An interactive reference framework for modeling a dynamic immune system

被引:191
作者
Spitzer, Matthew H. [1 ,2 ,3 ]
Gherardini, Pier Federico [1 ]
Fragiadakis, Gabriela K. [1 ]
Bhattacharya, Nupur [2 ]
Yuan, Robert T. [2 ,3 ]
Hotson, Andrew N. [1 ]
Finck, Rachel [1 ]
Carmi, Yaron [2 ]
Zunder, Eli R. [1 ]
Fantl, Wendy J. [4 ]
Bendall, Sean C. [2 ,3 ]
Engleman, Edgar G. [2 ,3 ]
Nolan, Garry P. [1 ,3 ]
机构
[1] Stanford Univ, Dept Microbiol & Immunol, Baxter Lab Stem Cell Biol, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Pathol, Stanford, CA 94305 USA
[3] Stanford Univ, Program Immunol, Stanford, CA 94305 USA
[4] Stanford Univ, Dept Obstet & Gynecol, Div Gynecol Oncol, Stanford, CA 94305 USA
关键词
MASS CYTOMETRY; GENE-EXPRESSION; T-CELLS; MOUSE; NETWORK; IDENTIFICATION; PROGRESSION; VISUALIZATION; BIOLOGY; GAMMA;
D O I
10.1126/science.1259425
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Immune cells function in an interacting hierarchy that coordinates the activities of various cell types according to genetic and environmental contexts. We developed graphical approaches to construct an extensible immune reference map from mass cytometry data of cells from different organs, incorporating landmark cell populations as flags on the map to compare cells from distinct samples. The maps recapitulated canonical cellular phenotypes and revealed reproducible, tissue-specific deviations. The approach revealed influences of genetic variation and circadian rhythms on immune system structure, enabled direct comparisons of murine and human blood cell phenotypes, and even enabled archival fluorescence-based flow cytometry data to be mapped onto the reference framework. This foundational reference map provides a working definition of systemic immune organization to which new data can be integrated to reveal deviations driven by genetics, environment, or pathology.
引用
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页数:12
相关论文
共 63 条
[1]
Immunology in the post-genomic era [J].
Aderem, A ;
Hood, L .
NATURE IMMUNOLOGY, 2001, 2 (05) :373-375
[2]
Aghaeepour N, 2013, NAT METHODS, V10, P228, DOI [10.1038/NMETH.2365, 10.1038/nmeth.2365]
[3]
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-+
[4]
[Anonymous], 1990, FINDING GROUPS IN DA
[5]
Reverse engineering of regulatory networks in human B cells [J].
Basso, K ;
Margolin, AA ;
Stolovitzky, G ;
Klein, U ;
Dalla-Favera, R ;
Califano, A .
NATURE GENETICS, 2005, 37 (04) :382-390
[6]
Single-Cell Trajectory Detection Uncovers Progression and Regulatory Coordination in Human B Cell Development [J].
Bendall, Sean C. ;
Davis, Kara L. ;
Amir, El-ad David ;
Tadmor, Michelle D. ;
Simonds, Erin F. ;
Chen, Tiffany J. ;
Shenfeld, Daniel K. ;
Nolan, Garry P. ;
Pe'er, Dana .
CELL, 2014, 157 (03) :714-725
[7]
A deep profiler's guide to cytometry [J].
Bendall, Sean C. ;
Nolan, Garry P. ;
Roederer, Mario ;
Chattopadhyay, Pratip K. .
TRENDS IN IMMUNOLOGY, 2012, 33 (07) :323-332
[8]
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
[9]
How host defense is encoded in the mammalian genome INTRODUCTION [J].
Beutler, Bruce ;
Goodnow, Christopher C. .
MAMMALIAN GENOME, 2011, 22 (1-2) :1-5
[10]
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