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Targeted reconstruction of T cell receptor sequence from single cell RNA-seq links CDR3 length to T cell differentiation state
Nucleic Acids Research ( IF 14.9 ) Pub Date : 2017-07-17 , DOI: 10.1093/nar/gkx615
Shaked Afik 1 , Kathleen B. Yates 2 , Kevin Bi 2 , Samuel Darko 3 , Jernej Godec 2, 4, 5 , Ulrike Gerdemann 2 , Leo Swadling 6 , Daniel C. Douek 3 , Paul Klenerman 6, 7 , Eleanor J. Barnes 6, 7 , Arlene H. Sharpe 4, 5 , W. Nicholas Haining 2, 8, 9 , Nir Yosef 10, 11, 12
Affiliation  

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.

中文翻译:

从单细胞RNA-seq有针对性地重建T细胞受体序列将CDR3长度连接到T细胞分化状态

T细胞区隔必须在T细胞受体(TCR)库和细胞状态中均包含多样性,以提供针对病原体的有效免疫力。但是,尚不清楚TCR的差异如何导致T细胞状态异质性。单细胞RNA测序(scRNA-seq)可以同时测量TCR序列和单细胞的全局转录谱。但是,目前从scRNA-seq推断TCR的方法的敏感性有限,需要较长的测序读取,因此增加了成本,并减少了可进行分析的细胞数量。在这里,我们介绍TRAPeS,这是一个公开可用的工具,可以从短读scRNA-seq库中有效提取TCR序列信息。我们将其用于研究CD8 +中的异质性人类和小鼠的T细胞反应,并表明它比现有方法准确,敏感。将TRAPeS与特异性针对来自黄热病病毒(YFV)的单个表位的CD8 + T细胞的转录组分析相结合,我们显示,与效应子相比,最近描述的“幼稚样”记忆种群具有更长的CDR3区域和与种系序列的更大差异-记忆表型细胞。这表明TCR的使用与CD8 + T细胞对YFV的应答的分化状态有关。
更新日期:2017-09-21
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