Perturb-Seq: Dissecting Molecular Circuits with Scalable Single-Cell RNA Profiling of Pooled Genetic Screens

被引:1008
作者
Dixit, Atray [1 ,2 ]
Pamas, Oren [1 ,10 ]
Li, Biyu [1 ]
Chen, Jenny [1 ,2 ]
Fulco, Charles P. [1 ]
Jerby-Amon, Livnat [1 ]
Marjanovic, Nemanja D. [1 ,3 ]
Dionne, Danielle [1 ]
Burks, Tyler [1 ]
Raychowdhury, Raktima [1 ]
Adamson, Britt [5 ]
Norman, Thomas M. [5 ]
Lander, Eric S. [1 ,4 ,6 ]
Weissman, Jonathan S. [5 ,7 ]
Friedman, Nir [1 ,8 ,9 ]
Regev, Aviv [1 ,6 ,7 ]
机构
[1] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
[2] Harvard Mit Div Hlth Sci & Technol, Cambridge, MA 02139 USA
[3] MIT, Computat & Syst Biol, Cambridge, MA 02140 USA
[4] Harvard Med Sch, Dept Syst Biol, Boston, MA 02115 USA
[5] Univ Calif San Francisco, Dept Cellular & Mol Pharmacol, Calif Inst Quantitat Biosci, Ctr RNA Syst Biol, San Francisco, CA 94158 USA
[6] MIT, Dept Biol, Cambridge, MA 02140 USA
[7] Howard Hughes Med Inst, Chevy Chase, MD 20815 USA
[8] Hebrew Univ Jerusalem, Sch Engn & Comp Sci, IL-91904 Jerusalem, Israel
[9] Hebrew Univ Jerusalem, Inst Life Sci, IL-91904 Jerusalem, Israel
[10] Hebrew Univ Jerusalem, Hadassah Med Sch, Lautenberg Ctr Gen & Tumor Immunol, BioMed Res Inst Israel Canada,Fac Med IMRIC, IL-91120 Jerusalem, Israel
关键词
MOUSE BONE-MARROW; TRANSCRIPTIONAL NETWORK; MITOCHONDRIAL BIOGENESIS; REGULATORY NETWORKS; FITNESS LANDSCAPES; DENDRITIC CELLS; IMMUNE CELLS; EXPRESSION; GENOME; DISCOVERY;
D O I
10.1016/j.cell.2016.11.038
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
Genetic screens help infer gene function in mammalian cells, but it has remained difficult to assay complex phenotypes-such as transcriptional profiles-at scale. Here, we develop Perturb-seq, combining single-cell RNA sequencing (RNA-seq) and clustered regularly interspaced short palindromic repeats (CRISPR)-based perturbations to perform many such assays in a pool. We demonstrate Perturb-seq by analyzing 200,000 cells in immune cells and cell lines, focusing on transcription factors regulating the response of dendritic cells to lipopolysaccharide (LPS). Perturb-seq accurately identifies individual gene targets, gene signatures, and cell states affected by individual perturbations and their genetic interactions. We posit new functions for regulators of differentiation, the anti-viral response, and mitochondrial function during immune activation. By decomposing many high content measurements into the effects of perturbations, their interactions, and diverse cell metadata, Perturb-seq dramatically increases the scope of pooled genomic assays.
引用
收藏
页码:1853 / +
页数:31
相关论文
共 60 条
[41]   Repurposing CRISPR as an RNA-Guided Platform for Sequence-Specific Control of Gene Expression [J].
Qi, Lei S. ;
Larson, Matthew H. ;
Gilbert, Luke A. ;
Doudna, Jennifer A. ;
Weissman, Jonathan S. ;
Arkin, Adam P. ;
Lim, Wendell A. .
CELL, 2013, 152 (05) :1173-1183
[42]   Metabolic labeling of RNA uncovers principles of RNA production and degradation dynamics in mammalian cells [J].
Rabani, Michal ;
Levin, Joshua Z. ;
Fan, Lin ;
Adiconis, Xian ;
Raychowdhury, Raktima ;
Garber, Manuel ;
Gnirke, Andreas ;
Nusbaum, Chad ;
Hacohen, Nir ;
Friedman, Nir ;
Amit, Ido ;
Regev, Aviv .
NATURE BIOTECHNOLOGY, 2011, 29 (05) :436-U237
[43]   Distinct modes of action applied by transcription factors STAT1 and IRF1 to initiate transcription of the IFN-γ-inducible gbp2 gene [J].
