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Updated: Apr 3, 2026

Multiplexed Analysis of Retinal Gene Expression and Chromatin Accessibility Using scRNA-Seq and scATAC-Seq
Published on: March 12, 2021
Gene regulatory landscape dissected by single-cell four-omics sequencing.
Yujie Chen1, Zhiyuan Liu1,2, Heming Xu1,2
1Biomedical Pioneering Innovation Center (BIOPIC) and School of Life Sciences, Peking University, Beijing, China.
We developed CHARM, a single-cell sequencing method, to map the 3D epigenome. This approach reveals how chromatin accessibility and histone modifications change with cell cycle and shape cellular identity.
Area of Science:
- Genomics
- Epigenetics
- Cell Biology
Background:
- Cellular diversity arises from complex gene regulation beyond the transcriptome.
- Epigenomic layers like nucleosome occupancy, chromatin states, and genome architecture are crucial for cellular identity.
Purpose of the Study:
- To develop a method for simultaneously profiling multiple epigenomic layers and genome conformation at single-cell resolution.
- To comprehensively understand how diverse epigenomic regulatory modalities converge to define cellular identity.
Main Methods:
- Developed a novel single-cell four-omics sequencing technology named CHARM (Chromatin Architecture, Histone modification, Accessibility, and gene Expression).
- Applied CHARM to mouse embryonic stem cells and cortical tissues.
- Utilized an interpretable machine learning model to identify enhancer-promoter linkages.
Main Results:
- Integrated epigenome profiles were reconstructed at single-cell resolution.
- Distinct cell-cycle dynamics of chromatin accessibility and histone modifications were uncovered.
- Spatial clustering of regulatory elements within the 3D nuclear space was observed.
- Thousands of cell-type- and subtype-specific enhancer-promoter linkages modulating gene expression were identified with high accuracy.
Conclusions:
- CHARM enables the integrative dissection of the 3D epigenome at single-cell resolution.
- This technology provides a versatile platform for decoding regulatory landscapes in complex tissues.
- The findings offer new insights into the epigenetic basis of cellular diversity and identity.
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