Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
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
_version_ 1783292330839638016
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
work_keys_str_mv AT afikshaked targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT yateskathleenb targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT bikevin targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT darkosamuel targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT godecjernej targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT gerdemannulrike targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT swadlingleo targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT douekdanielc targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT klenermanpaul targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT barneseleanorj targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT sharpearleneh targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT hainingwnicholas targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate
AT yosefnir targetedreconstructionoftcellreceptorsequencefromsinglecellrnaseqlinkscdr3lengthtotcelldifferentiationstate