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T细胞受体介导的免疫调节中的大数据科学

Big Data Science on T Cell Receptor-mediated Immune Regulation.

作者信息

Ishigaki Kazuyoshi

机构信息

Department of Microbiology and Immunology, Keio University School of Medicine, Tokyo, Japan.

Keio University Human Biology-Microbiome-Quantum Research Center (WPI-Bio2Q), Tokyo, Japan.

出版信息

JMA J. 2025 Apr 28;8(2):338-344. doi: 10.31662/jmaj.2024-0304. Epub 2025 Mar 21.

DOI:10.31662/jmaj.2024-0304
PMID:40416013
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12095855/
Abstract

T cell receptors (TCRs) have a highly diverse sequence pattern resulting from the random recombination of gene components in the thymus. This diversity enables TCRs to distinguish between a wide range of self and non-self-antigens, thereby shaping the reactivity of the acquired immune system. Self-responsiveness arising from impaired TCR-based self-discrimination is a crucial trigger for the development of autoimmune diseases. The immunological importance of TCR research is evident, yet traditional experimental and analytical techniques have not fully captured the vast information contained within the TCR repertoire. However, recent advancements in massive parallel sequencing, efficient library preparation pipelines, single-cell experiment platforms, and genome engineering are poised to transform our understanding of TCR diversity, sparking interest in the field. These advancements have made it possible to "read through" the entire TCR repertoire and partially identify their cognate antigens. In parallel, methods for efficiently analyzing large datasets of comprehensive TCR sequences have also progressed. These innovations in experimental and analytical techniques are leading TCR research in new directions, such as using TCR as a real-time biomarker, exploring the link between TCR and T cell differentiation, and investigating TCR genetic regulation. This review will cover recent updates on big data science related to TCR-mediated immune regulation.

摘要

T细胞受体(TCR)具有高度多样化的序列模式,这是由胸腺中基因成分的随机重组产生的。这种多样性使TCR能够区分广泛的自身和非自身抗原,从而塑造获得性免疫系统的反应性。基于TCR的自身识别受损所产生的自身反应性是自身免疫性疾病发展的关键触发因素。TCR研究的免疫学重要性是显而易见的,但传统的实验和分析技术尚未完全捕捉到TCR库中包含的大量信息。然而,大规模平行测序、高效文库制备流程、单细胞实验平台和基因组工程方面的最新进展有望改变我们对TCR多样性的理解,激发该领域的兴趣。这些进展使得“通读”整个TCR库并部分鉴定其同源抗原成为可能。与此同时,有效分析综合TCR序列的大型数据集的方法也取得了进展。实验和分析技术的这些创新正将TCR研究引向新的方向,例如将TCR用作实时生物标志物、探索TCR与T细胞分化之间的联系以及研究TCR基因调控。本综述将涵盖与TCR介导的免疫调节相关的大数据科学的最新进展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/b0c2b3e27523/2433-3298-8-2-0338-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/76a9a85fca70/2433-3298-8-2-0338-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/00e3707fb6e8/2433-3298-8-2-0338-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/744803c5601e/2433-3298-8-2-0338-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/2d05af64c03e/2433-3298-8-2-0338-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/b0c2b3e27523/2433-3298-8-2-0338-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/76a9a85fca70/2433-3298-8-2-0338-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/00e3707fb6e8/2433-3298-8-2-0338-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/744803c5601e/2433-3298-8-2-0338-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/2d05af64c03e/2433-3298-8-2-0338-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c41/12095855/b0c2b3e27523/2433-3298-8-2-0338-g005.jpg

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本文引用的文献

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Structural analysis of cancer-relevant TCR-CD3 and peptide-MHC complexes by cryoEM.利用 cryoEM 对与癌症相关的 TCR-CD3 和肽-MHC 复合物进行结构分析。
Nat Commun. 2023 Apr 26;14(1):2401. doi: 10.1038/s41467-023-37532-7.
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Multi-ancestry genome-wide association analyses identify novel genetic mechanisms in rheumatoid arthritis.多民族全基因组关联分析确定类风湿关节炎的新遗传机制。
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Database of synovial T cell repertoire of rheumatoid arthritis patients identifies cross-reactive potential against pathogens including unencountered SARS-CoV-2.
类风湿关节炎患者滑膜T细胞库数据库确定了针对包括未接触过的严重急性呼吸综合征冠状病毒2(SARS-CoV-2)在内的病原体的交叉反应潜力。
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Biological insights into systemic lupus erythematosus through an immune cell-specific transcriptome-wide association study.通过免疫细胞特异性全转录组关联研究对系统性红斑狼疮的生物学见解
Ann Rheum Dis. 2022 Aug 11;81(9):1273-1280. doi: 10.1136/annrheumdis-2022-222345.
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Longitudinal analysis of T cell receptor repertoires reveals shared patterns of antigen-specific response to SARS-CoV-2 infection.对 T 细胞受体库的纵向分析揭示了针对 SARS-CoV-2 感染的抗原特异性反应的共享模式。
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HLA autoimmune risk alleles restrict the hypervariable region of T cell receptors.HLA 自身免疫风险等位基因限制了 T 细胞受体的高变区。
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Repertoire analyses reveal T cell antigen receptor sequence features that influence T cell fate.库分析揭示了影响 T 细胞命运的 T 细胞抗原受体序列特征。
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T-Scan: A Genome-wide Method for the Systematic Discovery of T Cell Epitopes.T-Scan:一种用于系统发现 T 细胞表位的全基因组方法。
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T cell receptor β repertoires as novel diagnostic markers for systemic lupus erythematosus and rheumatoid arthritis.T 细胞受体 β 谱作为系统性红斑狼疮和类风湿关节炎的新型诊断标志物。
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