/β sequences differentiated COVID-19 patients from the healthy controls with a receiver operating characteristic area under the curve of 0.84 ± 0.10. Hence, annotating TCR sequences of activated CD8+ T cells can be used to diagnose an acute viral infection and discriminate it from historical exposure. In essence, this work presents a new paradigm for applying the T-cell repertoire to accomplish TCR-based diagnostics.
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Affiliation(s)
- Alexandra Vujkovic
- Clinical Virology Unit, Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
| | - My Ha
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Antwerp Center for Translational Immunology and Virology (ACTIV), Antwerp, Belgium
- Centre for Health Economics Research and Modeling Infectious Diseases (CHERMID), University of Antwerp, Belgium
- Vaccine and Infectious Disease Institute, University of Antwerp, Belgium
| | - Tessa de Block
- Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Lida van Petersen
- Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Isabel Brosius
- Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Caroline Theunissen
- Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Sabrina H van Ierssel
- Department of General Internal Medicine, Infectious Diseases and Tropical Medicine, University Hospital Antwerp, Belgium
| | - Esther Bartholomeus
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Antwerp Center for Translational Immunology and Virology (ACTIV), Antwerp, Belgium
| | - Wim Adriaensen
- Clinical Immunology Unit, Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
| | - Guido Vanham
- Biomedical Department, Institute of Tropical Medicine, Antwerp, Belgium
| | - George Elias
- Laboratory of Experimental Hematology, Faculty of Medicine and Health Sciences, University of Antwerp, Belgium
| | - Pierre Van Damme
- Vaccine and Infectious Disease Institute, University of Antwerp, Belgium
| | - Viggo Van Tendeloo
- Laboratory of Experimental Hematology, Faculty of Medicine and Health Sciences, University of Antwerp, Belgium
| | - Philippe Beutels
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Antwerp Center for Translational Immunology and Virology (ACTIV), Antwerp, Belgium
- Centre for Health Economics Research and Modeling Infectious Diseases (CHERMID), University of Antwerp, Belgium
| | | | - Erika Vlieghe
- Department of General Internal Medicine, Infectious Diseases and Tropical Medicine, University Hospital Antwerp, Belgium
| | - Benson Ogunjimi
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
- Antwerp Center for Translational Immunology and Virology (ACTIV), Antwerp, Belgium
- Centre for Health Economics Research and Modeling Infectious Diseases (CHERMID), University of Antwerp, Belgium
- Vaccine and Infectious Disease Institute, University of Antwerp, Belgium
- Department of Paediatrics, Antwerp University Hospital, Antwerp, Belgium
| | - Kris Laukens
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
| | - Pieter Meysman
- Antwerp Unit for Data Analysis and Computation in Immunology and Sequencing (AUDACIS), University of Antwerp, Antwerp, Belgium
- Adrem Data Lab, Department of Computer Science, University of Antwerp, Antwerp, Belgium
| | - Koen Vercauteren
- Clinical Virology Unit, Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
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8
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Schramm CA, Moon D, Peyton L, Lima NS, Wake C, Boswell KL, Henry AR, Laboune F, Ambrozak D, Darko SW, Teng IT, Foulds KE, Carfi A, Edwards DK, Kwong PD, Koup RA, Seder RA, Douek DC. Interaction dynamics between innate and adaptive immune cells responding to SARS-CoV-2 vaccination in non-human primates. Nat Commun 2023; 14:7961. [PMID: 38042809 PMCID: PMC10693617 DOI: 10.1038/s41467-023-43420-x] [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: 05/31/2023] [Accepted: 11/08/2023] [Indexed: 12/04/2023] Open
Abstract
As SARS-CoV-2 variants continue evolving, testing updated vaccines in non-human primates remains important for guiding human clinical practice. To date, such studies have focused on antibody titers and antigen-specific B and T cell frequencies. Here, we extend our understanding by integrating innate and adaptive immune responses to mRNA-1273 vaccination in rhesus macaques. We sorted innate immune cells from a pre-vaccine time point, as well as innate immune cells and antigen-specific peripheral B and T cells two weeks after each of two vaccine doses and used single-cell sequencing to assess the transcriptomes and adaptive immune receptors of each cell. We show that a subset of S-specific T cells expresses cytokines critical for activating innate responses, with a concomitant increase in CCR5-expressing intermediate monocytes and a shift of natural killer cells to a more cytotoxic phenotype. The second vaccine dose, administered 4 weeks after the first, elicits an increase in circulating germinal center-like B cells 2 weeks later, which are more clonally expanded and enriched for epitopes in the receptor binding domain. Both doses stimulate inflammatory response genes associated with elevated antibody production. Overall, we provide a comprehensive picture of bidirectional signaling between innate and adaptive components of the immune system and suggest potential mechanisms for the enhanced response to secondary exposure.
