Single-cell brain organoid screening identifies developmental defects in autism

被引:98
作者
Li, Chong [1 ]
Fleck, Jonas Simon [2 ]
Martins-Costa, Catarina [1 ]
Burkard, Thomas R. [1 ]
Themann, Jan [1 ]
Stuempflen, Marlene [3 ]
Peer, Angela Maria [1 ]
Vertesy, Abel [1 ]
Littleboy, Jamie B. [1 ]
Esk, Christopher [1 ,4 ]
Elling, Ulrich [1 ]
Kasprian, Gregor [3 ]
Corsini, Nina S. [1 ]
Treutlein, Barbara [2 ]
Knoblich, Juergen A. [1 ,5 ]
机构
[1] Austrian Acad Sci IMBA, Inst Mol Biotechnol, Vienna, Austria
[2] Swiss Fed Inst Technol, Dept Biosyst Sci & Engn, Basel, Switzerland
[3] Med Univ Vienna, Dept Radiodiagnost, Vienna, Austria
[4] Univ Innsbruck, Inst Mol Biol, Innsbruck, Austria
[5] Med Univ Vienna, Dept Neurol, Vienna, Austria
基金
瑞士国家科学基金会; 奥地利科学基金会; 欧洲研究理事会;
关键词
CRISPR; CIRCUITS; LIBRARIES; GENES; STATE;
D O I
10.1038/s41586-023-06473-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The development of the human brain involves unique processes (not observed in many other species) that can contribute to neurodevelopmental disorders1-4. Cerebral organoids enable the study of neurodevelopmental disorders in a human context. We have developed the CRISPR-human organoids-single-cell RNA sequencing (CHOOSE) system, which uses verified pairs of guide RNAs, inducible CRISPR-Cas9-based genetic disruption and single-cell transcriptomics for pooled loss-of-function screening in mosaic organoids. Here we show that perturbation of 36 high-risk autism spectrum disorder genes related to transcriptional regulation uncovers their effects on cell fate determination. We find that dorsal intermediate progenitors, ventral progenitors and upper-layer excitatory neurons are among the most vulnerable cell types. We construct a developmental gene regulatory network of cerebral organoids from single-cell transcriptomes and chromatin modalities and identify autism spectrum disorder-associated and perturbation-enriched regulatory modules. Perturbing members of the BRG1/BRM-associated factor (BAF) chromatin remodelling complex leads to enrichment of ventral telencephalon progenitors. Specifically, mutating the BAF subunit ARID1B affects the fate transition of progenitors to oligodendrocyte and interneuron precursor cells, a phenotype that we confirmed in patient-specific induced pluripotent stem cell-derived organoids. Our study paves the way for high-throughput phenotypic characterization of disease susceptibility genes in organoid models with cell state, molecular pathway and gene regulatory network readouts. We develop a high-throughput CRISPR screening system in cerebral organoids and identify vulnerable cell types and gene regulatory networks associated with autism spectrum disorder from single-cell transcriptomes and chromatin modalities.
引用
收藏
页码:373 / +
页数:36
相关论文
共 81 条
[1]   A Multiplexed Single-Cell CRISPR Screening Platform Enables Systematic Dissection of the Unfolded Protein Response [J].
Adamson, Britt ;
Norman, Thomas M. ;
Jost, Marco ;
Cho, Min Y. ;
Nunez, James K. ;
Chen, Yuwen ;
Villalta, Jacqueline E. ;
Gilbert, Luke A. ;
Horlbeck, Max A. ;
Hein, Marco Y. ;
Pak, Ryan A. ;
Gray, Andrew N. ;
Gross, Carol A. ;
Dixit, Atray ;
Parnas, Oren ;
Regev, Aviv ;
Weissman, Jonathan S. .
CELL, 2016, 167 (07) :1867-+
[2]   Successful Generation of Human Induced Pluripotent Stem Cell Lines from Blood Samples Held at Room Temperature for up to 48 hr [J].
Agu, Chukwuma A. ;
Soares, Filipa A. C. ;
Alderton, Alex ;
Patel, Minal ;
Ansari, Rizwan ;
Patel, Sharad ;
Forrest, Sally ;
Yang, Fengtang ;
Lineham, Jonathan ;
Vallier, Ludovic ;
Kirton, Christopher M. .
STEM CELL REPORTS, 2015, 5 (04) :660-671
[3]   Fused cerebral organoids model interactions between brain regions [J].
Bagley, Joshua A. ;
Reumann, Daniel ;
Bian, Shan ;
Levi-Strauss, Julie ;
Knoblich, Juergen A. .
NATURE METHODS, 2017, 14 (07) :743-+
[4]   Neurotransmitter signaling regulates distinct phases of multimodal human interneuron migration [J].
Bajaj, Sunanjay ;
Bagley, Joshua A. ;
Sommer, Christoph ;
Vertesy, Abel ;
Wong, Sakurako Nagumo ;
Krenn, Veronica ;
Knoblich, Juergen A. .
EMBO JOURNAL, 2021, 40 (23)
[5]  
Bayer S A., 2005, The Human Brain During the Second Trimester, V0, DOI DOI 10.1201/9780203507483
[6]  
Bayer SA., 2003, Atlas of Human Central Nervous System Development
[7]   Dimensionality reduction for visualizing single-cell data using UMAP [J].
Becht, Etienne ;
McInnes, Leland ;
Healy, John ;
Dutertre, Charles-Antoine ;
Kwok, Immanuel W. H. ;
Ng, Lai Guan ;
Ginhoux, Florent ;
Newell, Evan W. .
NATURE BIOTECHNOLOGY, 2019, 37 (01) :38-+
[8]   Generalizing RNA velocity to transient cell states through dynamical modeling [J].
Bergen, Volker ;
Lange, Marius ;
Peidli, Stefan ;
Wolf, F. Alexander ;
Theis, Fabian J. .
NATURE BIOTECHNOLOGY, 2020, 38 (12) :1408-1414
[9]   Landmarks of human embryonic development inscribed in somatic mutations [J].
Bizzotto, Sara ;
Dou, Yanmei ;
Ganz, Javier ;
Doan, Ryan N. ;
Kwon, Minseok ;
Bohrson, Craig L. ;
Kim, Sonia N. ;
Bae, Taejeong ;
Abyzov, Alexej ;
Park, Peter J. ;
Walsh, Christopher A. .
SCIENCE, 2021, 371 (6535) :1249-+
[10]   Fast unfolding of communities in large networks [J].
Blondel, Vincent D. ;
Guillaume, Jean-Loup ;
Lambiotte, Renaud ;
Lefebvre, Etienne .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2008,