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Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state
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...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5766189/ https://www.ncbi.nlm.nih.gov/pubmed/28934479 http://dx.doi.org/10.1093/nar/gkx615 |
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author | Afik, Shaked Yates, Kathleen B. Bi, Kevin Darko, Samuel Godec, Jernej Gerdemann, Ulrike Swadling, Leo Douek, Daniel C. Klenerman, Paul Barnes, Eleanor J. Sharpe, Arlene H. Haining, W. Nicholas Yosef, Nir |
author_facet | Afik, Shaked Yates, Kathleen B. Bi, Kevin Darko, Samuel Godec, Jernej Gerdemann, Ulrike Swadling, Leo Douek, Daniel C. Klenerman, Paul Barnes, Eleanor J. Sharpe, Arlene H. Haining, W. Nicholas Yosef, Nir |
author_sort | Afik, Shaked |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-5766189 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-57661892018-01-19 Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state Afik, Shaked Yates, Kathleen B. Bi, Kevin Darko, Samuel Godec, Jernej Gerdemann, Ulrike Swadling, Leo Douek, Daniel C. Klenerman, Paul Barnes, Eleanor J. Sharpe, Arlene H. Haining, W. Nicholas Yosef, Nir Nucleic Acids Res Methods Online 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. Oxford University Press 2017-09-19 2017-07-17 /pmc/articles/PMC5766189/ /pubmed/28934479 http://dx.doi.org/10.1093/nar/gkx615 Text en © The Author(s) 2017. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Methods Online Afik, Shaked Yates, Kathleen B. Bi, Kevin Darko, Samuel Godec, Jernej Gerdemann, Ulrike Swadling, Leo Douek, Daniel C. Klenerman, Paul Barnes, Eleanor J. Sharpe, Arlene H. Haining, W. Nicholas Yosef, Nir Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state |
title | Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state |
title_full | Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state |
title_fullStr | Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state |
title_full_unstemmed | Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state |
title_short | Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state |
title_sort | targeted reconstruction of t cell receptor sequence from single cell rna-seq links cdr3 length to t cell differentiation state |
topic | Methods Online |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5766189/ https://www.ncbi.nlm.nih.gov/pubmed/28934479 http://dx.doi.org/10.1093/nar/gkx615 |
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