Low-coverage single-cell mRNA sequencing reveals cellular heterogeneity and activated signaling pathways in developing cerebral cortex

被引:645
作者
Pollen, Alex A. [1 ,2 ]
Nowakowski, Tomasz J. [1 ,2 ]
Shuga, Joe [3 ]
Wang, Xiaohui [3 ]
Leyrat, Anne A. [2 ,3 ]
Lui, Jan H. [1 ,2 ]
Li, Nianzhen [3 ]
Szpankowski, Lukasz [3 ]
Fowler, Brian [3 ]
Chen, Peilin [3 ]
Ramalingam, Naveen [3 ]
Sun, Gang [3 ]
Thu, Myo [3 ]
Norris, Michael [3 ]
Lebofsky, Ronald [3 ]
Toppani, Dominique [3 ]
Kemp, Darnell W., II [3 ]
Wong, Michael [3 ]
Clerkson, Barry [3 ]
Jones, Brittnee N. [3 ]
Wu, Shiquan [3 ]
Knutsson, Lawrence [3 ]
Alvarado, Beatriz [3 ]
Wang, Jing [3 ]
Weaver, Lesley S. [3 ]
May, Andrew P. [3 ]
Jones, Robert C. [3 ]
Unger, Marc A. [3 ]
Kriegstein, Arnold R. [1 ,2 ]
West, Jay A. A. [3 ]
机构
[1] Univ Calif San Francisco, Eli & Edythe Broad Ctr Regenerat Med & Stem Cell, San Francisco, CA 94143 USA
[2] Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
[3] Fluidigm Corp, San Francisco, CA USA
关键词
HEMATOPOIETIC STEM-CELLS; GENE-EXPRESSION; TRANSCRIPTIONAL LANDSCAPE; SEQ EXPERIMENTS; HUMAN BRAIN; MIGRATION; GENOME; EGR1;
D O I
10.1038/nbt.2967
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Large-scale surveys of single-cell gene expression have the potential to reveal rare cell populations and lineage relationships but require efficient methods for cell capture and mRNA sequencing(1-4). Although cellular barcoding strategies allow parallel sequencing of single cells at ultra-low depths(5), the limitations of shallow sequencing have not been investigated directly. By capturing 301 single cells from 11 populations using microfluidics and analyzing single-cell transcriptomes across downsampled sequencing depths, we demonstrate that shallow single-cell mRNA sequencing (similar to 50,000 reads per cell) is sufficient for unbiased cell-type classification and biomarker identification. In the developing cortex, we identify diverse cell types, including multiple progenitor and neuronal subtypes, and we identify EGR1 and FOS as previously unreported candidate targets of Notch signaling in human but not mouse radial glia. Our strategy establishes an efficient method for unbiased analysis and comparison of cell populations from heterogeneous tissue by microfluidic single-cell capture and low-coverage sequencing of many cells.
引用
收藏
页码:1053 / +
页数:9
相关论文
共 38 条
[1]   Molecular profiling of inflammatory breast cancer:: Identification of a poor-prognosis gene expression signature [J].
Bièche, I ;
Lerebours, F ;
Tozlu, S ;
Espie, M ;
Marty, M ;
Lidereau, R .
CLINICAL CANCER RESEARCH, 2004, 10 (20) :6789-6795
[2]   Molecular characterization of adult mouse subventricular zone progenitor cells during the onset of differentiation [J].
Bonnert, Timothy P. ;
Bilsland, James G. ;
Guest, Paul C. ;
Heavens, Robert ;
McLaren, Donna ;
Dale, Charlotte ;
Thakur, Matthew ;
McAllister, George ;
Munoz-Sanjuan, Ignacio .
EUROPEAN JOURNAL OF NEUROSCIENCE, 2006, 24 (03) :661-675
[3]  
Brennecke P, 2013, NAT METHODS, V10, P1093, DOI [10.1038/NMETH.2645, 10.1038/nmeth.2645]
[4]   Single-cell dissection of transcriptional heterogeneity in human colon tumors [J].
