Atherosclerosis in the single-cell era

被引:49
作者
Winkels, Holger [1 ]
Ehinger, Erik [1 ]
Ghosheh, Yanal [1 ]
Wolf, Dennis [1 ,2 ,3 ]
Ley, Klaus [1 ,4 ]
机构
[1] La Jolla Inst Allergy & Immunol, Div Inflammat Biol, 9420 Athena Circle, La Jolla, CA 92037 USA
[2] Univ Heart Ctr Freiburg, Dept Cardiol & Angiol 1, Freiburg, Germany
[3] Univ Freiburg, Fac Med, Freiburg, Germany
[4] Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USA
关键词
atherosclerosis; immune system; leukocytes; mass cytometry; single-cell RNA sequencing; LASER-CAPTURE MICRODISSECTION; SMOOTH-MUSCLE-CELLS; PLASMACYTOID DENDRITIC CELLS; REGULATORY T-CELLS; GENE-EXPRESSION; MACROPHAGE ACCUMULATION; SPATIAL RECONSTRUCTION; IMMUNE CELLS; RNA; PROLIFERATION;
D O I
10.1097/MOL.0000000000000537
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Purpose of review The immune system plays a critical role in the development and modulation of atherosclerosis. New highparameter technologies, including mass cytometry (CyTOF) and single-cell RNA sequencing (scRNAseq), allow for an encompassing analysis of immune cells. Unexplored marker combinations and transcriptomes can define new immune cell subsets and suggest their functions. Here, we review recent advances describing the immune cells in the artery wall of mice with and without atherosclerosis. We compare technologies and discuss limitations and advantages. Recent findings Both CyTOF and scRNAseq on leukocytes from digested aortae show 10-30 immune cell subsets. Myeloid, T, B and natural killer cells were confirmed. Although cellular functions can be inferred from RNA-Seq data, some subsets cannot be identified based on current knowledge, suggesting they may be new cell types. CyTOF and scRNAseq each identified four B-cell subsets and three macrophage subsets in the atherosclerotic aorta. Limitations include cell death caused by enzymatic digestion and the limited depth of the scRNAseq transcriptomes. Summary High-parameter methods are powerful tools for uncovering leukocyte diversity. CyTOF is currently more powerful at discerning leukocyte subsets in the atherosclerotic aorta, whereas scRNAseq provides more insight into their likely functions.
引用
收藏
页码:389 / 396
页数:8
相关论文
共 61 条
[1]   The role of the local environment and epigenetics in shaping macrophage identity and their effect on tissue homeostasis [J].
Amit, Ido ;
Winter, Deborah R. ;
Jung, Steffen .
NATURE IMMUNOLOGY, 2016, 17 (01) :18-25
[2]  
Beer M, 2011, METHODS MOL BIOL, V755, P417, DOI 10.1007/978-1-61779-163-5_35
[3]   Computational analysis of cell-to-cell heterogeneity in single-cell RNA-sequencing data reveals hidden subpopulations of cells [J].
Buettner, Florian ;
Natarajan, Kedar N. ;
Casale, F. Paolo ;
Proserpio, Valentina ;
Scialdone, Antonio ;
Theis, Fabian J. ;
Teichmann, Sarah A. ;
Marioni, John C. ;
Stegie, Oliver .
NATURE BIOTECHNOLOGY, 2015, 33 (02) :155-160
[4]   Discovering transcriptional signatures of disease for diagnosis versus mechanism [J].
Burel, Julie G. ;
Peters, Bjoern .
NATURE REVIEWS IMMUNOLOGY, 2018, 18 (05) :289-290
[5]   Natural variation of macrophage activation as disease-relevant phenotype predictive of inflammation and cancer survival [J].
Buscher, Konrad ;
Ehinger, Erik ;
Gupta, Pritha ;
Pramod, Akula Bala ;
Wolf, Dennis ;
Tweet, George ;
Pan, Calvin ;
Mills, Charles D. ;
Lusis, Aldons J. ;
Ley, Klaus .
NATURE COMMUNICATIONS, 2017, 8
[6]   Atherosclerosis-Driven Treg Plasticity Results in Formation of a Dysfunctional Subset of Plastic IFNγ+ Th1/Tregs [J].
Butcher, Matthew J. ;
Filipowicz, Adam R. ;
Waseem, Tayab C. ;
McGary, Christopher M. ;
Crow, Kevin J. ;
Magilnick, Nathaniel ;
Boldin, Mark ;
Lundberg, Patric S. ;
Galkina, Elena V. .
CIRCULATION RESEARCH, 2016, 119 (11) :1190-+
[7]   Flow Cytometry Analysis of Immune Cells Within Murine Aortas [J].
Butcher, Matthew J. ;
Herre, Margo ;
Ley, Klaus ;
Galkina, Elena .
JOVE-JOURNAL OF VISUALIZED EXPERIMENTS, 2011, (53)
[8]   Control of the T Follicular Helper-Germinal Center B-Cell Axis by CD8+ Regulatory T Cells Limits Atherosclerosis and Tertiary Lymphoid Organ Development [J].
Clement, Marc ;
Guedj, Kevin ;
Andreata, Francesco ;
Morvan, Marion ;
Bey, Laetitia ;
Khallou-Laschet, Jamila ;
Gaston, Anh-Thu ;
Delbosc, Sandrine ;
Alsac, Jean-Marc ;
Bruneval, Patrick ;
Deschildre, Catherine ;
Le Borgne, Marie ;
Castier, Yves ;
Kim, Hye-Jung ;
Cantor, Harvey ;
Michel, Jean-Baptiste ;
Caligiuri, Giuseppina ;
Nicoletti, Antonino .
CIRCULATION, 2015, 131 (06) :560-U375
[9]   Single-Cell RNA-Seq Reveals the Transcriptional Landscape and Heterogeneity of Aortic Macrophages in Murine Atherosclerosis [J].
Cochain, Clement ;
Vafadarnejad, Ehsan ;
Arampatzi, Panagiota ;
Pelisek, Jaroslav ;
Winkels, Holger ;
Ley, Klaus ;
Wolf, Dennis ;
Saliba, Antoine-Emmanuel ;
Zernecke, Alma .
CIRCULATION RESEARCH, 2018, 122 (12) :1661-1674
[10]   CD8+ T Cells Regulate Monopoiesis and Circulating Ly6Chigh Monocyte Levels in Atherosclerosis in Mice [J].
Cochain, Clement ;
Koch, Miriam ;
Chaudhari, Sweena M. ;
Busch, Martin ;
Pelisek, Jaroslav ;
Boon, Louis ;
Zernecke, Alma .
CIRCULATION RESEARCH, 2015, 117 (03) :244-253