Functional inference of gene regulation using single-cell multi-omics.
Autor: | Kartha VK; Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA.; Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA., Duarte FM; Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA.; Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA., Hu Y; Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA.; Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA., Ma S; Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA.; Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA., Chew JG; Digital Biology Group, Bio-Rad, Pleasanton, CA 94588, USA., Lareau CA; Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA., Earl A; Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA.; Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA., Burkett ZD; Digital Biology Group, Bio-Rad, Pleasanton, CA 94588, USA., Kohlway AS; Digital Biology Group, Bio-Rad, Pleasanton, CA 94588, USA., Lebofsky R; Digital Biology Group, Bio-Rad, Pleasanton, CA 94588, USA., Buenrostro JD; Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA.; Gene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.; Lead contact. |
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Jazyk: | angličtina |
Zdroj: | Cell genomics [Cell Genom] 2022 Sep 14; Vol. 2 (9). Date of Electronic Publication: 2022 Aug 04. |
DOI: | 10.1016/j.xgen.2022.100166 |
Abstrakt: | 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 ~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 scA-TAC-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. Competing Interests: DECLARATION OF INTERESTS J.D.B. holds patents related to ATAC-seq and scATAC-seq and serves on the scientific advisory boards of CAMP4 Therapeutics, seqWell, and CelSee. J.G.C., Z.D.B., A.S.K., and R.L. are employees of Bio-Rad. |
Databáze: | MEDLINE |
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