Monocyte Single-Cell Multimodal Profiling in Cardiovascular Disease Risk States

被引:9
作者
Bashore, Alexander C. [1 ,2 ]
Xue, Chenyi [1 ,2 ]
Kim, Eunyoung [1 ,2 ]
Yan, Hanying [4 ]
Zhu, Lucie Y. [1 ,2 ]
Pan, Huize [5 ]
Kissner, Michael [3 ]
Ross, Leila S. [1 ,2 ]
Zhang, Hanrui [1 ,2 ]
Li, Mingyao [4 ]
Reilly, Muredach P. [1 ,2 ,6 ]
机构
[1] Columbia Univ, Vagelos Coll Phys & Surg, Dept Med, Div Cardiol, New York, NY USA
[2] Columbia Univ, Dept Med, Cardiometab Genom Program, Div Cardiol,Irving Med Ctr, New York, NY USA
[3] Columbia Univ, Irving Med Ctr, Dept Genet & Dev, Columbia Stem Cell Initiat, New York, NY USA
[4] Univ Penn, Perelman Sch Med, Dept Biostat Epidemiol & Informat, Philadelphia, PA USA
[5] Vanderbilt Univ, Med Ctr, Dept Med, Div Cardiovasc Med, Nashville, TN USA
[6] Columbia Univ, Irving Med Ctr, Irving Inst Clin & Translat Res, New York, NY USA
基金
美国国家卫生研究院;
关键词
atherosclerosis; chronic disease; dendritic cells; inflammation; monocytes; BONE-MARROW; MACROPHAGES; SUBSETS; HEALTH; DIFFERENTIATION; HEMATOPOIESIS; LANDSCAPE; CONTINUUM;
D O I
10.1161/CIRCRESAHA.124.324457
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
BACKGROUND:Monocytes are a critical innate immune system cell type that serves homeostatic and immunoregulatory functions. They have been identified historically by the cell surface expression of CD14 and CD16. However, recent single-cell studies have revealed that they are much more heterogeneous than previously realized.METHODS:We utilized cellular indexing of transcriptomes and epitopes by sequencing (CITE-seq) and single-cell RNA sequencing to describe the comprehensive transcriptional and phenotypic landscape of 437 126 monocytes.RESULTS:This high-dimensional multimodal approach identified vast phenotypic diversity and functionally distinct subsets, including IFN-responsive, MHCIIhi (major histocompatibility complex class II), monocyte-platelet aggregates, as well as nonclassical, and several subpopulations of classical monocytes. Using flow cytometry, we validated the existence of MHCII+CD275+ MHCIIhi, CD42b+ monocyte-platelet aggregates, CD16+CD99- nonclassical monocytes, and CD99+ classical monocytes. Each subpopulation exhibited unique characteristics, developmental trajectories, transcriptional regulation, and tissue distribution. In addition, alterations associated with cardiovascular disease risk factors, including race, smoking, and hyperlipidemia were identified. Moreover, the effect of hyperlipidemia was recapitulated in mouse models of elevated cholesterol.CONCLUSIONS:This integrative and cross-species comparative analysis provides a new perspective on the comparison of alterations in monocytes in pathological conditions and offers insights into monocyte-driven mechanisms in cardiovascular disease and the potential for monocyte subpopulation targeted therapies.
引用
收藏
页码:685 / 700
页数:16
相关论文
共 53 条
[21]   Monocyte differentiation and antigen-presenting functions [J].
Jakubzick, Claudia V. ;
Randolph, Gwendalyn J. ;
Henson, Peter M. .
NATURE REVIEWS IMMUNOLOGY, 2017, 17 (06) :349-362
[22]   Causal analysis approaches in Ingenuity Pathway Analysis [J].
Kraemer, Andreas ;
Green, Jeff ;
Pollard, Jack, Jr. ;
Tugendreich, Stuart .
BIOINFORMATICS, 2014, 30 (04) :523-530
[23]   A multi-use deep learning method for CITE-seq and single-cell RNA-seq data integration with cell surface protein prediction and imputation [J].
Lakkis, Justin ;
Schroeder, Amelia ;
Su, Kenong ;
Lee, Michelle Y. Y. ;
Bashore, Alexander C. ;
Reilly, Muredach P. ;
Li, Mingyao .
NATURE MACHINE INTELLIGENCE, 2022, 4 (11) :940-+
[24]   A joint deep learning model enables simultaneous batch effect correction, denoising, and clustering in single-cell transcriptomics [J].
Lakkis, Justin ;
Wang, David ;
Zhang, Yuanchao ;
Hu, Gang ;
Wang, Kui ;
Pan, Huize ;
Ungar, Lyle ;
Reilly, Muredach P. ;
Li, Xiangjie ;
Li, Mingyao .
GENOME RESEARCH, 2021, 31 (10) :1753-1766
[25]   The MHC class II antigen presentation pathway in human monocytes differs by subset and is regulated by cytokines [J].
Lee, Justin ;
Tam, Hanson ;
Adler, Lital ;
Ilstad-Minnihan, Alexandra ;
Macaubas, Claudia ;
Mellins, Elizabeth D. .
PLOS ONE, 2017, 12 (08)
[26]  
Maier Marco, 2014, Dirichletreg: Dirichlet regression for compositional data in r
[27]   Identification of Novel Human Monocyte Subsets and Evidence for Phenotypic Groups Defined by Interindividual Variations of Expression of Adhesion Molecules [J].
Merah-Mourah, F. ;
Cohen, S. O. ;
Charron, D. ;
Mooney, N. ;
Haziot, A. .
SCIENTIFIC REPORTS, 2020, 10 (01)
[28]   Cross-tissue single-cell landscape of human monocytes and macrophages in health and disease [J].
Mulder, Kevin ;
Patel, Amit Ashok ;
Kong, Wan Ting ;
Piot, Cecile ;
Halitzki, Evelyn ;
Dunsmore, Garett ;
Khalilnezhad, Shabnam ;
Irac, Sergio Erdal ;
Dubuisson, Agathe ;
Chevrier, Marion ;
Zhang, Xiao Meng ;
Tam, John Kit Chung ;
Lim, Tony Kiat Hon ;
Wong, Regina Men Men ;
Pai, Rhea ;
Khalil, Ahmed Ibrahim Samir ;
Chow, Pierce Kah Hoe ;
Wu, Suny Z. ;
Al-Eryani, Ghamdan ;
Roden, Daniel ;
Swarbrick, Alexander ;
Chan, Jerry Kok Yen ;
Albani, Salvatore ;
Derosa, Lisa ;
Zitvogel, Laurence ;
Sharma, Ankur ;
Chen, Jinmiao ;
Silvin, Aymeric ;
Bertoletti, Antonio ;
Bleriot, Camille ;
Dutertre, Charles-Antoine ;
Ginhoux, Florent .
IMMUNITY, 2021, 54 (08) :1883-+
[29]   Nonclassical Monocytes in Health and Disease [J].
Narasimhan, Prakash Babu ;
Marcovecchio, Paola ;
Hamers, Anouk A. J. ;
Hedrick, Catherine C. .
ANNUAL REVIEW OF IMMUNOLOGY, VOL 37, 2019, 2019, 37 :439-456
[30]   Monocyte heterogeneity and functions in cancer [J].
Olingy, Claire E. ;
Dinh, Huy Q. ;
Hedrick, Catherine C. .
JOURNAL OF LEUKOCYTE BIOLOGY, 2019, 106 (02) :309-322