Vujovic Milena, Degn Kristine Fredlund, Marin Frederikke Isa, Schaap-Johansen Anna-Lisa, Chain Benny, Andresen Thomas Lars, Kaplinsky Joseph, Marcatili Paolo
DTU HealthTech, Department of Health Technology, Technical University of Denmark, Ørsteds Plads, Building 345C, DK-2800 Kgs. Lyngby, Denmark.
UCL Division of Infection and Immunity, University College London, Wing 3.2, Cruciform Building, Gower Street, London WC1E 6BT, United Kingdom.
Comput Struct Biotechnol J. 2020 Aug 5;18:2166-2173. doi: 10.1016/j.csbj.2020.06.041. eCollection 2020.
There has been increasing interest in the role of T cells and their involvement in cancer, autoimmune and infectious diseases. However, the nature of T cell receptor (TCR) epitope recognition at a repertoire level is not yet fully understood. Due to technological advances a plethora of TCR sequences from a variety of disease and treatment settings has become readily available. Current efforts in TCR specificity analysis focus on identifying characteristics in immune repertoires which can explain or predict disease outcome or progression, or can be used to monitor the efficacy of disease therapy. In this context, clustering of TCRs by sequence to reflect biological similarity, and especially to reflect antigen specificity have become of paramount importance. We review the main TCR sequence clustering methods and the different similarity measures they use, and discuss their performance and possible improvement. We aim to provide guidance for non-specialists who wish to use TCR repertoire sequencing for disease tracking, patient stratification or therapy prediction, and to provide a starting point for those aiming to develop novel techniques for TCR annotation through clustering.
人们对T细胞在癌症、自身免疫性疾病和传染病中的作用及其参与情况的兴趣与日俱增。然而,在库水平上T细胞受体(TCR)表位识别的本质尚未完全明确。由于技术进步,来自各种疾病和治疗背景的大量TCR序列已 readily available。目前TCR特异性分析的工作重点是确定免疫库中的特征,这些特征可以解释或预测疾病的结果或进展,或者可用于监测疾病治疗的疗效。在这种背景下,通过序列对TCR进行聚类以反映生物学相似性,特别是反映抗原特异性变得至关重要。我们综述了主要的TCR序列聚类方法及其使用的不同相似性度量,并讨论了它们的性能和可能的改进。我们旨在为希望使用TCR库测序进行疾病追踪、患者分层或治疗预测的非专业人士提供指导,并为那些旨在通过聚类开发TCR注释新技术的人提供一个起点。 (这里“readily available”可能是“容易获得”之类的意思,但原英文表述不完整,按字面翻译了。)