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Affiliation(s)
- Chaim A Schramm
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Damee Moon
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Lowrey Peyton
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Noemia S Lima
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Christian Wake
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Kristin L Boswell
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Amy R Henry
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Farida Laboune
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - David Ambrozak
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Samuel W Darko
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - I-Ting Teng
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Kathryn E Foulds
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | | | | | - Peter D Kwong
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Richard A Koup
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Robert A Seder
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA.
| | - Daniel C Douek
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, 20892, USA.
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9
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Feng B, Zheng D, Yang L, Su Z, Tang L, Zhu Y, Xu X, Wang Q, Lin Q, Hu J, Lin M, Huang L, Zhou X, Liu H, Li S, Pan W, Shi R, Lu Y, Wu B, Ding B, Wang Z, Guo J, Zhang Z, Zheng G, Liu Y. Post-hospitalization rehabilitation alleviates long-term immune repertoire alteration in COVID-19 convalescent patients. Cell Prolif 2023; 56:e13450. [PMID: 36938980 PMCID: PMC10542649 DOI: 10.1111/cpr.13450] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 02/27/2023] [Accepted: 03/02/2023] [Indexed: 03/21/2023] Open
Abstract
The global pandemic of Coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is an once-in-a-lifetime public health crisis. Among hundreds of millions of people who have contracted with or are being infected with COVID-19, the question of whether COVID-19 infection may cause long-term health concern, even being completely recovered from the disease clinically, especially immune system damage, needs to be addressed. Here, we performed seven-chain adaptome immune repertoire analyses on convalescent COVID-19 patients who have been discharged from hospitals for at least 6 months. Surprisingly, we discovered lymphopenia, reduced number of unique CDR3s, and reduced diversity of the TCR/BCR immune repertoire in convalescent COVID-19 patients. In addition, the BCR repertoire appears to be activated, which is consistent with the protective antibody titres, but serological experiments reveal significantly lower IL-4 and IL-7 levels in convalescent patients compared to those in healthy controls. Finally, in comparison with convalescent patients who did not receive post-hospitalization rehabilitation, the convalescent patients who received post-hospitalization rehabilitation had attenuated immune repertoire abnormality, almost back to the level of healthy control, despite no detectable clinic demographic difference. Overall, we report the potential long-term immunological impairment for COVID-19 infection, and correction of this impairment via post-hospitalization rehabilitation may offer a new prospect for COVID-19 recovery strategy.
