Integrative single-cell analysis of cardiogenesis identifies developmental trajectories and non-coding mutations in congenital heart disease

被引:44
作者
Ameen, Mohamed [1 ,3 ]
Sundaram, Laksshman [2 ,3 ]
Shen, Mengcheng [4 ]
Banerjee, Abhimanyu [3 ,5 ]
Kundu, Soumya [2 ]
Nair, Surag [2 ]
Shcherbina, Anna [6 ]
Gu, Mingxia [7 ]
Wilson, Kitchener D. [4 ]
Varadarajan, Avyay [8 ]
Vadgama, Nirmal [9 ]
Balsubramani, Akshay [10 ]
Wu, Joseph C. [4 ]
Engreitz, Jesse M. [10 ]
Farh, Kyle [3 ]
Karakikes, Ioannis [4 ]
Wang, Kevin C. [1 ,11 ,12 ]
Quertermous, Thomas [13 ]
Greenleaf, William J. [10 ,14 ]
Kundaje, Anshul [2 ,10 ]
机构
[1] Stanford Univ, Dept Canc Biol, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA
[3] Illumina Inc, Illumina Artificial Intelligence Lab, Foster City, CA USA
[4] Stanford Univ, Cardiovasc Inst, Stanford, CA 94305 USA
[5] Stanford Univ, Dept Phys, Stanford, CA USA
[6] Stanford Univ, Dept Biomed Informat, Stanford, CA USA
[7] Cincinnati Childrens Hosp Med Ctr, Ctr Stem Cell & Organoid Med, Div Dev Biol, CuSTOM, Cincinnati, OH USA
[8] CALTECH, Dept Comp Sci, Pasadena, CA USA
[9] Stanford Univ, Dept Cardiothorac Surg, Stanford, CA USA
[10] Stanford Univ, Dept Genet, Stanford, CA 94305 USA
[11] Stanford Univ, Dept Dermatol, Sch Med, Stanford, CA 94305 USA
[12] Vet Affairs Palo Alto Healthcare Syst, Palo Alto, CA 94304 USA
[13] Stanford Univ, Div Cardiovasc Med, Sch Med, Stanford, CA 94305 USA
[14] Stanford Univ, Dept Appl Phys, Stanford, CA 94305 USA
关键词
PLURIPOTENT STEM-CELLS; SMOOTH-MUSCLE-CELLS; DE-NOVO MUTATIONS; PDGF-B; DIFFERENTIATION; GENERATION; EPICARDIUM; CHROMATIN; PERICYTES; NKX2.5;
D O I
10.1016/j.cell.2022.11.028
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
To define the multi-cellular epigenomic and transcriptional landscape of cardiac cellular development, we generated single-cell chromatin accessibility maps of human fetal heart tissues. We identified eight major differentiation trajectories involving primary cardiac cell types, each associated with dynamic transcription factor (TF) activity signatures. We contrasted regulatory landscapes of iPSC-derived cardiac cell types and their in vivo counterparts, which enabled optimization of in vitro differentiation of epicardial cells. Further, we interpreted sequence based deep learning models of cell-type-resolved chromatin accessibility profiles to decipher underlying TF motif lexicons. De novo mutations predicted to affect chromatin accessibility in arterial endothelium were enriched in congenital heart disease (CHD) cases vs. controls. In vitro studies in iPSCs validated the functional impact of identified variation on the predicted developmental cell types. This work thus defines the cell-type-resolved cis-regulatory sequence determinants of heart development and identifies disruption of cell type-specific regulatory elements in CHD.
引用
收藏
页码:4937 / +
页数:41
相关论文
共 86 条
[1]   The bHLH transcription factor Tcf21 is required for lineage-specific EMT of cardiac fibroblast progenitors [J].
Acharya, Asha ;
Baek, Seung Tae ;
Huang, Guo ;
Eskiocak, Banu ;
Goetsch, Sean ;
Sung, Caroline Y. ;
Banfi, Serena ;
Sauer, Marion F. ;
Olsen, Gregory S. ;
Duffield, Jeremy S. ;
Olson, Eric N. ;
Tallquist, Michelle D. .
DEVELOPMENT, 2012, 139 (12) :2139-2149
[2]   Phenotypic heterogeneity of the endothelium I. Structure, function, and mechanisms [J].
Aird, William C. .
CIRCULATION RESEARCH, 2007, 100 (02) :158-173
[3]   A Spatiotemporal Organ-Wide Gene Expression and Cell Atlas of the Developing Human Heart [J].
Asp, Michaela ;
Giacomello, Stefania ;
Larsson, Ludvig ;
Wu, Chenglin ;
Furth, Daniel ;
Qian, Xiaoyan ;
Wardell, Eva ;
Custodio, Joaquin ;
Reimegard, Johan ;
Salmen, Fredrik ;
Osterholm, Cecilia ;
Stahl, Patrik L. ;
Sundstrom, Erik ;
Akesson, Elisabet ;
Bergmann, Olaf ;
Bienko, Magda ;
Mansson-Broberg, Agneta ;
Nilsson, Mats ;
Sylven, Christer ;
Lundeberg, Joakim .
CELL, 2019, 179 (07) :1647-+
[4]   Base-resolution models of transcription-factor binding reveal soft motif syntax [J].
Avsec, Ziga ;
Weilert, Melanie ;
Shrikumar, Avanti ;
Krueger, Sabrina ;
Alexandari, Amr ;
Dalal, Khyati ;
Fropf, Robin ;
McAnany, Charles ;
Gagneur, Julien ;
Kundaje, Anshul ;
Zeitlinger, Julia .
NATURE GENETICS, 2021, 53 (03) :354-+
[5]   Directed differentiation and long-term maintenance of epicardial cells derived from human pluripotent stem cells under fully defined conditions [J].
Bao, Xiaoping ;
Lian, Xiaojun ;
Qian, Tongcheng ;
Bhute, Vijesh J. ;
Han, Tianxiao ;
Palecek, Sean P. .
NATURE PROTOCOLS, 2017, 12 (09) :1890-1900
[6]   Jarid2 Is Among a Set of Genes Differentially Regulated by Nkx2.5 During Outflow Tract Morphogenesis [J].
Barth, Jeremy L. ;
Clark, Christopher D. ;
Fresco, Victor M. ;
Knoll, Ellen P. ;
Lee, Benjamin ;
Argraves, W. Scott ;
Lee, Kyu-Ho .
DEVELOPMENTAL DYNAMICS, 2010, 239 (07) :2024-2033
[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]   ATAC-seq footprinting unravels kinetics of transcription factor binding during zygotic genome activation [J].
Bentsen, Mette ;
Goymann, Philipp ;
Schultheis, Hendrik ;
Klee, Kathrin ;
Petrova, Anastasiia ;
Wiegandt, Rene ;
Fust, Annika ;
Preussner, Jens ;
Kuenne, Carsten ;
Braun, Thomas ;
Kim, Johnny ;
Looso, Mario .
NATURE COMMUNICATIONS, 2020, 11 (01)
[9]   Signaling and Transcriptional Networks in Heart Development and Regeneration [J].
Bruneau, Benoit G. .
COLD SPRING HARBOR PERSPECTIVES IN BIOLOGY, 2013, 5 (03)
[10]  
Burridge PW, 2014, NAT METHODS, V11, P855, DOI [10.1038/NMETH.2999, 10.1038/nmeth.2999]