Design and Analysis of Single-Cell Sequencing Experiments

被引:390
作者
Gruen, Dominic [1 ,2 ,3 ]
van Oudenaarden, Alexander [1 ,2 ]
机构
[1] Royal Netherlands Acad Arts & Sci, Hubrecht Inst KNAW, NL-3584 CT Utrecht, Netherlands
[2] Univ Med Ctr Utrecht, Canc Genom Netherlands, NL-3584 CT Utrecht, Netherlands
[3] Max Planck Inst Immunobiol & Epigenet, D-79108 Freiburg, Germany
关键词
WHOLE GENOME AMPLIFICATION; MESSENGER-RNA-SEQ; GENE-EXPRESSION; NOISE; HETEROGENEITY; MAPS; RECOMBINATION; QUANTITIES; EVOLUTION; DYNAMICS;
D O I
10.1016/j.cell.2015.10.039
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Recent advances in single-cell sequencing hold great potential for exploring biological systems with unprecedented resolution. Sequencing the genome of individual cells can reveal somatic mutations and allows the investigation of clonal dynamics. Single-cell transcriptome sequencing can elucidate the cell type composition of a sample. However, single-cell sequencing comes with major technical challenges and yields complex data output. In this Primer, we provide an overview of available methods and discuss experimental design and single-cell data analysis. We hope that these guidelines will enable a growing number of researchers to leverage the power of single-cell sequencing.
引用
收藏
页码:799 / 810
页数:12
相关论文
共 73 条
[1]   Mutational signatures: the patterns of somatic mutations hidden in cancer genomes [J].
Alexandrov, Ludmil B. ;
Stratton, Michael R. .
CURRENT OPINION IN GENETICS & DEVELOPMENT, 2014, 24 :52-60
[2]  
Anders S., 2010, GENOME BIOL, V11, pR106, DOI [10.1186/gb-2010-11-10-r106, DOI 10.1186/gb-2010-11-10-r106]
[3]   The external RNA controls consortium: a progress report [J].
Baker, SC ;
Bauer, SR ;
Beyer, RP ;
Brenton, JD ;
Bromley, B ;
Burrill, J ;
Causton, H ;
Conley, MP ;
Elespuru, R ;
Fero, M ;
Foy, C ;
Fuscoe, J ;
Gao, XL ;
Gerhold, DL ;
Gilles, P ;
Goodsaid, F ;
Guo, X ;
Hackett, J ;
Hockett, RD ;
Ikonomi, P ;
Irizarry, RA ;
Kawasaki, ES ;
Kaysser-Kranich, T ;
Kerr, K ;
Kiser, G ;
Koch, WH ;
Lee, KY ;
Liu, CM ;
Liu, ZL ;
Lucas, A ;
Manohar, CF ;
Miyada, G ;
Modrusan, Z ;
Parkes, H ;
Puri, RK ;
Reid, L ;
Ryder, TB ;
Salit, M ;
Samaha, RR ;
Scherf, U ;
Sendera, TJ ;
Setterquist, RA ;
Shi, LM ;
Shippy, R ;
Soriano, JV ;
Wagar, EA ;
Warrington, JA ;
Williams, M ;
Wilmer, F ;
Wilson, M .
NATURE METHODS, 2005, 2 (10) :731-734
[4]   Genome-wide copy number analysis of single cells [J].
Baslan, Timour ;
Kendall, Jude ;
Rodgers, Linda ;
Cox, Hilary ;
Riggs, Mike ;
Stepansky, Asya ;
Troge, Jennifer ;
Ravi, Kandasamy ;
Esposito, Diane ;
Lakshmi, B. ;
Wigler, Michael ;
Navin, Nicholas ;
Hicks, James .
NATURE PROTOCOLS, 2012, 7 (06) :1024-1041
[5]   A genomic view of mosaicism and human disease [J].
Biesecker, Leslie G. ;
Spinner, Nancy B. .
NATURE REVIEWS GENETICS, 2013, 14 (05) :307-320
[6]  
Brennecke P, 2013, NAT METHODS, V10, P1093, DOI [10.1038/NMETH.2645, 10.1038/nmeth.2645]
[7]   Computational analysis of cell-to-cell heterogeneity in single-cell RNA-sequencing data reveals hidden subpopulations of cells [J].
Buettner, Florian ;
Natarajan, Kedar N. ;
Casale, F. Paolo ;
Proserpio, Valentina ;
Scialdone, Antonio ;
Theis, Fabian J. ;
Teichmann, Sarah A. ;
Marioni, John C. ;
Stegie, Oliver .
NATURE BIOTECHNOLOGY, 2015, 33 (02) :155-160
[8]   Cytometry: Today's technology and tomorrow's horizons [J].
Chattopadhyay, Pratip K. ;
Roederer, Mario .
METHODS, 2012, 57 (03) :251-258
[9]   Whole genome amplification using a degenerate oligonucleotide primer allows hundreds of genotypes to be performed on less than one nanogram of genomic DNA [J].
Cheung, VG ;
Nelson, SF .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1996, 93 (25) :14676-14679
[10]   Ensembl 2015 [J].
Cunningham, Fiona ;
Amode, M. Ridwan ;
Barrell, Daniel ;
Beal, Kathryn ;
Billis, Konstantinos ;
Brent, Simon ;
Carvalho-Silva, Denise ;
Clapham, Peter ;
Coates, Guy ;
Fitzgerald, Stephen ;
Gil, Laurent ;
Giron, Carlos Garcia ;
Gordon, Leo ;
Hourlier, Thibaut ;
Hunt, Sarah E. ;
Janacek, Sophie H. ;
Johnson, Nathan ;
Juettemann, Thomas ;
Kaehaeri, Andreas K. ;
Keenan, Stephen ;
Martin, Fergal J. ;
Maurel, Thomas ;
McLaren, William ;
Murphy, Daniel N. ;
Nag, Rishi ;
Overduin, Bert ;
Parker, Anne ;
Patricio, Mateus ;
Perry, Emily ;
Pignatelli, Miguel ;
Riat, Harpreet Singh ;
Sheppard, Daniel ;
Taylor, Kieron ;
Thormann, Anja ;
Vullo, Alessandro ;
Wilder, Steven P. ;
Zadissa, Amonida ;
Aken, Bronwen L. ;
Birney, Ewan ;
Harrow, Jennifer ;
Kinsella, Rhoda ;
Muffato, Matthieu ;
Ruffier, Magali ;
Searle, Stephen M. J. ;
Spudich, Giulietta ;
Trevanion, Stephen J. ;
Yates, Andy ;
Zerbino, Daniel R. ;
Flicek, Paul .
NUCLEIC ACIDS RESEARCH, 2015, 43 (D1) :D662-D669