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10
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Li X, Liang H, Fan J. Prospects of Cytomegalovirus-Specific T-Cell Receptors in Clinical Diagnosis and Therapy. Viruses 2023; 15:1334. [PMID: 37376633 DOI: 10.3390/v15061334] [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: 04/29/2023] [Revised: 06/03/2023] [Accepted: 06/04/2023] [Indexed: 06/29/2023] Open
Abstract
Human cytomegalovirus (HCMV) is responsible for widespread infections worldwide. In immunocompetent individuals it is typically latent, while infection or reactivation in immunocompromised individuals can result in severe clinical symptoms or even death. Although there has been significant progress in the treatment and diagnosis of HCMV infection in recent years, numerous shortcomings and developmental limitations persist. There is an urgent need to develop innovative, safe, and effective treatments, as well as to explore early and timely diagnostic strategies for HCMV infection. Cell-mediated immune responses are the primary factor controlling HCMV infection and replication, but the protective role of humoral immune responses remains controversial. T-cells, key effector cells of the cellular immune system, are critical for clearing and preventing HCMV infection. The T-cell receptor (TCR) lies at the heart of T-cell immune responses, and its diversity enables the immune system to differentiate between self and non-self. Given the significant influence of cellular immunity on human health and the indispensable role of the TCR in T-cell immune responses, we posit that the impact of TCR on the development of novel diagnostic and prognostic methods, as well as on patient monitoring and management of clinical HCMV infection, will be far-reaching and profound. High-throughput and single-cell sequencing technologies have facilitated unprecedented quantitative detection of TCR diversity. With these current sequencing technologies, researchers have already obtained a vast number of TCR sequences. It is plausible that in the near future studies on TCR repertoires will be instrumental in assessing vaccine efficacy, immunotherapeutic strategies, and the early diagnosis of HCMV infection.
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Affiliation(s)
- Xuejie Li
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou 310003, China
| | - Hanying Liang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou 310003, China
| | - Jun Fan
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou 310003, China
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11
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Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection remains asymptomatic in 33% to 90% of older adults depending on their immune status from prior infection, vaccination, and circulating strain. Older adults symptomatic with SARS-CoV-2 often both present atypically, such as with a blunted fever response, and develop more severe disease. Early and late reports showed that older adults have increased severity of coronavirus disease 2019 (COVID-19) with higher case fatality rates and higher intensive care needs compared with younger adults. Infection and vaccine-induced antibody response and long-term effects of COVID-19 also differ in older adults.
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12
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Fu J, Rust D, Fang Z, Jiao W, Lagana S, Batal I, Chen B, Merl S, Jones R, Sykes M, Weiner J. T cell repertoire profiling in allografts and native tissues in recipients with COVID-19 after solid organ transplantation: Insight into T cell-mediated allograft protection from viral infection. Front Immunol 2022; 13:1056703. [PMID: 36591281 PMCID: PMC9795050 DOI: 10.3389/fimmu.2022.1056703] [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: 09/29/2022] [Accepted: 11/18/2022] [Indexed: 12/15/2022] Open
Abstract
Introduction The effects of the SARS-CoV-2 virus on the body, and why the effects are more severe in certain patients, remain incompletely understood. One population of special interest is transplant recipients because of their immunosuppressed state. Understanding the pathophysiology of graft dysfunction in transplant patients with the COVID-19 viral syndrome is important for prognosticating the risk to the graft as well as understanding how best to prevent and, if necessary, treat graft injury in these patients. Methods We analyzed multiple types of solid organ transplant recipients (liver, kidney, heart or lung) at our institution who died from SARS-CoV-2 and underwent autopsy (n = 6) or whose grafts were biopsied during active SARS-CoV-2 infection (n = 8). Their serum inflammatory markers were examined together with the histological appearance, viral load, and TCR repertoire of their graft tissue and, for autopsy patients, several native tissues. Results Histology and clinical lab results revealed a systemic inflammatory pattern that included elevated inflammatory markers and diffuse tissue damage regardless of graft rejection. Virus was detected throughout all tissues, although most abundant in lungs. The TCR repertoire was broadly similar throughout the tissues of each individual, with greater sharing of dominant clones associated with more rapid disease course. There was no difference in viral load or clonal distribution of overall, COVID-associated, or putative SARS-CoV-2-specific TCRs between allograft and native tissue. We further demonstrated that SARSCoV-2-specific TCR sequences in transplant patients lack a donor HLArestricted pattern, regardless of distribution in allograft or native tissues,suggesting that recognition of viral antigens on infiltrating recipient cells can effectively trigger host T cell anti-viral responses in both the host and graft. Discussion Our findings suggest a systemic immune response to the SARS-CoV-2 virus in solid organ transplant patients that is not associated with rejection and consistent with a largely destructive effect of recipient HLA-restricted T cell clones that affects donor and native organs similarly.
