Standardization and quality control for high-dimensional mass cytometry studies of human samples

被引:47
作者
Kleinsteuber, Katja [1 ,2 ,3 ]
Corleis, Bjoern [1 ]
Rashidi, Narges [1 ]
Nchinda, Nzuekoh [1 ,2 ]
Lisanti, Antonella [1 ]
Cho, Josalyn L. [4 ,5 ,6 ]
Medoff, Benjamin D. [4 ,5 ,6 ]
Kwon, Douglas [1 ,7 ]
Walker, Bruce D. [1 ,2 ,7 ]
机构
[1] MIT & Harvard, Ragon Inst MGH, 400 Technol Sq, Cambridge, MA 02139 USA
[2] Howard Hughes Med Inst HHMI Chevy Chase, Chevy Chase, MD 20815 USA
[3] Heinrich Pette Inst Expt Virol, Hamburg, Germany
[4] Massachusetts Gen Hosp, Div Pulm & Crit Care Med, Boston, MA USA
[5] Harvard Med Sch, Boston, MA USA
[6] Massachusetts Gen Hosp, Ctr Immunol & Inflammatory Dis, Boston, MA USA
[7] Massachusetts Gen Hosp, Div Infect Dis, Boston, MA USA
基金
美国国家卫生研究院; 欧洲研究理事会;
关键词
Mass cytometry; CyTOF; HIV; clinical studies; human immunology; SINGLE-CELL TECHNOLOGIES; T-CELLS; EXPRESSION; IMMUNE; PROGRESSION; EXHAUSTION; CONTINUUM; RESPONSES; SYSTEM; KI-67;
D O I
10.1002/cyto.a.22935
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Mass cytometry (CyTOF), a mass spectrometry-based single cell phenotyping technology, allows utilization of over 35 antibodies in a single sample and is a promising tool for translational human immunology studies. Although several analysis tools are available to interpret the complex data sets generated, a robust method for standardization and quality control within and across studies is needed. Here we report an efficient and easily adaptable method to monitor quality of individual samples in human immunology studies and to facilitate reproducible data analysis. Samples to be assessed are spiked with a defined amount of reference peripheral blood mononuclear cells from a healthy donor, derived from a single large blood draw. The presence of known standardized numbers and phenotypic profiles of these reference cells greatly facilitates sample analysis by allowing for: 1) quality control for consistent staining of each antibody in the panel, 2) identification of potential batch effects, and 3) implementation of a robust gating strategy. We demonstrate the utility of this method using peripheral blood and bronchoalveolar lavage samples from HIV+ patients by characterizing their CD8(+) T-cell phenotypes and cytokine expression, respectively. Our results indicate that this method allows quality control of experimental conditions and results in highly reproducible population frequencies through a robust gating strategy. (c) 2016 International Society for Advancement of Cytometry
引用
收藏
页码:903 / 913
页数:11
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