Functional inference of gene regulation using single-cell multi-omics

被引:109
作者
Kartha, Vinay K. [1 ,2 ]
Duarte, Fabiana M. [1 ,2 ]
Hu, Yan [1 ,2 ]
Ma, Sai [1 ,2 ]
Chew, Jennifer G. [3 ]
Lareau, Caleb A. [4 ]
Earl, Andrew [1 ,2 ]
Burkett, Zach D. [3 ]
Kohlway, Andrew S. [3 ]
Lebofsky, Ronald [3 ]
Buenrostr, Jason D. [1 ,2 ]
机构
[1] Harvard Univ, Dept Stem Cell & Regenerat Biol, Cambridge, MA 02138 USA
[2] Broad Inst MIT & Harvard, Gene Regulat Observ, Cambridge, MA 02142 USA
[3] Bio Rad, Digital Biol Grp, Pleasanton, CA 94588 USA
[4] Stanford Univ, Sch Med, Dept Pathol, Stanford, CA 94305 USA
来源
CELL GENOMICS | 2022年 / 2卷 / 09期
关键词
HAIR-CELLS; STEM-CELLS; INNER-EAR; REGENERATION; ELEMENTS; MODULATION; PROGENITOR; ENHANCERS; DYNAMICS; ONTOLOGY;
D O I
10.1016/j.xgen.2022.100166
中图分类号
Q2 [细胞生物学];
学科分类号
071013 [干细胞生物学];
摘要
Cells require coordinated control over gene expression when responding to environmental stimuli. Here we apply scATAC-seq and single-cell RNA sequencing (scRNA-seq) in resting and stimulated human blood cells. Collectively, we generate similar to 91,000 single-cell profiles, allowing us to probe the cis-regulatory landscape of the immunological response across cell types, stimuli, and time. Advancing tools to integrate multi- omics data, we develop functional inference of gene regulation (FigR), a framework to computationally pair scATAC-seq with scRNA-seq cells, connect distal cis-regulatory elements to genes, and infer gene-regulatory networks (GRNs) to identify candidate transcription factor (TF) regulators. Utilizing these paired multi- omics data, we define domains of regulatory chromatin (DORCs) of immune stimulation and find that cells alter chromatin accessibility and gene expression at timescales of minutes. Construction of the stimulation GRN elucidates TF activity at disease- associated DORCs. Overall, FigR enables elucidation of regulatory interactions across single-cell data, providing new opportunities to understand the function of cells within tissues.
引用
收藏
页数:23
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