Institute of Experimental Immunology, University of Zurich, Zurich, Switzerland.
Eur J Immunol. 2019 Feb;49(2):212-220. doi: 10.1002/eji.201847758. Epub 2019 Jan 25.
High-dimensional single-cell (HDcyto) technologies, such as mass cytometry (CyTOF) and flow cytometry, are the key techniques that hold a great promise for deciphering complex biological processes. During the last decade, we witnessed an exponential increase of novel HDcyto technologies that are able to deliver an in-depth profiling in different settings, such as various autoimmune diseases and cancer. The concurrent advance of custom data-mining algorithms has provided a rich substrate for the development of novel tools in translational medicine research. HDcyto technologies have been successfully used to investigate cellular cues driving pathophysiological conditions, and to identify disease-specific signatures that may serve as diagnostic biomarkers or therapeutic targets. These technologies now also offer the possibility to describe a complete cellular environment, providing unanticipated insights into human biology. In this review, we present an update on the current cutting-edge HDcyto technologies and their applications, which are going to be fundamental in providing further insights into human immunology and pathophysiology of various diseases. Importantly, we further provide an overview of the main algorithms currently available for data mining, together with the conceptual workflow for high-dimensional cytometric data handling and analysis. Overall, this review aims to be a handy overview for immunologists on how to design, develop and read HDcyto data.
高维单细胞(HDcyto)技术,如质谱流式细胞术(CyTOF)和流式细胞术,是破译复杂生物过程的关键技术。在过去的十年中,我们见证了新型 HDcyto 技术的指数级增长,这些技术能够在各种环境中进行深入的分析,如各种自身免疫性疾病和癌症。同时,定制数据挖掘算法的进步为转化医学研究中新型工具的开发提供了丰富的基础。HDcyto 技术已成功用于研究驱动生理病理条件的细胞线索,并识别可能作为诊断生物标志物或治疗靶点的疾病特异性特征。这些技术现在还提供了描述完整细胞环境的可能性,为人类生物学提供了意想不到的见解。在这篇综述中,我们介绍了当前前沿的 HDcyto 技术及其应用的最新进展,这些进展将为深入了解人类免疫学和各种疾病的病理生理学提供基础。重要的是,我们进一步概述了目前可用于数据挖掘的主要算法,以及用于高维细胞计量数据处理和分析的概念性工作流程。总的来说,这篇综述旨在为免疫学家提供一个关于如何设计、开发和解读 HDcyto 数据的便捷概述。