Gene Regulatory Dynamics in Human Brain

Program
biccn bican
Collection Type
Dynamic
Keywords
single-cell histone modifications H3K27ac H3K27me3 H3K9me3 epigenome chromatin conformation single-cell multiomics deep learning model Basal Ganglia

"The human brain comprises diverse cell types governed by distinct regulatory programs. While chromatin accessibility profiling has facilitated the identification of candidate regulatory elements, it provides only a limited, binary view of element activity. Here, we report joint single-cell multimodal profiling of transcriptomes and histone modification landscapes across 171 cell types from the human cerebral cortex, cerebellum, and pons. By integrating H3K27ac and H3K27me3 profiles with previous single cell maps of chromatin accessibility, DNA methylome and 3D genome architecture from the same donors, we reveal unprecedented details of heterogeneity in epigenome across brain regions and cell types. We utilized this integrative dataset to annotate both active and PRC2-mediated repressive chromatin states for over 500,000 candidate cis-regulatory elements and infer their putative target genes and transcription regulators. Furthermore, we construct cell-type-specific gene regulatory networks and compile a comprehensive catalog of candidate transcription factors that define and drive cell identity. Finally, we trained a deep learning model leveraging multi-dimensional epigenomic features to achieve high prediction accuracy for functional risk variants and enhancer activity. In summary, the single cell epigenome atlas of the human brain helps to resolve regulatory heterogeneity across brain cell types and provide a foundation for studying gene regulatory mechanisms underlying the heterogeneity of the human brain."

Data citation
No data citation listed
Funding agency
NIMH
Grant numbers
1RF1MH128838, UM1MH130994
Access
open
License
CC BY 4.0

Download URLs

No download URLs listed for this collection.

Anatomical Regions

  • cerebral cortex
  • Cerebellum
  • Pons

Taxa

human

Projects this collection belongs to

  • Ultra-high Throughout Single Cell Multi-omic Analysis of Histone Modifications and Transcriptome in Mouse and Human Brains
  • Center for Multiomic Human Brain Cell Atlas

Assays, Modalities & Techniques

Assays
spatial transcriptome multiome; chromatin multiome; transcriptome
Modalities
multimodal
Techniques
droplet paired-tag; DNA droplet paired-tag; RNA

Child collections

No child collections listed for Gene Regulatory Dynamics in Human Brain collection.

Parent collections

Associated publications

  • Gene Regulatory Dynamics in Human Brain

URL Protocols

No protocol URLs listed for this collection.

Contributors

Show 45 more contributors
  • Audrey Lie No affiliation listed
  • Hannah So Indralingam No affiliation listed
  • Keyi Dong No affiliation listed
  • Timothy Loe No affiliation listed
  • Bohan Huang No affiliation listed
  • Zhaoning Wang University of California, San Diego 0000-0002-0290-4746
  • Wubin Ding No affiliation listed 0000-0002-5355-7561
  • Daofeng Li No affiliation listed
  • Ariana S Barcoma No affiliation listed
  • Jackson K Willier No affiliation listed
  • Kyle W Knutson No affiliation listed
  • Kaitlyn G Russo No affiliation listed
  • Jiayi Liu No affiliation listed
  • Silvia Cho No affiliation listed
  • Carissa K Young No affiliation listed
  • Yareli Sanchez No affiliation listed
  • Aleksandra Bikkina No affiliation listed
  • Cesar Barragan No affiliation listed
  • Chumo Chen No affiliation listed
  • William Owens No affiliation listed
  • Carolyn O’Connor No affiliation listed
  • Michelle Liem No affiliation listed
  • Mikayla V Marrin No affiliation listed
  • Cynthia Rose No affiliation listed
  • Shane N Alt No affiliation listed
  • Nora Emerson No affiliation listed
  • Julia Osteen No affiliation listed
  • Jacinta Lucero No affiliation listed
  • Anna Marie Yanny No affiliation listed
  • Julie Nyhus No affiliation listed
  • Nicholas Dee Allen Institute, Brain Science 0000-0002-2831-9254
  • Tamara Casper Allen Institute, Brain Science 0000-0003-1638-3651
  • Nadiya Shapovalova No affiliation listed
  • Daniel Hirschstein No affiliation listed
  • Rebecca D Hodge No affiliation listed
  • Sten Linnarsson Karolinska Institute 0000-0002-3491-3444
  • Trygve Bakken Allen Institute 0000-0003-3373-7386
  • Boaz Levi No affiliation listed
  • Ting Wang Washington University School of Medicine 0000-0002-6800-242X
  • C Dirk Keene No affiliation listed
  • Ed Lein Allen Institute 0000-0001-9012-6552
  • Xiangming Xu No affiliation listed
  • Joseph R Ecker Salk Institute for Biological Studies 0000-0001-5799-5895
  • Margarita Behrens Salk Institute 0000-0002-7168-8186
  • Bing Ren University of California, San Diego 0000-0002-5435-1127

Cross-archive links

No cross-archive links listed for this collection.

Documentation & resources