Massively Parallel Single-Cell RNA-Seq for Marker-Free Decomposition of Tissues into Cell Types

被引:1330
作者
Jaitin, Diego Adhemar [1 ]
Kenigsberg, Ephraim [2 ,3 ]
Keren-Shaul, Hadas [1 ]
Elefant, Naama [1 ]
Paul, Franziska [1 ]
Zaretsky, Irina [1 ]
Mildner, Alexander [1 ]
Cohen, Nadav [2 ,3 ]
Jung, Steffen [1 ]
Tanay, Amos [2 ,3 ]
Amit, Ido [1 ]
机构
[1] Weizmann Inst Sci, Dept Immunol, IL-76100 Rehovot, Israel
[2] Weizmann Inst Sci, Dept Comp Sci & Appl Math, IL-76100 Rehovot, Israel
[3] Weizmann Inst Sci, Dept Regulat Biol, IL-76100 Rehovot, Israel
基金
以色列科学基金会; 欧洲研究理事会;
关键词
GENE-EXPRESSION; DENDRITIC CELLS; HETEROGENEITY; RESPONSES; IMMUNE;
D O I
10.1126/science.1247651
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In multicellular organisms, biological function emerges when heterogeneous cell types form complex organs. Nevertheless, dissection of tissues into mixtures of cellular subpopulations is currently challenging. We introduce an automated massively parallel single-cell RNA sequencing (RNA-seq) approach for analyzing in vivo transcriptional states in thousands of single cells. Combined with unsupervised classification algorithms, this facilitates ab initio cell-type characterization of splenic tissues. Modeling single-cell transcriptional states in dendritic cells and additional hematopoietic cell types uncovers rich cell-type heterogeneity and gene-modules activity in steady state and after pathogen activation. Cellular diversity is thereby approached through inference of variable and dynamic pathway activity rather than a fixed preprogrammed cell-type hierarchy. These data demonstrate single-cell RNA-seq as an effective tool for comprehensive cellular decomposition of complex tissues.
引用
收藏
页码:776 / 779
页数:4
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