Literature DB >> 28934479

Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state.

Shaked Afik1, Kathleen B Yates2, Kevin Bi2, Samuel Darko3, Jernej Godec2,4,5, Ulrike Gerdemann2, Leo Swadling6, Daniel C Douek3, Paul Klenerman6,7, Eleanor J Barnes6,7, Arlene H Sharpe4,5, W Nicholas Haining2,8,9, Nir Yosef10,11,12.   

Abstract

The T cell compartment must contain diversity in both T cell receptor (TCR) repertoire and cell state to provide effective immunity against pathogens. However, it remains unclear how differences in the TCR contribute to heterogeneity in T cell state. Single cell RNA-sequencing (scRNA-seq) can allow simultaneous measurement of TCR sequence and global transcriptional profile from single cells. However, current methods for TCR inference from scRNA-seq are limited in their sensitivity and require long sequencing reads, thus increasing the cost and decreasing the number of cells that can be feasibly analyzed. Here we present TRAPeS, a publicly available tool that can efficiently extract TCR sequence information from short-read scRNA-seq libraries. We apply it to investigate heterogeneity in the CD8+ T cell response in humans and mice, and show that it is accurate and more sensitive than existing approaches. Coupling TRAPeS with transcriptome analysis of CD8+ T cells specific for a single epitope from Yellow Fever Virus (YFV), we show that the recently described 'naive-like' memory population have significantly longer CDR3 regions and greater divergence from germline sequence than do effector-memory phenotype cells. This suggests that TCR usage is associated with the differentiation state of the CD8+ T cell response to YFV.
© The Author(s) 2017. Published by Oxford University Press on behalf of Nucleic Acids Research.

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Year:  2017        PMID: 28934479      PMCID: PMC5766189          DOI: 10.1093/nar/gkx615

Source DB:  PubMed          Journal:  Nucleic Acids Res        ISSN: 0305-1048            Impact factor:   16.971


  56 in total

1.  Linking the T cell receptor to the single cell transcriptome in antigen-specific human T cells.

Authors:  Auda A Eltahla; Simone Rizzetto; Mehdi R Pirozyan; Brigid D Betz-Stablein; Vanessa Venturi; Katherine Kedzierska; Andrew R Lloyd; Rowena A Bull; Fabio Luciani
Journal:  Immunol Cell Biol       Date:  2016-02-10       Impact factor: 5.126

2.  Human syndromes of immunodeficiency and dysregulation are characterized by distinct defects in T-cell receptor repertoire development.

Authors:  Xiaomin Yu; Jorge R Almeida; Sam Darko; Mirjam van der Burg; Suk See DeRavin; Harry Malech; Andrew Gennery; Ivan Chinn; Mary Louise Markert; Daniel C Douek; Joshua D Milner
Journal:  J Allergy Clin Immunol       Date:  2014-01-07       Impact factor: 10.793

Review 3.  Preparation of Single-Cell RNA-Seq Libraries for Next Generation Sequencing.

Authors:  John J Trombetta; David Gennert; Diana Lu; Rahul Satija; Alex K Shalek; Aviv Regev
Journal:  Curr Protoc Mol Biol       Date:  2014-07-01

4.  Long-lasting stem cell-like memory CD8+ T cells with a naïve-like profile upon yellow fever vaccination.

Authors:  Silvia A Fuertes Marraco; Charlotte Soneson; Laurène Cagnon; Philippe O Gannon; Mathilde Allard; Samia Abed Maillard; Nicole Montandon; Nathalie Rufer; Sophie Waldvogel; Mauro Delorenzi; Daniel E Speiser
Journal:  Sci Transl Med       Date:  2015-04-08       Impact factor: 17.956

5.  Cytometry by time-of-flight shows combinatorial cytokine expression and virus-specific cell niches within a continuum of CD8+ T cell phenotypes.

