Multiplexed droplet single-cell RNA-sequencing using natural genetic variation

被引:581
作者
Kang, Hyun Min [1 ,2 ]
Subramaniam, Meena [3 ,4 ,5 ,6 ,7 ]
Targ, Sasha [3 ,4 ,5 ,6 ,7 ,8 ]
Michelle Nguyen [9 ,10 ,11 ]
Maliskova, Lenka [4 ,12 ]
McCarthy, Elizabeth [8 ]
Wan, Eunice [4 ]
Wong, Simon
Byrnes, Lauren [13 ]
Lanata, Cristina M. [14 ,15 ]
Gate, Rachel E. [4 ,5 ,6 ,7 ]
Mostafavi, Sara [16 ]
Marson, Alexander [9 ,10 ,11 ,14 ,17 ,18 ]
Zaitlen, Noah [4 ,14 ,19 ]
Criswell, Lindsey A. [4 ,14 ,15 ,20 ]
Ye, Chun Jimmie [4 ,5 ,6 ,7 ]
机构
[1] Univ Michigan, Sch Publ Hlth, Dept Biostat, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Sch Publ Hlth, Ctr Stat Genet, Ann Arbor, MI 48109 USA
[3] Univ Calif San Francisco, Biol & Med Informat Grad Program, San Francisco, CA 94143 USA
[4] Univ Calif San Francisco, IHG, San Francisco, CA 94143 USA
[5] Univ Calif San Francisco, Inst Computat Hlth Sci, San Francisco, CA 94143 USA
[6] Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USA
[7] Univ Calif San Francisco, Dept Bioengn & Therapeut Sci, San Francisco, CA 94143 USA
[8] Univ Calif San Francisco, MSTP, San Francisco, CA 94143 USA
[9] Univ Calif San Francisco, Dept Microbiol & Immunol, San Francisco, CA 94143 USA
[10] Univ Calif San Francisco, Diabet Ctr, San Francisco, CA 94143 USA
[11] Univ Calif Berkeley, Innovat Genom Inst, Berkeley, CA 94720 USA
[12] Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
[13] Univ Calif San Francisco, Dev & Stem Cell Biol Grad Program, San Francisco, CA 94143 USA
[14] Univ Calif San Francisco, Dept Med, San Francisco, CA 94143 USA
[15] Univ Calif San Francisco, Rosalind Russell Ephraim P Engleman Rheumatol R, San Francisco, CA 94143 USA
[16] Univ British Columbia, Dept Stat, Vancouver, BC, Canada
[17] Univ Calif San Francisco, UCSF Helen Diller Family Comprehens Canc Ctr, San Francisco, CA 94143 USA
[18] Chan Zuckerberg Biohub, San Francisco, CA USA
[19] Univ Calif San Francisco, Lung Biol Ctr, San Francisco, CA 94143 USA
[20] Univ Calif San Francisco, Dept Orofacial Sci, San Francisco, CA 94143 USA
关键词
EXPRESSION ANALYSIS; SEQ; CIRCUITS; GENOMICS; FORMAT;
D O I
10.1038/nbt.4042
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
Droplet single-cell RNA-sequencing (dscRNA-seq) has enabled rapid, massively parallel profiling of transcriptomes. However, assessing differential expression across multiple individuals has been hampered by inefficient sample processing and technical batch effects. Here we describe a computational tool, demuxlet, that harnesses natural genetic variation to determine the sample identity of each droplet containing a single cell (singlet) and detect droplets containing two cells (doublets). These capabilities enable multiplexed dscRNA-seq experiments in which cells from unrelated individuals are pooled and captured at higher throughput than in standard workflows. Using simulated data, we show that 50 single-nucleotide polymorphisms (SNPs) per cell are sufficient to assign 97% of singlets and identify 92% of doublets in pools of up to 64 individuals. Given genotyping data for each of eight pooled samples, demuxlet correctly recovers the sample identity of >99% of singlets and identifies doublets at rates consistent with previous estimates. We apply demuxlet to assess cell-type-specific changes in gene expression in 8 pooled lupus patient samples treated with interferon (IFN)-beta and perform eQTL analysis on 23 pooled samples.
