The cis-regulatory dynamics of embryonic development at single-cell resolution
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作者:
Cusanovich, Darren A.
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Univ Washington, Dept Genome Sci, Seattle, WA 98195 USAUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Cusanovich, Darren A.
[1
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Reddington, James P.
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机构:
EMBL, Genome Biol Unit, Heidelberg, GermanyUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Reddington, James P.
[2
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Garfield, David A.
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h-index: 0
机构:
EMBL, Genome Biol Unit, Heidelberg, Germany
Humboldt Univ, IRI Life Sci, Berlin, GermanyUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Garfield, David A.
[2
,5
]
Daza, Riza M.
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机构:
Univ Washington, Dept Genome Sci, Seattle, WA 98195 USAUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Daza, Riza M.
[1
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Aghamirzaie, Delasa
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机构:
Univ Washington, Dept Genome Sci, Seattle, WA 98195 USAUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Aghamirzaie, Delasa
[1
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Marco-Ferreres, Raquel
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机构:
EMBL, Genome Biol Unit, Heidelberg, GermanyUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Marco-Ferreres, Raquel
[2
]
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机构:
Pliner, Hannah A.
[1
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Christiansen, Lena
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机构:
Illumina, San Diego, CA USAUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Christiansen, Lena
[3
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Qiu, Xiaojie
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机构:
Univ Washington, Dept Genome Sci, Seattle, WA 98195 USAUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Qiu, Xiaojie
[1
]
Steemers, Frank J.
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机构:
Illumina, San Diego, CA USAUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Steemers, Frank J.
[3
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机构:
Trapnell, Cole
[1
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Shendure, Jay
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h-index: 0
机构:
Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
Howard Hughes Med Inst, Seattle, WA USAUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Shendure, Jay
[1
,4
]
Furlong, Eileen E. M.
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机构:
EMBL, Genome Biol Unit, Heidelberg, GermanyUniv Washington, Dept Genome Sci, Seattle, WA 98195 USA
Furlong, Eileen E. M.
[2
]
机构:
[1] Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
Understanding how gene regulatory networks control the progressive restriction of cell fates is a long-standing challenge. Recent advances in measuring gene expression in single cells are providing new insights into lineage commitment. However, the regulatory events underlying these changes remain unclear. Here we investigate the dynamics of chromatin regulatory landscapes during embryogenesis at single-cell resolution. Using single cell combinatorial indexing assay for transposase accessible chromatin with sequencing (sci-ATAC-seq)(1), we profiled chromatin accessibility in over 20,000 single nuclei from fixed Drosophila melanogaster embryos spanning three landmark embryonic stages: 2-4 h after egg laying (predominantly stage 5 blastoderm nuclei), when each embryo comprises around 6,000 multipotent cells; 6-8 h after egg laying (predominantly stage 10-11), to capture a midpoint in embryonic development when major lineages in the mesoderm and ectoderm are specified; and 10-12 h after egg laying (predominantly stage 13), when each of the embryo's more than 20,000 cells are undergoing terminal differentiation. Our results show that there is spatial heterogeneity in the accessibility of the regulatory genome before gastrulation, a feature that aligns with future cell fate, and that nuclei can be temporally ordered along developmental trajectories. During mid-embryogenesis, tissue granularity emerges such that individual cell types can be inferred by their chromatin accessibility while maintaining a signature of their germ layer of origin. Analysis of the data reveals overlapping usage of regulatory elements between cells of the endoderm and non-myogenic mesoderm, suggesting a common developmental program that is reminiscent of the mesendoderm lineage in other species(2-4). We identify 30,075 distal regulatory elements that exhibit tissue-specific accessibility. We validated the germ-layer specificity of a subset of these predicted enhancers in transgenic embryos, achieving an accuracy of 90%. Overall, our results demonstrate the power of shotgun single-cell profiling of embryos to resolve dynamic changes in the chromatin landscape during development, and to uncover the cis-regulatory programs of metazoan germ layers and cell types.
机构:
Univ Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USAUniv Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USA
Byrnes, Lauren E.
Wong, Daniel M.
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机构:
Univ Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USAUniv Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USA
Wong, Daniel M.
Subramaniam, Meena
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Inst Human Genet, 513 Parnassus Ave, San Francisco, CA 94143 USAUniv Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USA
Subramaniam, Meena
Meyer, Nathaniel P.
