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Deconvolution of single-cell multi-omics layers reveals regulatory heterogeneity
Longqi Liu1,2,3, Chuanyu Liu1,2,4, Andrés Quintero5,6
1BGI-Shenzhen, Shenzhen, 518083, China.
Nature Communications
|January 30, 2019
Summary
We developed scCAT-seq, a novel technique for simultaneous single-cell chromatin accessibility and transcriptome analysis. This method accurately maps gene regulatory relationships and defines cell states, advancing multi-omics research.
Area of Science:
- Single-cell biology
- Genomics
- Molecular biology
Background:
- Dissecting cell-to-cell variation requires integrative multi-omics analysis at the single-cell level.
- Understanding regulatory relationships is key to defining cell states and heterogeneity.
Purpose of the Study:
- To introduce scCAT-seq, a technique for simultaneous assaying of chromatin accessibility and transcriptome in single cells.
- To demonstrate the utility of integrated single-cell omics data for constructing regulatory relationships and defining cell states.
Main Methods:
- Development of scCAT-seq for paired chromatin accessibility and transcriptome profiling.
- Application of scCAT-seq to early embryonic cells.
- Analysis of integrated multi-omics data for regulatory pattern discovery.
Main Results:
- scCAT-seq enables accurate construction of cis-regulatory element-gene relationships at single-cell resolution.
- The first single-cell integrated map of chromatin accessibility and transcriptome in early embryos was generated.
- scCAT-seq precisely dissects master transcription factors in distinct cell states.
Conclusions:
- scCAT-seq provides a powerful tool for dissecting regulatory heterogeneity in complex cell populations.
- Simultaneous multi-omics data enhances the definition of single-cell states.
- This technique facilitates the discovery of cell-identity-specific regulatory patterns.
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