Mapping the physical network of cellular interactions

被引:105
作者
Boisset, Jean-Charles [1 ,2 ]
Vivie, Judith [1 ,2 ]
Gruen, Dominic [1 ,2 ,3 ]
Muraro, Mauro J. [1 ,2 ]
Lyubimova, Anna [1 ,2 ]
van Oudenaarden, Alexander [1 ,2 ]
机构
[1] Royal Netherlands Acad Arts & Sci, Hubrecht Inst KNAW, Oncode Inst, Utrecht, Netherlands
[2] Univ Med Ctr Utrecht, Canc Genom Netherlands, Utrecht, Netherlands
[3] Max Planck Inst Immunobiol & Epigenet, Freiburg, Germany
基金
欧洲研究理事会;
关键词
RNA-SEQ DATA; IN-SITU; COMPLEX NETWORKS; GENE-EXPRESSION; SINGLE CELLS; TISSUE; DIFFERENTIATION; NICHE; ERYTHROPOIESIS; HIPPOCAMPUS;
D O I
10.1038/s41592-018-0009-z
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A cell's function is influenced by the environment, or niche, in which it resides. Studies of niches usually require assumptions about the cell types present, which impedes the discovery of new cell types or interactions. Here we describe ProximID, an approach for building a cellular network based on physical cell interaction and single-cell mRNA sequencing, and show that it can be used to discover new preferential cellular interactions without prior knowledge of component cell types. ProximID found specific interactions between megakaryocytes and mature neutrophils and between plasma cells and myeloblasts and/or promyelocytes (precursors of neutrophils) in mouse bone marrow, and it identified a Tac1(+) enteroendocrine cell-Lgr5(+) stem cell interaction in small intestine crypts. This strategy can be used to discover new niches or preferential interactions in a variety of organs.
引用
收藏
页码:547 / +
页数:9
相关论文
共 40 条
[1]   High-throughput spatial mapping of single-cell RNA-seq data to tissue of origin [J].
Achim, Kaia ;
Pettit, Jean-Baptiste ;
Saraiva, Luis R. ;
Gavriouchkina, Daria ;
Larsson, Tomas ;
Arendt, Detlev ;
Marioni, John C. .
NATURE BIOTECHNOLOGY, 2015, 33 (05) :503-U215
[2]   TEMPORAL DIFFERENTIATION AND MIGRATION OF SUBSTANCE-P, SEROTONIN, AND SECRETIN IMMUNOREACTIVE ENTEROENDOCRINE CELLS IN THE MOUSE PROXIMAL SMALL-INTESTINE [J].
AIKEN, KD ;
ROTH, KA .
DEVELOPMENTAL DYNAMICS, 1992, 194 (04) :303-310
[3]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[4]  
[Anonymous], 2010, NETWORKS INTRO, DOI DOI 10.1093/ACPROF:OSO/9780199206650.001.0001
[5]   Extracellular Vesicles in Cancer: Cell-to-Cell Mediators of Metastasis [J].
Becker, Annette ;
Thakur, Basant Kumar ;
Weiss, Joshua Mitchell ;
Kim, Han Sang ;
Peinado, Hector ;
Lyden, David .
CANCER CELL, 2016, 30 (06) :836-848
[6]   Granules of the human neutrophilic polymorphonuclear leukocyte [J].
Borregaard, N ;
Cowland, JB .
BLOOD, 1997, 89 (10) :3503-3521
[7]   Megakaryocytes regulate hematopoietic stem cell quiescence through CXCL4 secretion [J].
Bruns, Ingmar ;
Lucas, Daniel ;
Pinho, Sandra ;
Ahmed, Jalal ;
Lambert, Michele P. ;
Kunisaki, Yuya ;
Scheiermann, Christoph ;
Schiff, Lauren ;
Poncz, Mortimer ;
Bergman, Aviv ;
Frenette, Paul S. .
NATURE MEDICINE, 2014, 20 (11) :1315-1320
[8]   Increased and pathologic emperipolesis of neutrophils within megakaryocytes associated with marrow fibrosis in GATA-1low mice [J].
Centurione, L ;
Di Baldassarre, A ;
Zingariello, M ;
Bosco, D ;
Gatta, V ;
Rana, RA ;
Langella, V ;
Di Virgilio, A ;
Vannucchi, AM ;
Migliaccio, AR .
BLOOD, 2004, 104 (12) :3573-3580
[9]   Erythroblastic islands: niches for erythropoiesis [J].
Chasis, Joel Anne ;
Mohandas, Narla .
BLOOD, 2008, 112 (03) :470-478
[10]   Spatially resolved, highly multiplexed RNA profiling in single cells [J].
Chen, Kok Hao ;
Boettiger, Alistair N. ;
Moffitt, Jeffrey R. ;
Wang, Siyuan ;
Zhuang, Xiaowei .
SCIENCE, 2015, 348 (6233)