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Affiliation(s)
- Jianing Fu
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY, United States,*Correspondence: Jianing Fu, ; Joshua Weiner,
| | - Dylan Rust
- Columbia University Vagelos College of Physicians and Surgeons, New York, NY, United States
| | - Zhou Fang
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY, United States
| | - Wenyu Jiao
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY, United States
| | - Stephen Lagana
- Department of Pathology, Columbia University, New York, NY, United States
| | - Ibrahim Batal
- Department of Pathology, Columbia University, New York, NY, United States
| | - Bryan Chen
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY, United States
| | - Sarah Merl
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY, United States,Department of Pathology, Columbia University, New York, NY, United States
| | - Rebecca Jones
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY, United States
| | - Megan Sykes
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY, United States,Department of Microbiology and Immunology, Columbia University, New York, NY, United States,Department of Surgery, Columbia University, New York, NY, United States
| | - Joshua Weiner
- Columbia Center for Translational Immunology, Department of Medicine, Columbia University, New York, NY, United States,Department of Surgery, Columbia University, New York, NY, United States,*Correspondence: Jianing Fu, ; Joshua Weiner,
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13
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Wang G, Sui W, Xue W, Zhang J, Yang X, Mo C, Pan X, Ou M, Hou X. Comprehensive analysis of B and T cell receptor repertoire in patients after kidney transplantation by high-throughput sequencing. Clin Immunol 2022; 245:109162. [DOI: 10.1016/j.clim.2022.109162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 09/08/2022] [Accepted: 10/09/2022] [Indexed: 11/03/2022]
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14
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Katayama Y, Yokota R, Akiyama T, Kobayashi TJ. Machine Learning Approaches to TCR Repertoire Analysis. Front Immunol 2022; 13:858057. [PMID: 35911778 PMCID: PMC9334875 DOI: 10.3389/fimmu.2022.858057] [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: 01/19/2022] [Accepted: 06/07/2022] [Indexed: 11/13/2022] Open
Abstract
Sparked by the development of genome sequencing technology, the quantity and quality of data handled in immunological research have been changing dramatically. Various data and database platforms are now driving the rapid progress of machine learning for immunological data analysis. Of various topics in immunology, T cell receptor repertoire analysis is one of the most important targets of machine learning for assessing the state and abnormalities of immune systems. In this paper, we review recent repertoire analysis methods based on machine learning and deep learning and discuss their prospects.
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Affiliation(s)
- Yotaro Katayama
- Graduate School of Engineering, The University of Tokyo, Tokyo, Japan
| | - Ryo Yokota
- National Research Institute of Police Science, Kashiwa, Chiba, Japan
| | - Taishin Akiyama
- Laboratory for Immune Homeostasis, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
- Graduate School of Medical Life Science, Yokohama City University, Yokohama, Japan
| | - Tetsuya J. Kobayashi
- Graduate School of Engineering, The University of Tokyo, Tokyo, Japan
- Institute of Industrial Science, The University of Tokyo, Tokyo, Japan
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15
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Witkowski JM, Fulop T, Bryl E. Immunosenescence and COVID-19. Mech Ageing Dev 2022; 204:111672. [PMID: 35378106 PMCID: PMC8975602 DOI: 10.1016/j.mad.2022.111672] [Citation(s) in RCA: 40] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 03/28/2022] [Accepted: 03/29/2022] [Indexed: 12/13/2022]
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