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Single-cell epigenomics reveals mechanisms of human cortical development

Author

Listed:
  • Ryan S. Ziffra

    (University of California, San Francisco
    University of California, San Francisco
    University of California, San Francisco
    University of California, San Francisco)

  • Chang N. Kim

    (University of California, San Francisco
    University of California, San Francisco
    University of California, San Francisco)

  • Jayden M. Ross

    (University of California, San Francisco
    University of California, San Francisco
    University of California, San Francisco)

  • Amy Wilfert

    (University of Washington School of Medicine)

  • Tychele N. Turner

    (Washington University School of Medicine)

  • Maximilian Haeussler

    (University of California, Santa Cruz)

  • Alex M. Casella

    (University of Maryland School of Medicine
    University of Maryland School of Medicine)

  • Pawel F. Przytycki

    (Gladstone Institutes)

  • Kathleen C. Keough

    (University of California, San Francisco
    University of California, San Francisco)

  • David Shin

    (University of California, San Francisco
    University of California, San Francisco
    University of California, San Francisco)

  • Derek Bogdanoff

    (University of California, San Francisco
    University of California, San Francisco
    University of California, San Francisco)

  • Anat Kreimer

    (University of California, San Francisco
    University of California, San Francisco
    University of California, Berkeley
    University of California, Berkeley)

  • Katherine S. Pollard

    (Gladstone Institutes
    University of California, San Francisco
    University of California, San Francisco
    University of California, San Francisco)

  • Seth A. Ament

    (University of Maryland School of Medicine
    University of Maryland School of Medicine)

  • Evan E. Eichler

    (University of Washington School of Medicine
    University of Washington)

  • Nadav Ahituv

    (University of California, San Francisco
    University of California, San Francisco)

  • Tomasz J. Nowakowski

    (University of California, San Francisco
    University of California, San Francisco
    University of California, San Francisco
    Chan Zuckerberg Biohub, San Francisco)

Abstract

During mammalian development, differences in chromatin state coincide with cellular differentiation and reflect changes in the gene regulatory landscape1. In the developing brain, cell fate specification and topographic identity are important for defining cell identity2 and confer selective vulnerabilities to neurodevelopmental disorders3. Here, to identify cell-type-specific chromatin accessibility patterns in the developing human brain, we used a single-cell assay for transposase accessibility by sequencing (scATAC-seq) in primary tissue samples from the human forebrain. We applied unbiased analyses to identify genomic loci that undergo extensive cell-type- and brain-region-specific changes in accessibility during neurogenesis, and an integrative analysis to predict cell-type-specific candidate regulatory elements. We found that cerebral organoids recapitulate most putative cell-type-specific enhancer accessibility patterns but lack many cell-type-specific open chromatin regions that are found in vivo. Systematic comparison of chromatin accessibility across brain regions revealed unexpected diversity among neural progenitor cells in the cerebral cortex and implicated retinoic acid signalling in the specification of neuronal lineage identity in the prefrontal cortex. Together, our results reveal the important contribution of chromatin state to the emerging patterns of cell type diversity and cell fate specification and provide a blueprint for evaluating the fidelity and robustness of cerebral organoids as a model for cortical development.

Suggested Citation

  • Ryan S. Ziffra & Chang N. Kim & Jayden M. Ross & Amy Wilfert & Tychele N. Turner & Maximilian Haeussler & Alex M. Casella & Pawel F. Przytycki & Kathleen C. Keough & David Shin & Derek Bogdanoff & Ana, 2021. "Single-cell epigenomics reveals mechanisms of human cortical development," Nature, Nature, vol. 598(7879), pages 205-213, October.
  • Handle: RePEc:nat:nature:v:598:y:2021:i:7879:d:10.1038_s41586-021-03209-8
    DOI: 10.1038/s41586-021-03209-8
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    Citations

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    Cited by:

    1. Arthur S. Lee & Lauren J. Ayers & Michael Kosicki & Wai-Man Chan & Lydia N. Fozo & Brandon M. Pratt & Thomas E. Collins & Boxun Zhao & Matthew F. Rose & Alba Sanchis-Juan & Jack M. Fu & Isaac Wong & X, 2024. "A cell type-aware framework for nominating non-coding variants in Mendelian regulatory disorders," Nature Communications, Nature, vol. 15(1), pages 1-26, December.
    2. Samuel S. Kim & Buu Truong & Karthik Jagadeesh & Kushal K. Dey & Amber Z. Shen & Soumya Raychaudhuri & Manolis Kellis & Alkes L. Price, 2024. "Leveraging single-cell ATAC-seq and RNA-seq to identify disease-critical fetal and adult brain cell types," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    3. Jia-Ru Wei & Zhao-Zhe Hao & Chuan Xu & Mengyao Huang & Lei Tang & Nana Xu & Ruifeng Liu & Yuhui Shen & Sarah A. Teichmann & Zhichao Miao & Sheng Liu, 2022. "Identification of visual cortex cell types and species differences using single-cell RNA sequencing," Nature Communications, Nature, vol. 13(1), pages 1-21, December.
    4. Suijuan Zhong & Mengdi Wang & Luwei Huang & Youqiao Chen & Yuxin Ge & Jiyao Zhang & Yingchao Shi & Hao Dong & Xin Zhou & Bosong Wang & Tian Lu & Xiaoxi Jing & Yufeng Lu & Junjing Zhang & Xiaoqun Wang , 2023. "Single-cell epigenomics and spatiotemporal transcriptomics reveal human cerebellar development," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    5. Michael Wainberg & Natalie J. Forde & Salim Mansour & Isabel Kerrebijn & Sarah E. Medland & Colin Hawco & Shreejoy J. Tripathy, 2024. "Genetic architecture of the structural connectome," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    6. Alan Yue Yang Teo & Jordan W. Squair & Gregoire Courtine & Michael A. Skinnider, 2024. "Best practices for differential accessibility analysis in single-cell epigenomics," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    7. Christopher T. Rhodes & Joyce J. Thompson & Apratim Mitra & Dhanya Asokumar & Dongjin R. Lee & Daniel J. Lee & Yajun Zhang & Eva Jason & Ryan K. Dale & Pedro P. Rocha & Timothy J. Petros, 2022. "An epigenome atlas of neural progenitors within the embryonic mouse forebrain," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    8. Ying Lei & Mengnan Cheng & Zihao Li & Zhenkun Zhuang & Liang Wu & Yunong sun & Lei Han & Zhihao Huang & Yuzhou Wang & Zifei Wang & Liqin Xu & Yue Yuan & Shang Liu & Taotao Pan & Jiarui Xie & Chuanyu L, 2022. "Spatially resolved gene regulatory and disease-related vulnerability map of the adult Macaque cortex," Nature Communications, Nature, vol. 13(1), pages 1-20, December.

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