Dalerba, Piero ;
Kalisky, Tomer ;
Sahoo, Debashis ;
Rajendran, Pradeep S. ;
Rothenberg, Michael E. ;
Leyrat, Anne A. ;
Sim, Sopheak ;
Okamoto, Jennifer ;
Johnston, Darius M. ;
Qian, Dalong ;
Zabala, Maider ;
Bueno, Janet ;
Neff, Norma F. ;
Wang, Jianbin ;
Shelton, Andrew A. ;
Visser, Brendan ;
Hisamori, Shigeo ;
Shimono, Yohei ;
van de Wetering, Marc ;
Clevers, Hans ;
Clarke, Michael F. ;
Quake, Stephen R. .
NATURE BIOTECHNOLOGY, 2011, 29 (12) :1120-U11
[5]   Single-Cell RNA-Seq Reveals Dynamic, Random Monoallelic Gene Expression in Mammalian Cells [J].
Deng, Qiaolin ;
Ramskold, Daniel ;
Reinius, Bjorn ;
Sandberg, Rickard .
SCIENCE, 2014, 343 (6167) :193-196
[6]   Single-Cell Analysis Reveals that Expression of Nanog Is Biallelic and Equally Variable as that of Other Pluripotency Factors in Mouse ESCs [J].
Faddah, Dina A. ;
Wang, Haoyi ;
Cheng, Albert Wu ;
Katz, Yarden ;
Buganim, Yosef ;
Jaenisch, Rudolf .
CELL STEM CELL, 2013, 13 (01) :23-29
[7]   Highly Parallel Genome-Wide Expression Analysis of Single Mammalian Cells [J].
Fan, Jian-Bing ;
Chen, Jing ;
April, Craig S. ;
Fisher, Jeffrey S. ;
Klotzle, Brandy ;
Bibikova, Marina ;
Kaper, Fiona ;
Ronaghi, Mostafa ;
Linnarsson, Sten ;
Ota, Takayo ;
Chien, Jeremy ;
Laurent, Louise C. ;
Nisperos, Sean V. ;
Chen, Gina Y. ;
Zhong, Jiang F. .
PLOS ONE, 2012, 7 (02)
[8]   Mitogen-Activated Protein Kinase-Signaling Regulates the Ability of Muller Glia to Proliferate and Protect Retinal Neurons Against Excitotoxicity [J].
Fischer, Andy J. ;
Scott, Melissa A. ;
Ritchey, Eric R. ;
Sherwood, Patrick .
GLIA, 2009, 57 (14) :1538-1552
[9]   The UCSC Genome Browser database: update 2011 [J].
Fujita, Pauline A. ;
Rhead, Brooke ;
Zweig, Ann S. ;
Hinrichs, Angie S. ;
Karolchik, Donna ;
Cline, Melissa S. ;
Goldman, Mary ;
Barber, Galt P. ;
Clawson, Hiram ;
Coelho, Antonio ;
Diekhans, Mark ;
Dreszer, Timothy R. ;
Giardine, Belinda M. ;
Harte, Rachel A. ;
Hillman-Jackson, Jennifer ;
Hsu, Fan ;
Kirkup, Vanessa ;
Kuhn, Robert M. ;
Learned, Katrina ;
Li, Chin H. ;
Meyer, Laurence R. ;
Pohl, Andy ;
Raney, Brian J. ;
Rosenbloom, Kate R. ;
Smith, Kayla E. ;
Haussler, David ;
Kent, W. James .
NUCLEIC ACIDS RESEARCH, 2011, 39 :D876-D882
[10]   Resolution of Cell Fate Decisions Revealed by Single-Cell Gene Expression Analysis from Zygote to Blastocyst [J].
Guo, Guoji ;
Huss, Mikael ;
Tong, Guo Qing ;
Wang, Chaoyang ;
Sun, Li Li ;
Clarke, Neil D. ;
Robson, Paul .
DEVELOPMENTAL CELL, 2010, 18 (04) :675-685