Cross-tissue immune cell analysis reveals tissue-specific features in humans

被引:394
作者
Conde, C. Dominguez [1 ]
Xu, C. [1 ]
Jarvis, L. B. [2 ]
Rainbow, D. B. [2 ]
Wells, S. B. [3 ]
Gomes, T. [1 ]
Howlett, S. K. [2 ]
Suchanek, O. [4 ]
Polanski, K. [1 ]
King, H. W. [5 ]
Mamanova, L. [1 ]
Huang, N. [1 ]
Szabo, P. A. [6 ]
Richardson, L. [1 ]
Bolt, L. [1 ]
Fasouli, E. S. [1 ]
Mahbubani, K. T. [7 ,8 ]
Prete, M. [1 ]
Tuck, L. [1 ]
Richoz, N. [4 ]
Tuong, Z. K. [1 ,4 ]
Campos, L. [1 ,9 ]
Mousa, H. S. [2 ]
Needham, E. J. [2 ]
Pritchard, S. [1 ]
Li, T. [1 ]
Elmentaite, R. [1 ]
Park, J. [1 ]
Rahmani, E. [10 ,11 ]
Chen, D. [3 ]
Menon, D. K. [12 ]
Bayraktar, O. A. [1 ]
James, L. K. [5 ]
Meyer, K. B. [1 ]
Yosef, N. [10 ,11 ,13 ,14 ]
Clatworthy, M. R. [1 ,4 ]
Sims, P. A. [3 ]
Farber, D. L. [6 ]
Saeb-Parsy, K. [7 ,8 ]
Jones, J. L. [2 ]
Teichmann, S. A. [1 ,15 ]
机构
[1] Wellcome Genome Campus, Wellcome Sanger Inst, Cambridge, England
[2] Univ Cambridge, Dept Clin Neurosci, Cambridge, England
[3] Columbia Univ, Dept Syst Biol, Irving Med Ctr, New York, NY USA
[4] Univ Cambridge, Dept Med, Mol Immun Unit, Cambridge, England
[5] Queen Mary Univ London, Ctr Immunobiol, Blizard Inst, London, England
[6] Columbia Univ, Dept Microbiol & Immunol, Irving Med Ctr, New York, NY USA
[7] Univ Cambridge, Dept Surg, Cambridge, England
[8] NIHR Cambridge Biomed Res Ctr, Cambridge, England
[9] West Suffolk Hosp NHS Trust, Bury St Edmunds, Suffolk, England
[10] Univ Calif Berkeley, Ctr Computat Biol, Berkeley, CA 94720 USA
[11] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
[12] Univ Cambridge, Dept Anaesthesia, Cambridge, England
[13] Chan Zuckerberg Biohub, San Francisco, CA USA
[14] Ragon Inst MGH MIT & Harvard, Cambridge, MA USA
[15] Univ Cambridge, Dept Phys, Cavendish Lab, Theory Condensed Matter, Cambridge, England
基金
欧洲研究理事会; 英国惠康基金;
关键词
DENDRITIC CELLS; T-CELLS; RNA-SEQ; EXPRESSION; MACROPHAGES; TRAFFICKING; COMPARTMENT; CHEMOKINES; POPULATION; DIVERSITY;
D O I
10.1126/science.abl5197
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
07 ; 0710 ; 09 ;
摘要
Despite their crucial role in health and disease, our knowledge of immune cells within human tissues remains limited. We surveyed the immune compartment of 16 tissues from 12 adult donors by single-cell RNA sequencing and VDJ sequencing generating a dataset of similar to 360,000 cells. To systematically resolve immune cell heterogeneity across tissues, we developed CellTypist, a machine learning tool for rapid and precise cell type annotation. Using this approach, combined with detailed curation, we determined the tissue distribution of finely phenotyped immune cell types, revealing hitherto unappreciated tissue-specific features and clonal architecture of T and B cells. Our multitissue approach lays the foundation for identifying highly resolved immune cell types by leveraging a common reference dataset, tissue-integrated expression analysis, and antigen receptor sequencing.
引用
收藏
页码:713 / +
页数:93
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