Integrative single-cell analysis of transcriptional and epigenetic states in the human adult brain

被引:591
|
作者
Lake, Blue B. [1 ]
Chen, Song [1 ]
Sos, Brandon C. [1 ,2 ]
Fan, Jean [3 ]
Kaeser, Gwendolyn E. [2 ,4 ]
Yung, Yun C. [4 ]
Duong, Thu E. [1 ,5 ]
Gao, Derek [1 ]
Chun, Jerold [4 ]
Kharchenko, Peter V. [3 ]
Zhang, Kun [1 ]
机构
[1] Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USA
[2] UC San Diego Sch Med, La Jolla, CA USA
[3] Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USA
[4] Sanford Burnham Prebys Med Discovery Inst, La Jolla, CA 92037 USA
[5] Univ Calif San Diego, Dept Pediat Resp Med, La Jolla, CA 92093 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
CHROMATIN ACCESSIBILITY; STEM-CELLS; RNA-SEQ; MOLECULAR SIGNATURES; HYPERSENSITIVE SITES; ALZHEIMERS-DISEASE; NUCLEAR-RNA; IN-VIVO; EXPRESSION; MOUSE;
D O I
10.1038/nbt.4038
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Detailed characterization of the cell types in the human brain requires scalable experimental approaches to examine multiple aspects of the molecular state of individual cells, as well as computational integration of the data to produce unified cell-state annotations. Here we report improved high-throughput methods for single-nucleus droplet-based sequencing (snDrop-seq) and single-cell transposome hypersensitive site sequencing (scTHS-seq). We used each method to acquire nuclear transcriptomic and DNA accessibility maps for >60,000 single cells from human adult visual cortex, frontal cortex, and cerebellum. Integration of these data revealed regulatory elements and transcription factors that underlie cell-type distinctions, providing a basis for the study of complex processes in the brain, such as genetic programs that coordinate adult remyelination. We also mapped disease-associated risk variants to specific cellular populations, which provided insights into normal and pathogenic cellular processes in the human brain. This integrative multi-omics approach permits more detailed single-cell interrogation of complex organs and tissues.
引用
收藏
页码:70 / +
页数:16
相关论文
共 50 条
  • [41] Integrative analysis of single-cell transcriptomics and genetic associations identify cell states associated with vascular disease
    Pepin, Mark E.
    Schwartzman, William E.
    Fang, Shi
    Vellarikkal, Shamsudheen K.
    Atri, Deepak S.
    Reddy, Ankith
    Xu, Qiaohan
    Hamel, Andrew R.
    Billaud, Marie
    Segre, Ayellet V.
    Gupta, Rajat M.
    ATHEROSCLEROSIS, 2025, 403
  • [42] Computational methods for the integrative analysis of single-cell data
    Forcato, Mattia
    Romano, Oriana
    Bicciato, Silvio
    BRIEFINGS IN BIOINFORMATICS, 2021, 22 (03) : 20 - 29
  • [43] Single-Cell Transcriptomic Analysis Defines Heterogeneity and Transcriptional Dynamics in the Adult Neural Stem Cell Lineage
    Dulken, Ben W.
    Leeman, Dena S.
    Boutet, Stephane C.
    Hebestreit, Katja
    Brunet, Anne
    CELL REPORTS, 2017, 18 (03): : 777 - 790
  • [44] Live cell imaging analysis of the epigenetic regulation of the human endothelial cell migration at single-cell resolution
    Zheng, Chunhong
    Yu, Zhilong
    Zhou, Ying
    Tao, Louis
    Pang, Yuhong
    Chen, Tao
    Zhang, Xiannian
    Qiu, Haiwei
    Zhou, Hongwei
    Chen, Zitian
    Huang, Yanyi
    LAB ON A CHIP, 2012, 12 (17) : 3063 - 3072
  • [45] Integrative Single-Cell Analysis of Cardiomyopathy Identifies Differences in Cell Stemness and Transcriptional Regulatory Networks among Fibroblast Subpopulations
    Nie, Wenyang
    Zhao, Zhijie
    Liu, Yuhang
    Wang, Youcao
    Zhang, Jingwen
    Hu, Ying
    Liu, Yang
    Wang, Yong
    Wang, Zhen
    CARDIOLOGY RESEARCH AND PRACTICE, 2024, 2024
  • [46] Integrative analysis of single-cell expression data reveals distinct regulatory states in bidirectional promoters
    Fatemeh Behjati Ardakani
    Kathrin Kattler
    Karl Nordström
    Nina Gasparoni
    Gilles Gasparoni
    Sarah Fuchs
    Anupam Sinha
    Matthias Barann
    Peter Ebert
    Jonas Fischer
    Barbara Hutter
    Gideon Zipprich
    Charles D. Imbusch
    Bärbel Felder
    Jürgen Eils
    Benedikt Brors
    Thomas Lengauer
    Thomas Manke
    Philip Rosenstiel
    Jörn Walter
    Marcel H. Schulz
    Epigenetics & Chromatin, 11
  • [47] Single-cell nanomechanics and human disease states
    Suresh, S
    Mills, JP
    Dao, M
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2005, 230 : U1092 - U1092
  • [48] Integrative analysis of epigenetic and transcriptional alterations in head and neck squamous cell carcinomas
    Gaykalova, Dana A.
    Vatapalli, Rajita
    Wei, Yingying
    Hennessey, Patrick
    Khan, Zubair
    Westra, William
    Khan, Tanbir
    Zaboli, David
    Sidransky, David
    Ochs, Michael
    Califano, Joseph A.
    CANCER RESEARCH, 2012, 72
  • [49] Integrative analysis of single-cell expression data reveals distinct regulatory states in bidirectional promoters
    Ardakani, Fatemeh Behjati
    Kattler, Kathrin
    Nordstroem, Karl
    Gasparoni, Nina
    Gasparoni, Gilles
    Fuchs, Sarah
    Sinha, Anupam
    Barann, Matthias
    Ebert, Peter
    Fischer, Jonas
    Hutter, Barbara
    Zipprich, Gideon
    Imbusch, Charles D.
    Felder, Baerbel
    Eils, Juergen
    Brors, Benedikt
    Lengauer, Thomas
    Manke, Thomas
    Rosenstiel, Philip
    Walter, Joern
    Schulz, Marcel H.
    EPIGENETICS & CHROMATIN, 2018, 11
  • [50] Single-cell dissection of the human brain vasculature
    Garcia, Francisco J.
    Sun, Na
    Lee, Hyeseung
    Godlewski, Brianna
    Mathys, Hansruedi
    Galani, Kyriaki
    Zhou, Blake
    Jiang, Xueqiao
    Ng, Ayesha P.
    Mantero, Julio
    Tsai, Li-Huei
    Bennett, David A.
    Sahin, Mustafa
    Kellis, Manolis
    Heiman, Myriam
    NATURE, 2022, 603 (7903) : 893 - +