Detecting T cell receptors involved in immune responses from single repertoire snapshots
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Open Access
- 13 June 2019
- journal article
- research article
- Published by Public Library of Science (PLoS) in PLoS Biology
- Vol. 17 (6) , e3000314
- https://doi.org/10.1371/journal.pbio.3000314
Abstract
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.Keywords
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Funding Information
- ERC (724208)
- Russian Science Foundation (15-15-00178)
- MERF (14.W03.31.0005)
- Skolkovo Institute of Science and Technology
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