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
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