Literature DB >> 28636592

Quantifiable predictive features define epitope-specific T cell receptor repertoires.

Pradyot Dash1, Andrew J Fiore-Gartland2, Tomer Hertz2,3, George C Wang4, Shalini Sharma5, Aisha Souquette1, Jeremy Chase Crawford1, E Bridie Clemens6, Thi H O Nguyen6, Katherine Kedzierska6, Nicole L La Gruta6,7, Philip Bradley8,9, Paul G Thomas1.   

Abstract

T cells are defined by a heterodimeric surface receptor, the T cell receptor (TCR), that mediates recognition of pathogen-associated epitopes through interactions with peptide and major histocompatibility complexes (pMHCs). TCRs are generated by genomic rearrangement of the germline TCR locus, a process termed V(D)J recombination, that has the potential to generate marked diversity of TCRs (estimated to range from 1015 (ref. 1) to as high as 1061 (ref. 2) possible receptors). Despite this potential diversity, TCRs from T cells that recognize the same pMHC epitope often share conserved sequence features, suggesting that it may be possible to predictively model epitope specificity. Here we report the in-depth characterization of ten epitope-specific TCR repertoires of CD8+ T cells from mice and humans, representing over 4,600 in-frame single-cell-derived TCRαβ sequence pairs from 110 subjects. We developed analytical tools to characterize these epitope-specific repertoires: a distance measure on the space of TCRs that permits clustering and visualization, a robust repertoire diversity metric that accommodates the low number of paired public receptors observed when compared to single-chain analyses, and a distance-based classifier that can assign previously unobserved TCRs to characterized repertoires with robust sensitivity and specificity. Our analyses demonstrate that each epitope-specific repertoire contains a clustered group of receptors that share core sequence similarities, together with a dispersed set of diverse 'outlier' sequences. By identifying shared motifs in core sequences, we were able to highlight key conserved residues driving essential elements of TCR recognition. These analyses provide insights into the generalizable, underlying features of epitope-specific repertoires and adaptive immune recognition.

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Year:  2017        PMID: 28636592      PMCID: PMC5616171          DOI: 10.1038/nature22383

Source DB:  PubMed          Journal:  Nature        ISSN: 0028-0836            Impact factor:   49.962


  32 in total

1.  A structural basis for immunodominant human T cell receptor recognition.

Authors:  Guillaume B E Stewart-Jones; Andrew J McMichael; John I Bell; David I Stuart; E Yvonne Jones
Journal:  Nat Immunol       Date:  2003-06-08       Impact factor: 25.606

2.  Recombinatorial biases and convergent recombination determine interindividual TCRβ sharing in murine thymocytes.

Authors:  Hanjie Li; Congting Ye; Guoli Ji; Xiaohui Wu; Zhe Xiang; Yuanyue Li; Yonghao Cao; Xiaolong Liu; Daniel C Douek; David A Price; Jiahuai Han
Journal:  J Immunol       Date:  2012-07-23       Impact factor: 5.422

3.  Evolution of the antigen-specific CD8+ TCR repertoire across the life span: evidence for clonal homogenization of the old TCR repertoire.

Authors:  Brian D Rudd; Vanessa Venturi; Miles P Davenport; Janko Nikolich-Zugich
Journal:  J Immunol       Date:  2011-01-19       Impact factor: 5.422

4.  Cancer immunotherapy based on mutation-specific CD4+ T cells in a patient with epithelial cancer.

Authors:  Eric Tran; Simon Turcotte; Alena Gros; Paul F Robbins; Yong-Chen Lu; Mark E Dudley; John R Wunderlich; Robert P Somerville; Katherine Hogan; Christian S Hinrichs; Maria R Parkhurst; James C Yang; Steven A Rosenberg
Journal:  Science       Date:  2014-05-09       Impact factor: 47.728

5.  Genetic and structural basis for selection of a ubiquitous T cell receptor deployed in Epstein-Barr virus infection.

Authors:  John J Miles; Anna M Bulek; David K Cole; Emma Gostick; Andrea J A Schauenburg; Garry Dolton; Vanessa Venturi; Miles P Davenport; Mai Ping Tan; Scott R Burrows; Linda Wooldridge; David A Price; Pierre J Rizkallah; Andrew K Sewell
Journal:  PLoS Pathog       Date:  2010-11-18       Impact factor: 6.823

6.  Landscape of tumor-infiltrating T cell repertoire of human cancers.

Authors:  Bo Li; Taiwen Li; Jean-Christophe Pignon; Binbin Wang; Jinzeng Wang; Sachet A Shukla; Ruoxu Dou; Qianming Chen; F Stephen Hodi; Toni K Choueiri; Catherine Wu; Nir Hacohen; Sabina Signoretti; Jun S Liu; X Shirley Liu
Journal:  Nat Genet       Date:  2016-05-30       Impact factor: 38.330

7.  Feature selection using a one dimensional naïve Bayes' classifier increases the accuracy of support vector machine classification of CDR3 repertoires.