Ramsauer, Katrin ;
Farlik, Matthias ;
Zupkovitz, Gordin ;
Seiser, Christian ;
Kroeger, Andrea ;
Hauser, Hansjorg ;
Decker, Thomas .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (08) :2849-2854
[44]   Maps of random walks on complex networks reveal community structure [J].
Rosvall, Martin ;
Bergstrom, Carl T. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (04) :1118-1123
[45]   Identification of cDC1-and cDC2-committed DC progenitors reveals early lineage priming at the common DC progenitor stage in the bone marrow [J].
Schlitzer, Andreas ;
Sivakamasundari, V. ;
Chen, Jinmiao ;
Bin Sumatoh, Hermi Rizal ;
Schreuder, Jaring ;
Lum, Josephine ;
Malleret, Benoit ;
Zhang, Sanqian ;
Larbi, Anis ;
Zolezzi, Francesca ;
Renia, Laurent ;
Poidinger, Michael ;
Naik, Shalin ;
Newell, Evan W. ;
Robson, Paul ;
Ginhoux, Florent .
NATURE IMMUNOLOGY, 2015, 16 (07) :718-+
[46]   Signal transducer and activator of transcription 2 deficiency is a novel disorder of mitochondrial fission [J].
Shahni, Rojeen ;
Cale, Catherine M. ;
Anderson, Glenn ;
Osellame, Laura D. ;
Hambleton, Sophie ;
Jacques, Thomas S. ;
Wedatilake, Yehani ;
Taanman, Jan-Willem ;
Chan, Emma ;
Qasim, Waseem ;
Plagnol, Vincent ;
Chalasani, Annapurna ;
Duchen, Michael R. ;
Gilmour, Kimberly C. ;
Rahman, Shamima .
BRAIN, 2015, 138 :2834-2846
[47]   Single-cell RNA-seq reveals dynamic paracrine control of cellular variation [J].
Shalek, Alex K. ;
Satija, Rahul ;
Shuga, Joe ;
Trombetta, John J. ;
Gennert, Dave ;
Lu, Diana ;
Chen, Peilin ;
Gertner, Rona S. ;
Gaublomme, Jellert T. ;
Yosef, Nir ;
Schwartz, Schraga ;
Fowler, Brian ;
Weaver, Suzanne ;
Wang, Jing ;
Wang, Xiaohui ;
Ding, Ruihua ;
Raychowdhury, Raktima ;
Friedman, Nir ;
Hacohen, Nir ;
Park, Hongkun ;
May, Andrew P. ;
Regev, Aviv .
NATURE, 2014, 510 (7505) :363-+
[48]   Single-cell transcriptomics reveals bimodality in expression and splicing in immune cells [J].
Shalek, Alex K. ;
Satija, Rahul ;
Adiconis, Xian ;
Gertner, Rona S. ;
Gaublomme, Jellert T. ;
Raychowdhury, Raktima ;
Schwartz, Schraga ;
Yosef, Nir ;
Malboeuf, Christine ;
Lu, Diana ;
Trombetta, John J. ;
Gennert, Dave ;
Gnirke, Andreas ;
Goren, Alon ;
Hacohen, Nir ;
Levin, Joshua Z. ;
Park, Hongkun ;
Regev, Aviv .
NATURE, 2013, 498 (7453) :236-240
[49]   Comprehensive Classification of Retinal Bipolar Neurons by Single-Cell Transcriptomics [J].
Shekhar, Karthik ;
Lapan, Sylvain W. ;
Whitney, Irene E. ;
Tran, Nicholas M. ;
Macosko, Evan Z. ;
Kowalczyk, Monika ;
Adiconis, Xian ;
Levin, Joshua Z. ;
Nemesh, James ;
Goldman, Melissa ;
McCarroll, Steven A. ;
Cepko, Constance L. ;
Regev, Aviv ;
Sanes, Joshua R. .
CELL, 2016, 166 (05) :1308-+
[50]   The Signal Transducer and Activator of Transcription 1 (STAT1) Inhibits Mitochondrial Biogenesis in Liver and Fatty Acid Oxidation in Adipocytes [J].
Sisler, Jennifer D. ;
Morgan, Magdalena ;
Raje, Vidisha ;
Grande, Rebecca C. ;
Derecka, Marta ;
Meier, Jeremy ;
Cantwell, Marc ;
Szczepanek, Karol ;
Korzun, William J. ;
Lesnefsky, Edward J. ;
Harris, Thurl E. ;
Croniger, Colleen M. ;
Larner, Andrew C. .
PLOS ONE, 2015, 10 (12)