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
Center for Computational Biology, University of California, Berkeley, Berkeley, CA, USA.
Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
Nucleic Acids Res. 2017 Sep 19;45(16):e148. doi: 10.1093/nar/gkx615.
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.
T细胞区室必须在T细胞受体(TCR)库和细胞状态方面都具有多样性,以提供针对病原体的有效免疫。然而,TCR的差异如何导致T细胞状态的异质性仍不清楚。单细胞RNA测序(scRNA-seq)能够同时测量单细胞的TCR序列和整体转录谱。然而,目前从scRNA-seq推断TCR的方法在灵敏度方面存在局限,并且需要长测序读长,从而增加了成本并减少了能够实际分析的细胞数量。在此,我们展示了TRAPeS,这是一种可公开获取的工具,能够从短读长scRNA-seq文库中高效提取TCR序列信息。我们将其应用于研究人类和小鼠CD8 + T细胞反应中的异质性,并表明它比现有方法更准确、更灵敏。将TRAPeS与针对黄热病病毒(YFV)单个表位的CD8 + T细胞的转录组分析相结合,我们发现最近描述的“幼稚样”记忆群体的互补决定区3(CDR3)区域明显更长,并且与种系序列的差异比效应记忆表型细胞更大。这表明TCR的使用与CD8 + T细胞对YFV反应的分化状态相关。