Detecting T cell receptors involved in immune responses from single repertoire snapshots

被引:91
作者
Pogorelyy, Mikhail, V [1 ,2 ]
Minervina, Anastasia A. [1 ]
Shugay, Mikhail [1 ,2 ,3 ,4 ,5 ]
Chudakov, Dmitriy M. [1 ,2 ,3 ,4 ,5 ]
Lebedev, Yuri B. [1 ,6 ]
Mora, Thierry [7 ,8 ]
Walczak, Aleksandra M. [8 ,9 ]
机构
[1] Shemyakin Ovchinnikov Inst Bioorgan Chem, Moscow, Russia
[2] Pirogov Russian Natl Res Med Univ, Moscow, Russia
[3] Privolzhsky Res Med Univ, Nizhnii Novgorod, Russia
[4] Skoltech, Ctr Life Sci, Moscow, Russia
[5] Masaryk Univ, Cent European Inst Technol, Brno, Czech Republic
[6] Moscow MV Lomonosov State Univ, Moscow, Russia
[7] Univ Paris Diderot, Sorbonne Univ, CNRS, Lab Phys Stat, Paris, France
[8] PSL Univ, Ecole Normale Super, Paris, France
[9] Sorbonne Univ, CNRS, Lab Phys Theor, Paris, France
基金
欧洲研究理事会; 俄罗斯科学基金会;
关键词
ANKYLOSING-SPONDYLITIS; REACTIVE ARTHRITIS; SELECTION; DRIVEN; BLOOD;
D O I
10.1371/journal.pbio.3000314
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Hypervariable T cell receptors (TCRs) play a key role in adaptive immunity, recognizing a vast diversity of pathogen-derived antigens. Our ability to extract clinically relevant information from large high-throughput sequencing of TCR repertoires (RepSeq) data is limited, because little is known about TCR-disease associations. We present Antigen-specific Lymphocyte Identification by Clustering of Expanded sequences (ALICE), a statistical approach that identifies TCR sequences actively involved in current immune responses from a single RepSeq sample and apply it to repertoires of patients with a variety of disorders - patients with autoimmune disease (ankylosing spondylitis [AS]), under cancer immunotherapy, or subject to an acute infection (live yellow fever [YF] vaccine). We validate the method with independent assays. ALICE requires no longitudinal data collection nor large cohorts, and it is directly applicable to most RepSeq datasets. Its results facilitate the identification of TCR variants associated with diseases and conditions, which can be used for diagnostics and rational vaccine design.
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页数:13
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