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机构:
Univ Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USAUniv Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USA
Meyer, Nathaniel P.
Gilchrist, Caroline L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USAUniv Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USA
Gilchrist, Caroline L.
Knox, Sarah M.
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机构:
Univ Calif San Francisco, Dept Cell & Tissue Biol, 513 Parnassus Ave, San Francisco, CA 94143 USAUniv Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USA
Knox, Sarah M.
Tward, Aaron D.
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机构:
Univ Calif San Francisco, Dept Otolaryngol Head & Neck Surg, 513 Parnassus Ave, San Francisco, CA 94143 USAUniv Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USA
Tward, Aaron D.
Ye, Chun J.
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机构:
Univ Calif San Francisco, Inst Human Genet, 513 Parnassus Ave, San Francisco, CA 94143 USAUniv Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USA
Ye, Chun J.
Sneddon, Julie B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USAUniv Calif San Francisco, Diabet Ctr, 513 Parnassus Ave, San Francisco, CA 94143 USA
机构:
Univ N Carolina, Gillings Sch Global Publ Hlth, Dept Biostat, Chapel Hill, NC 27599 USA
Univ N Carolina, Sch Med, Dept Genet, Chapel Hill, NC 27599 USA
Univ N Carolina, Lineberger Comprehens Canc Ctr, Chapel Hill, NC 27599 USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Biostat, Chapel Hill, NC 27599 USA
Jiang, Yuchao
Harigaya, Yuriko
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机构:
Univ N Carolina, Sch Med, Curriculum Bioinformat & Computat Biol, Chapel Hill, NC 27599 USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Biostat, Chapel Hill, NC 27599 USA
Harigaya, Yuriko
Zhang, Zhaojun
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机构:
Univ Penn, Wharton Sch, Dept Stat, Philadelphia, PA 19104 USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Biostat, Chapel Hill, NC 27599 USA
Zhang, Zhaojun
Zhang, Hongpan
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机构:
Univ Virginia, Ctr Publ Hlth Genom, Charlottesville, VA 22908 USA
Univ Virginia, Dept Biochem & Mol Genet, Charlottesville, VA 22908 USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Biostat, Chapel Hill, NC 27599 USA
Zhang, Hongpan
Zang, Chongzhi
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机构:
Univ Virginia, Ctr Publ Hlth Genom, Charlottesville, VA 22908 USA
Univ Virginia, Dept Biochem & Mol Genet, Charlottesville, VA 22908 USA
Univ Virginia, Dept Publ Hlth Sci, Charlottesville, VA 22908 USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Biostat, Chapel Hill, NC 27599 USA
Zang, Chongzhi
Zhang, Nancy R.
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机构:
Univ Penn, Wharton Sch, Dept Stat, Philadelphia, PA 19104 USAUniv N Carolina, Gillings Sch Global Publ Hlth, Dept Biostat, Chapel Hill, NC 27599 USA
机构:
ISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USA
Princeton Univ, Lewis Sigler Inst Integrat Genom, Princeton, NJ 08544 USAISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USA
Zhang, Zidong
Ruf-Zamojski, Frederique
论文数: 0引用数: 0
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机构:
ISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USAISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USA
Ruf-Zamojski, Frederique
Zamojski, Michel
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机构:
ISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USAISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USA
Zamojski, Michel
Bernard, Daniel J.
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机构:
McGill Univ, Dept Pharmacol & Therapeut, Montreal, PQ H3G 1Y6, CanadaISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USA
Bernard, Daniel J.
Chen, Xi
论文数: 0引用数: 0
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机构:
Simons Fdn, Flatiron Inst, Ctr Computat Biol, New York, NY 10010 USAISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USA
Chen, Xi
Troyanskaya, Olga G.
论文数: 0引用数: 0
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机构:
Princeton Univ, Lewis Sigler Inst Integrat Genom, Princeton, NJ 08544 USA
Simons Fdn, Flatiron Inst, Ctr Computat Biol, New York, NY 10010 USA
Princeton Univ, Dept Comp Sci, Princeton, NJ 08544 USAISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USA
Troyanskaya, Olga G.
Sealfon, Stuart C.
论文数: 0引用数: 0
h-index: 0
机构:
ISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USAISMMS, Ctr Adv Res Diagnost Assays, Dept Neurol, New York, NY 10029 USA