Cytosplore: Interactive Immune Cell Phenotyping for Large Single-Cell Datasets

被引:85
作者
Hoellt, T. [1 ]
Pezzotti, N. [1 ]
van Unen, V. [2 ]
Koning, F. [2 ]
Eisemann, E. [1 ]
Lelieveldt, B. [1 ,2 ]
Vilanova, A. [1 ]
机构
[1] Delft Univ Technol, Delft, Netherlands
[2] Leiden Univ, Med Ctr, Leiden, Netherlands
关键词
MASS CYTOMETRY; VISUALIZATION;
D O I
10.1111/cgf.12893
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
To understand how the immune system works, one needs to have a clear picture of its cellular compositon and the cells' corresponding properties and functionality. Mass cytometry is a novel technique to determine the properties of single-cells with unprecedented detail. This amount of detail allows for much finer differentiation but also comes at the cost of more complex analysis. In this work, we present Cytosplore, implementing an interactive workflow to analyze mass cytometry data in an integrated system, providing multiple linked views, showing different levels of detail and enabling the rapid definition of known and unknown cell types. Cytosplore handles millions of cells, each represented as a high-dimensional data point, facilitates hypothesis generation and confirmation, and provides a significant speed up of the current workflow. We show the effectiveness of Cytosplore in a case study evaluation.
引用
收藏
页码:171 / 180
页数:10
相关论文
共 31 条
[1]   viSNE enables visualization of high dimensional single-cell data and reveals phenotypic heterogeneity of leukemia [J].
Amir, El-ad David ;
Davis, Kara L. ;
Tadmor, Michelle D. ;
Simonds, Erin F. ;
Levine, Jacob H. ;
Bendall, Sean C. ;
Shenfeld, Daniel K. ;
Krishnaswamy, Smita ;
Nolan, Garry P. ;
Pe'er, Dana .
NATURE BIOTECHNOLOGY, 2013, 31 (06) :545-+
[2]  
[Anonymous], 2009, J Mach Learn Res
[3]  
[Anonymous], 2006, AM HERITAGE DICT ENG
[4]   Single-Cell Mass Cytometry of Differential Immune and Drug Responses Across a Human Hematopoietic Continuum [J].
Bendall, Sean C. ;
Simonds, Erin F. ;
Qiu, Peng ;
Amir, El-ad D. ;
Krutzik, Peter O. ;
Finck, Rachel ;
Bruggner, Robert V. ;
Melamed, Rachel ;
Trejo, Angelica ;
Ornatsky, Olga I. ;
Balderas, Robert S. ;
Plevritis, Sylvia K. ;
Sachs, Karen ;
Pe'er, Dana ;
Tanner, Scott D. ;
Nolan, Garry P. .
SCIENCE, 2011, 332 (6030) :687-696
[5]   Multiplexed mass cytometry profiling of cellular states perturbed by small-molecule regulators [J].
Bodenmiller, Bernd ;
Zunder, Eli R. ;
Finck, Rachel ;
Chen, Tiffany J. ;
Savig, Erica S. ;
Bruggner, Robert V. ;
Simonds, Erin F. ;
Bendall, Sean C. ;
Sachs, Karen ;
Krutzik, Peter O. ;
Nolan, Garry P. .
NATURE BIOTECHNOLOGY, 2012, 30 (09) :858-U89
[6]   D3: Data-Driven Documents [J].
Bostock, Michael ;
Ogievetsky, Vadim ;
Heer, Jeffrey .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2011, 17 (12) :2301-2309
[7]  
Brehmer M., 2014, P IEEE VIS WORKSH TI, P1, DOI [DOI 10.1145/2669557.2669559, 10.1145/2669557.2669559]
[8]   A Multi-Level Typology of Abstract Visualization Tasks [J].
Brehmer, Matthew ;
Munzner, Tamara .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2013, 19 (12) :2376-2385
[9]   Mean shift: A robust approach toward feature space analysis [J].
Comaniciu, D ;
Meer, P .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (05) :603-619
[10]  
Demiralp Ç, 2013, 2013 IEEE SYMPOSIUM ON BIOLOGICAL DATA VISUALIZATION (BIOVIS), P1, DOI 10.1109/BioVis.2013.6664340