Authors:  Mattia Cinelli; Yuxin Sun; Katharine Best; James M Heather; Shlomit Reich-Zeliger; Eric Shifrut; Nir Friedman; John Shawe-Taylor; Benny Chain
Journal:  Bioinformatics       Date:  2017-04-01       Impact factor: 6.937

8.  RTCR: a pipeline for complete and accurate recovery of T cell repertoires from high throughput sequencing data.

Authors:  Bram Gerritsen; Aridaman Pandit; Arno C Andeweg; Rob J de Boer
Journal:  Bioinformatics       Date:  2016-06-20       Impact factor: 6.937

9.  High-resolution analysis of the human T-cell receptor repertoire.

Authors:  Eliana Ruggiero; Jan P Nicolay; Raffaele Fronza; Anne Arens; Anna Paruzynski; Ali Nowrouzi; Gökçe Ürenden; Christina Lulay; Sven Schneider; Sergij Goerdt; Hanno Glimm; Peter H Krammer; Manfred Schmidt; Christof von Kalle
Journal:  Nat Commun       Date:  2015-09-01       Impact factor: 14.919

10.  Tracking global changes induced in the CD4 T-cell receptor repertoire by immunization with a complex antigen using short stretches of CDR3 protein sequence.

Authors:  Niclas Thomas; Katharine Best; Mattia Cinelli; Shlomit Reich-Zeliger; Hilah Gal; Eric Shifrut; Asaf Madi; Nir Friedman; John Shawe-Taylor; Benny Chain
Journal:  Bioinformatics       Date:  2014-08-05       Impact factor: 6.937

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  229 in total

Review 1.  T-Cell Receptor-Based Immunotherapy for Hematologic Malignancies.

Authors:  Melinda A Biernacki; Michelle Brault; Marie Bleakley
Journal:  Cancer J       Date:  2019 May/Jun       Impact factor: 3.360

2.  SITC cancer immunotherapy resource document: a compass in the land of biomarker discovery.

Authors:  Siwen Hu-Lieskovan; Srabani Bhaumik; Kavita Dhodapkar; Jean-Charles J B Grivel; Sumati Gupta; Brent A Hanks; Sylvia Janetzki; Thomas O Kleen; Yoshinobu Koguchi; Amanda W Lund; Cristina Maccalli; Yolanda D Mahnke; Ruslan D Novosiadly; Senthamil R Selvan; Tasha Sims; Yingdong Zhao; Holden T Maecker
Journal:  J Immunother Cancer       Date:  2020-12       Impact factor: 13.751

Review 3.  Hitting the Target: How T Cells Detect and Eliminate Tumors.

Authors:  Anthony E Zamora; Jeremy Chase Crawford; Paul G Thomas
Journal:  J Immunol       Date:  2018-01-15       Impact factor: 5.422

Review 4.  Comparative analysis of murine T-cell receptor repertoires.

Authors:  Mark Izraelson; Tatiana O Nakonechnaya; Bruno Moltedo; Evgeniy S Egorov; Sofya A Kasatskaya; Ekaterina V Putintseva; Ilgar Z Mamedov; Dmitriy B Staroverov; Irina I Shemiakina; Maria Y Zakharova; Alexey N Davydov; Dmitriy A Bolotin; Mikhail Shugay; Dmitriy M Chudakov; Alexander Y Rudensky; Olga V Britanova
Journal:  Immunology       Date:  2017-11-27       Impact factor: 7.397

5.  The T cell repertoire in tumors overlaps with pulmonary inflammatory lesions in patients treated with checkpoint inhibitors.

Authors:  Heinz Läubli; Viktor H Koelzer; Matthias S Matter; Petra Herzig; Béatrice Dolder Schlienger; Mark Nikolaj Wiese; Didier Lardinois; Kirsten D Mertz; Alfred Zippelius
Journal:  Oncoimmunology       Date:  2017-10-26       Impact factor: 8.110

6.  RNase H-dependent PCR-enabled T-cell receptor sequencing for highly specific and efficient targeted sequencing of T-cell receptor mRNA for single-cell and repertoire analysis.

Authors:  Shuqiang Li; Jing Sun; Rosa Allesøe; Krishnalekha Datta; Yun Bao; Giacomo Oliveira; Juliet Forman; Roger Jin; Lars Rønn Olsen; Derin B Keskin; Sachet A Shukla; Catherine J Wu; Kenneth J Livak
Journal:  Nat Protoc       Date:  2019-07-24       Impact factor: 13.491

7.  Public and private human T-cell clones respond differentially to HCMV antigen when boosted by CD3 copotentiation.

Authors:  Laura R E Becher; Wendy K Nevala; Shari Lee Sutor; Megan Abergel; Michele M Hoffmann; Christopher A Parks; Larry R Pease; Adam G Schrum; Svetomir N Markovic; Diana Gil
Journal:  Blood Adv       Date:  2020-11-10

8.  Overlapping Peptides Elicit Distinct CD8+ T Cell Responses following Influenza A Virus Infection.

Authors:  Lisa M Assmus; Jing Guan; Ting Wu; Carine Farenc; Xavier Y X Sng; Pirooz Zareie; Angela Nguyen; Andrea T Nguyen; David C Tscharke; Paul G Thomas; Jamie Rossjohn; Stephanie Gras; Nathan P Croft; Anthony W Purcell; Nicole L La Gruta
Journal:  J Immunol       Date:  2020-08-31       Impact factor: 5.422

Review 9.  The role of systems biology approaches in determining molecular signatures for the development of more effective vaccines.

Authors:  Abdulmohammad Pezeshki; Inna G Ovsyannikova; Brett A McKinney; Gregory A Poland; Richard B Kennedy
Journal:  Expert Rev Vaccines       Date:  2019-02-11       Impact factor: 5.217

Review 10.  Next-generation regulatory T cell therapy.

Authors:  Leonardo M R Ferreira; Yannick D Muller; Jeffrey A Bluestone; Qizhi Tang
Journal:  Nat Rev Drug Discov       Date:  2019-09-20       Impact factor: 84.694

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