From Tissues to Cell Types and Back: Single-Cell Gene Expression Analysis of Tissue Architecture

被引:68
作者
Chen, Xi [1 ]
Teichmann, Sarah A. [1 ,2 ,3 ]
Meyer, Kerstin B. [1 ]
机构
[1] Wellcome Sanger Inst, Wellcome Genome Campus, Hinxton CB10 1SA, England
[2] European Bioinformat Inst EBI, European Mol Biol Lab EMBL, Wellcome Genome Campus, Hinxton CB10 1SA, England
[3] Univ Cambridge, Cavendish Lab, Theory Condensed Matter Res Grp, Cambridge CB3 0HE, England
来源
ANNUAL REVIEW OF BIOMEDICAL DATA SCIENCE, VOL 1 | 2018年 / 1卷
关键词
single-cell genomics; scRNA-seq; tissue architecture; deconvolution; spatial gene expression;
D O I
10.1146/annurev-biodatasci-080917-013452
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
With the recent transformative developments in single-cell genomics and, in particular, single-cell gene expression analysis, it is now possible to study tissues at the single-cell level, rather than having to rely on data from bulk measurements. Here we review the rapid developments in single-cell RNA sequencing (scRNA-seq) protocols that have the potential for unbiased identification and profiling of all cell types within a tissue or organism. In addition, novel approaches for spatial profiling of gene expression allow us to map individual cells and cell types back into the three-dimensional context of organs. The combination of in-depth single-cell and spatial gene expression data will reveal tissue architecture in unprecedented detail, generating a wealth of biological knowledge and a better understanding of many diseases.
引用
收藏
页码:29 / 51
页数:23
相关论文
共 122 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]   A Multiplexed Single-Cell CRISPR Screening Platform Enables Systematic Dissection of the Unfolded Protein Response [J].
Adamson, Britt ;
Norman, Thomas M. ;
Jost, Marco ;
Cho, Min Y. ;
Nunez, James K. ;
Chen, Yuwen ;
Villalta, Jacqueline E. ;
Gilbert, Luke A. ;
Horlbeck, Max A. ;
Hein, Marco Y. ;
Pak, Ryan A. ;
Gray, Andrew N. ;
Gross, Carol A. ;
Dixit, Atray ;
Parnas, Oren ;
Regev, Aviv ;
Weissman, Jonathan S. .
CELL, 2016, 167 (07) :1867-+
[3]   Digital cell quantification identifies global immune cell dynamics during influenza infection [J].
Altboum, Zeev ;
Steuerman, Yael ;
David, Eyal ;
Barnett-Itzhaki, Zohar ;
Valadarsky, Liran ;
Keren-Shaul, Hadas ;
Meningher, Tal ;
Mendelson, Ella ;
Mandelboim, Michal ;
Gat-Viks, Irit ;
Amit, Ido .
MOLECULAR SYSTEMS BIOLOGY, 2014, 10 (02)
[4]   Haplotype-resolved whole-genome sequencing by contiguity-preserving transposition and combinatorial indexing [J].
Amini, Sasan ;
Pushkarev, Dmitry ;
Christiansen, Lena ;
Kostem, Emrah ;
Royce, Tom ;
Turk, Casey ;
Pignatelli, Natasha ;
Adey, Andrew ;
Kitzman, Jacob O. ;
Vijayan, Kandaswamy ;
Ronaghi, Mostafa ;
Shendure, Jay ;
Gunderson, Kevin L. ;
Steemers, Frank J. .
NATURE GENETICS, 2014, 46 (12) :1343-1349
[5]   Mass Cytometry: Technique for Real Time Single Cell Multitarget Immunoassay Based on Inductively Coupled Plasma Time-of-Flight Mass Spectrometry [J].
Bandura, Dmitry R. ;
Baranov, Vladimir I. ;
Ornatsky, Olga I. ;
Antonov, Alexei ;
Kinach, Robert ;
Lou, Xudong ;
Pavlov, Serguei ;
Vorobiev, Sergey ;
Dick, John E. ;
Tanner, Scott D. .
ANALYTICAL CHEMISTRY, 2009, 81 (16) :6813-6822
[6]   Single-Cell Trajectory Detection Uncovers Progression and Regulatory Coordination in Human B Cell Development [J].
Bendall, Sean C. ;
Davis, Kara L. ;
Amir, El-ad David ;
Tadmor, Michelle D. ;
Simonds, Erin F. ;
Chen, Tiffany J. ;
Shenfeld, Daniel K. ;
Nolan, Garry P. ;
Pe'er, Dana .
CELL, 2014, 157 (03) :714-725
[7]   Scalable microfluidics for single-cell RNA printing and sequencing [J].
Bose, Sayantan ;
Wan, Zhenmao ;
Carr, Ambrose ;
Rizvi, Abbas H. ;
Vieira, Gregory ;
Pe'er, Dana ;
Sims, Peter A. .
GENOME BIOLOGY, 2015, 16
[8]  
Boukouvalas A, 2017, BIORXIV 166868, DOI [10.1101/166868, DOI 10.1101/166868]
[9]  
BRADY G, 1990, Methods in Molecular and Cellular Biology, V2, P17
[10]   Near-optimal probabilistic RNA-seq quantification (vol 34, pg 525, 2016) [J].
Bray, Nicolas L. ;
Pimentel, Harold ;
Melsted, Pall ;
Pachter, Lior .
NATURE BIOTECHNOLOGY, 2016, 34 (08) :888-888