引用
收藏
页码:89 / +
页数:8
相关论文
共 40 条
[1]   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-+
[2]   Differential Effects of Environmental and Genetic Factors on T and B Cell Immune Traits [J].
Aguirre-Gamboa, Raul ;
Joosten, Irma ;
Urbano, Paulo C. M. ;
van der Molen, Renate G. ;
van Rijssen, Esther ;
van Cranenbroek, Bram ;
Oosting, Marije ;
Smeekens, Sanne ;
Jaeger, Martin ;
Zorro, Maria ;
Withoff, Sebo ;
van Herwaarden, Antonius E. ;
Sweep, Fred C. G. J. ;
Netea, Romana T. ;
Swertz, Morris A. ;
Franke, Lude ;
Xavier, Ramnik J. ;
Joosten, Leo A. B. ;
Netea, Mihai G. ;
Wijmenga, Cisca ;
Kumar, Vinod ;
Li, Yang ;
Koenen, Hans J. P. M. .
CELL REPORTS, 2016, 17 (09) :2474-2487
[3]   A global reference for human genetic variation [J].
Altshuler, David M. ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Donnelly, Peter ;
Eichler, Evan E. ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Green, Eric D. ;
Hurles, Matthew E. ;
Knoppers, Bartha M. ;
Korbel, Jan O. ;
Lander, Eric S. ;
Lee, Charles ;
Lehrach, Hans ;
Mardis, Elaine R. ;
Marth, Gabor T. ;
McVean, Gil A. ;
Nickerson, Deborah A. ;
Wang, Jun ;
Wilson, Richard K. ;
Boerwinkle, Eric ;
Doddapaneni, Harsha ;
Han, Yi ;
Korchina, Viktoriya ;
Kovar, Christie ;
Lee, Sandra ;
Muzny, Donna ;
Reid, Jeffrey G. ;
Zhu, Yiming ;
Chang, Yuqi ;
Feng, Qiang ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Lan, Tianming ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Liu, Shengmao ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Tang, Meifang ;
Wang, Bo .
NATURE, 2015, 526 (7571) :68-+
[4]   Differential expression analysis for sequence count data [J].
Anders, Simon ;
Huber, Wolfgang .
GENOME BIOLOGY, 2010, 11 (10)
[5]   Balancing Selection Maintains a Form of ERAP2 that Undergoes Nonsense-Mediated Decay and Affects Antigen Presentation [J].
Andres, Aida M. ;
Dennis, Megan Y. ;
Kretzschmar, Warren W. ;
Cannons, Jennifer L. ;
Lee-Lin, Shih-Queen ;
Hurle, Belen ;
Schwartzberg, Pamela L. ;
Williamson, Scott H. ;
Bustamante, Carlos D. ;
Nielsen, Rasmus ;
Clark, Andrew G. ;
Green, Eric D. .
PLOS GENETICS, 2010, 6 (10) :1-13
[6]   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
[7]  
Cao J., 2017, bioRxiv
[8]   The variant call format and VCFtools [J].
Danecek, Petr ;
Auton, Adam ;
Abecasis, Goncalo ;
Albers, Cornelis A. ;
Banks, Eric ;
DePristo, Mark A. ;
Handsaker, Robert E. ;
Lunter, Gerton ;
Marth, Gabor T. ;
Sherry, Stephen T. ;
McVean, Gilean ;
Durbin, Richard .
BIOINFORMATICS, 2011, 27 (15) :2156-2158
[9]  
Dabney A, 2010, qvalue: Q-value estimation for false discovery rate control, V1
[10]  
Datlinger P, 2017, NAT METHODS, V14, P297, DOI [10.1038/NMETH.4177, 10.1038/nmeth.4177]