Authors:  Evan W Newell; Natalia Sigal; Sean C Bendall; Garry P Nolan; Mark M Davis
Journal:  Immunity       Date:  2012-01-27       Impact factor: 31.745

6.  Overlap and effective size of the human CD8+ T cell receptor repertoire.

Authors:  Harlan S Robins; Santosh K Srivastava; Paulo V Campregher; Cameron J Turtle; Jessica Andriesen; Stanley R Riddell; Christopher S Carlson; Edus H Warren
Journal:  Sci Transl Med       Date:  2010-09-01       Impact factor: 17.956

7.  Compendium of Immune Signatures Identifies Conserved and Species-Specific Biology in Response to Inflammation.

Authors:  Jernej Godec; Yan Tan; Arthur Liberzon; Pablo Tamayo; Sanchita Bhattacharya; Atul J Butte; Jill P Mesirov; W Nicholas Haining
Journal:  Immunity       Date:  2016-01-12       Impact factor: 31.745

8.  Statistical significance of variables driving systematic variation in high-dimensional data.

Authors:  Neo Christopher Chung; John D Storey
Journal:  Bioinformatics       Date:  2014-10-21       Impact factor: 6.937

9.  Human memory T cells with a naive phenotype accumulate with aging and respond to persistent viruses.

Authors:  Vesna Pulko; John S Davies; Carmine Martinez; Marion C Lanteri; Michael P Busch; Michael S Diamond; Kenneth Knox; Erin C Bush; Peter A Sims; Shripad Sinari; Dean Billheimer; Elias K Haddad; Kristy O Murray; Anne M Wertheimer; Janko Nikolich-Žugich
Journal:  Nat Immunol       Date:  2016-06-06       Impact factor: 25.606

10.  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

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  37 in total

1.  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

2.  PD-L1 Checkpoint Inhibition Narrows the Antigen-Specific T Cell Receptor Repertoire in Chronic Lymphocytic Choriomeningitis Virus Infection.

Authors:  S Klein; D Ghersi; M P Manns; I Prinz; M Cornberg; A R M Kraft
Journal:  J Virol       Date:  2020-08-31       Impact factor: 5.103

3.  ABC Exporters in Pathogenesis: Role of Synthetic Anti-Microbial Peptides.

Authors:  Ritika Kabra; Shailza Singh
Journal:  Protein J       Date:  2020-10-17       Impact factor: 2.371

4.  Performance Assessment and Selection of Normalization Procedures for Single-Cell RNA-Seq.

Authors:  Michael B Cole; Davide Risso; Allon Wagner; David DeTomaso; John Ngai; Elizabeth Purdom; Sandrine Dudoit; Nir Yosef
Journal:  Cell Syst       Date:  2019-04-24       Impact factor: 10.304

Review 5.  Computational approaches for characterizing the tumor immune microenvironment.

Authors:  Candace C Liu; Chloé B Steen; Aaron M Newman
Journal:  Immunology       Date:  2019-10       Impact factor: 7.397

6.  AIRR Community Guide to Planning and Performing AIRR-Seq Experiments.

Authors:  Anne Eugster; Magnolia L Bostick; Nidhi Gupta; Encarnita Mariotti-Ferrandiz; Gloria Kraus; Wenzhao Meng; Cinque Soto; Johannes Trück; Ulrik Stervbo; Eline T Luning Prak
Journal:  Methods Mol Biol       Date:  2022

7.  Single-cell RNA sequencing identifies inflammatory tissue T cells in eosinophilic esophagitis.

Authors:  Ting Wen; Bruce J Aronow; Yrina Rochman; Mark Rochman; Kiran Kc; Phil J Dexheimer; Philip Putnam; Vincent Mukkada; Heather Foote; Kira Rehn; Sam Darko; Daniel Douek; Marc E Rothenberg
Journal:  J Clin Invest       Date:  2019-04-08       Impact factor: 14.808

Review 8.  Revealing the vectors of cellular identity with single-cell genomics.

Authors:  Allon Wagner; Aviv Regev; Nir Yosef
Journal:  Nat Biotechnol       Date:  2016-11-08       Impact factor: 54.908

Review 9.  Scaling single-cell genomics from phenomenology to mechanism.

Authors:  Amos Tanay; Aviv Regev
Journal:  Nature       Date:  2017-01-18       Impact factor: 49.962

Review 10.  Single-Cell Sequencing of T cell Receptors: A Perspective on the Technological Development and Translational Application.

Authors:  Shivai Gupta; Richard Witas; Alexandria Voigt; Touyana Semenova; Cuong Q Nguyen
Journal:  Adv Exp Med Biol       Date:  2020       Impact factor: 2.622

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