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Multiplexed mass cytometry profiling of cellular states perturbed by small-molecule regulators.多重流式细胞术分析小分子调节剂对细胞状态的扰动
Nat Biotechnol. 2012 Sep;30(9):858-67. doi: 10.1038/nbt.2317.
2
Single-cell mass cytometry of differential immune and drug responses across a human hematopoietic continuum.单细胞质谱流式细胞术分析人类造血连续统中的免疫和药物反应差异。
Science. 2011 May 6;332(6030):687-96. doi: 10.1126/science.1198704.
3
Highly multiparametric analysis by mass cytometry.高参数多参数分析通过质谱流式细胞术。
J Immunol Methods. 2010 Sep 30;361(1-2):1-20. doi: 10.1016/j.jim.2010.07.002. Epub 2010 Jul 21.
4
Metal-Containing Polystyrene Beads as Standards for Mass Cytometry.含金属聚苯乙烯微球作为质谱流式细胞术的标准品
J Anal At Spectrom. 2010;25(3):260-268. doi: 10.1039/b921770c.
5
Fluorescence intensity normalisation: correcting for time effects in large-scale flow cytometric analysis.荧光强度归一化:在大规模流式细胞术分析中校正时间效应。
Adv Bioinformatics. 2009;2009:476106. doi: 10.1155/2009/476106. Epub 2009 Nov 17.
6
Per-channel basis normalization methods for flow cytometry data.通道基础归一化方法在流式细胞术数据中的应用。
Cytometry A. 2010 Feb;77(2):121-31. doi: 10.1002/cyto.a.20823.
7
Lanthanide-containing polymer microspheres by multiple-stage dispersion polymerization for highly multiplexed bioassays.通过多阶段分散聚合制备含镧系元素的聚合物微球,用于高度多重化的生物分析。
J Am Chem Soc. 2009 Oct 28;131(42):15276-83. doi: 10.1021/ja9052009.
8
Mass cytometry: technique for real time single cell multitarget immunoassay based on inductively coupled plasma time-of-flight mass spectrometry.液质联用技术:基于电感耦合等离子体质谱飞行时间的实时单细胞多指标免疫分析技术。
Anal Chem. 2009 Aug 15;81(16):6813-22. doi: 10.1021/ac901049w.
9
Quality assurance for polychromatic flow cytometry.多色流式细胞术的质量保证
Nat Protoc. 2006;1(3):1522-30. doi: 10.1038/nprot.2006.250.

用标准微球对质谱流式细胞术数据进行标准化处理。

Normalization of mass cytometry data with bead standards.

机构信息

Baxter Laboratory in Stem Cell Biology, Department of Microbiology and Immunology, Stanford University, Stanford, California, USA.

出版信息

Cytometry A. 2013 May;83(5):483-94. doi: 10.1002/cyto.a.22271. Epub 2013 Mar 19.

DOI:10.1002/cyto.a.22271
PMID:23512433
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3688049/
Abstract

Mass cytometry uses atomic mass spectrometry combined with isotopically pure reporter elements to currently measure as many as 40 parameters per single cell. As with any quantitative technology, there is a fundamental need for quality assurance and normalization protocols. In the case of mass cytometry, the signal variation over time due to changes in instrument performance combined with intervals between scheduled maintenance must be accounted for and then normalized. Here, samples were mixed with polystyrene beads embedded with metal lanthanides, allowing monitoring of mass cytometry instrument performance over multiple days of data acquisition. The protocol described here includes simultaneous measurements of beads and cells on the mass cytometer, subsequent extraction of the bead-based signature, and the application of an algorithm enabling correction of both short- and long-term signal fluctuations. The variation in the intensity of the beads that remains after normalization may also be used to determine data quality. Application of the algorithm to a one-month longitudinal analysis of a human peripheral blood sample reduced the range of median signal fluctuation from 4.9-fold to 1.3-fold.

摘要

液质联用技术使用原子质谱仪结合同位素纯报告元素,目前可对每个单细胞进行多达 40 个参数的测量。与任何定量技术一样,都需要有质量保证和标准化协议。就液质联用而言,由于仪器性能的变化以及计划维护之间的间隔而导致的信号随时间的变化必须加以考虑,然后进行标准化。在这里,将样品与嵌入镧系金属的聚苯乙烯珠混合,从而可以在多天的数据采集过程中监测液质联用仪器的性能。这里描述的方案包括在液质联用仪上同时测量珠子和细胞,随后提取基于珠子的特征,以及应用一种算法来校正短期和长期信号波动。归一化后剩余的珠子强度变化也可用于确定数据质量。该算法在对人类外周血样本进行一个月的纵向分析中的应用,将中位数信号波动幅度从 4.9 倍降低到 1.3 倍。