Deconvolution of single-cell multi-omics layers reveals regulatory heterogeneity.


Journal

Nature communications
ISSN: 2041-1723
Titre abrégé: Nat Commun
Pays: England
ID NLM: 101528555

Informations de publication

Date de publication:
28 01 2019
Historique:
received: 05 09 2018
accepted: 20 12 2018
entrez: 30 1 2019
pubmed: 30 1 2019
medline: 12 2 2019
Statut: epublish

Résumé

Integrative analysis of multi-omics layers at single cell level is critical for accurate dissection of cell-to-cell variation within certain cell populations. Here we report scCAT-seq, a technique for simultaneously assaying chromatin accessibility and the transcriptome within the same single cell. We show that the combined single cell signatures enable accurate construction of regulatory relationships between cis-regulatory elements and the target genes at single-cell resolution, providing a new dimension of features that helps direct discovery of regulatory patterns specific to distinct cell identities. Moreover, we generate the first single cell integrated map of chromatin accessibility and transcriptome in early embryos and demonstrate the robustness of scCAT-seq in the precise dissection of master transcription factors in cells of distinct states. The ability to obtain these two layers of omics data will help provide more accurate definitions of "single cell state" and enable the deconvolution of regulatory heterogeneity from complex cell populations.

Identifiants

pubmed: 30692544
doi: 10.1038/s41467-018-08205-7
pii: 10.1038/s41467-018-08205-7
pmc: PMC6349937
doi:

Substances chimiques

Chromatin 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

470

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Auteurs

Longqi Liu (L)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
Harbin Institute of Technology Shenzhen Graduate School, Xili University Town, Shenzhen, 518055, China.

Chuanyu Liu (C)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China.

Andrés Quintero (A)

Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, 69120, Germany.
Health Data Science Unit, Heidelberg University Hospital, Heidelberg, 69120, Germany.

Liang Wu (L)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China.

Yue Yuan (Y)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China.

Mingyue Wang (M)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China.

Mengnan Cheng (M)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China.

Lizhi Leng (L)

Institute of Reproductive & Stem Cell Engineering, Central South University, Changsha, 410078, China.
Key Laboratory of Stem Cells and Reproductive Engineering, Ministry of Health, Changsha, 410078, China.

Liqin Xu (L)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Guoyi Dong (G)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Rui Li (R)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
Harbin Institute of Technology Shenzhen Graduate School, Xili University Town, Shenzhen, 518055, China.

Yang Liu (Y)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China.

Xiaoyu Wei (X)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China.

Jiangshan Xu (J)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China.

Xiaowei Chen (X)

China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Haorong Lu (H)

China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Dongsheng Chen (D)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Quanlei Wang (Q)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China.

Qing Zhou (Q)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Xinxin Lin (X)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Guibo Li (G)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Shiping Liu (S)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Qi Wang (Q)

Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, 69120, Germany.

Hongru Wang (H)

Institute of Vertebrate Paleontology and Paleoanthropology, Chinese Academy of Sciences, Beijing, 100044, China.

J Lynn Fink (JL)

BGI-Shenzhen, Shenzhen, 518083, China.

Zhengliang Gao (Z)

Department of Regenerative Medicine, Tongji University School of Medicine, Shanghai, 200092, China.

Xin Liu (X)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Yong Hou (Y)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Shida Zhu (S)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.

Huanming Yang (H)

BGI-Shenzhen, Shenzhen, 518083, China.
James D. Watson Institute of Genome Sciences, Hangzhou, 310013, China.

Yunming Ye (Y)

Harbin Institute of Technology Shenzhen Graduate School, Xili University Town, Shenzhen, 518055, China.

Ge Lin (G)

Institute of Reproductive & Stem Cell Engineering, Central South University, Changsha, 410078, China.
Key Laboratory of Stem Cells and Reproductive Engineering, Ministry of Health, Changsha, 410078, China.
National Engineering and Research Center of Human Stem Cell, Changsha, 410078, China.

Fang Chen (F)

BGI-Shenzhen, Shenzhen, 518083, China.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China.
Laboratory of Genomics and Molecular Biomedicine, Department of Biology, University of Copenhagen, 2100, Copenhagen, Denmark.

Carl Herrmann (C)

Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, 69120, Germany.
Health Data Science Unit, Heidelberg University Hospital, Heidelberg, 69120, Germany.

Roland Eils (R)

Health Data Science Unit, Heidelberg University Hospital, Heidelberg, 69120, Germany. roland.eils@bihealth.de.
Center for Digital Health, Berlin Institute of Health and Charité, Berlin, 10117, Germany. roland.eils@bihealth.de.

Zhouchun Shang (Z)

BGI-Shenzhen, Shenzhen, 518083, China. shangzhouchun@genomics.cn.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China. shangzhouchun@genomics.cn.
Department of Regenerative Medicine, Tongji University School of Medicine, Shanghai, 200092, China. shangzhouchun@genomics.cn.

Xun Xu (X)

BGI-Shenzhen, Shenzhen, 518083, China. xuxun@genomics.cn.
China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China. xuxun@genomics.cn.
Institute for Stem cell and Regeneration, Chinese Academy of Sciences, Beijing, 100101, China. xuxun@genomics.cn.

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