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Systematic reconstruction of the cellular trajectories of mammalian embryogenesis

Chengxiang Qiu, Junyue Cao, Tony Li, Sanjay Srivatsan, Xingfan Huang, Diego Calderon, William Stafford Noble, Christine M. Disteche, Malte Spielmann, Cecilia B. Moens, Cole Trapnell, Jay Shendure
doi: https://doi.org/10.1101/2021.06.08.447626
Chengxiang Qiu
1Department of Genome Sciences, University of Washington, Seattle, WA, USA
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Junyue Cao
2The Rockefeller University, New York, NY, USA
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Tony Li
1Department of Genome Sciences, University of Washington, Seattle, WA, USA
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Sanjay Srivatsan
1Department of Genome Sciences, University of Washington, Seattle, WA, USA
3Medical Scientist Training Program, University of Washington, Seattle, WA, USA.
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Xingfan Huang
1Department of Genome Sciences, University of Washington, Seattle, WA, USA
4Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
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Diego Calderon
1Department of Genome Sciences, University of Washington, Seattle, WA, USA
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William Stafford Noble
1Department of Genome Sciences, University of Washington, Seattle, WA, USA
4Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
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Christine M. Disteche
5Department of Pathology, University of Washington, Seattle, WA, USA
6Department of Medicine, University of Washington, Seattle, WA, USA
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Malte Spielmann
7Human Molecular Genomics Group, Max Planck Institute for Molecular Genetics, Berlin, Germany
8Institute of Human Genetics, University of Lübeck, Lübeck, Germany
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Cecilia B. Moens
9Division of Basic Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
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Cole Trapnell
1Department of Genome Sciences, University of Washington, Seattle, WA, USA
10Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
11Allen Discovery Center for Cell Lineage Tracing, Seattle, WA, USA
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Jay Shendure
1Department of Genome Sciences, University of Washington, Seattle, WA, USA
10Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
11Allen Discovery Center for Cell Lineage Tracing, Seattle, WA, USA
12Howard Hughes Medical Institute, Seattle, WA, USA
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  • For correspondence: shendure@uw.edu
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Abstract

Mammalian embryogenesis is characterized by rapid cellular proliferation and diversification. Within a few weeks, a single cell zygote gives rise to millions of cells expressing a panoply of molecular programs, including much of the diversity that will subsequently be present in adult tissues. Although intensively studied, a comprehensive delineation of the major cellular trajectories that comprise mammalian development in vivo remains elusive. Here we set out to integrate several single cell RNA-seq datasets (scRNA-seq) that collectively span mouse gastrulation and organogenesis. We define cell states at each of 19 successive stages spanning E3.5 to E13.5, heuristically connect them with their pseudo-ancestors and pseudo-descendants, and for a subset of stages, deconvolve their approximate spatial distributions. Despite being constructed through automated procedures, the resulting trajectories of mammalian embryogenesis (TOME) are largely consistent with our contemporary understanding of mammalian development. We leverage TOME to nominate transcription factors (TF) and TF motifs as key regulators of each branch point at which a new cell type emerges. Finally, to facilitate comparisons across vertebrates, we apply the same procedures to single cell datasets of zebrafish and frog embryogenesis, and nominate “cell type homologs” based on shared regulators and transcriptional states.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • http://tome.gs.washington.edu

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Posted June 09, 2021.
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Systematic reconstruction of the cellular trajectories of mammalian embryogenesis
Chengxiang Qiu, Junyue Cao, Tony Li, Sanjay Srivatsan, Xingfan Huang, Diego Calderon, William Stafford Noble, Christine M. Disteche, Malte Spielmann, Cecilia B. Moens, Cole Trapnell, Jay Shendure
bioRxiv 2021.06.08.447626; doi: https://doi.org/10.1101/2021.06.08.447626
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Systematic reconstruction of the cellular trajectories of mammalian embryogenesis
Chengxiang Qiu, Junyue Cao, Tony Li, Sanjay Srivatsan, Xingfan Huang, Diego Calderon, William Stafford Noble, Christine M. Disteche, Malte Spielmann, Cecilia B. Moens, Cole Trapnell, Jay Shendure
bioRxiv 2021.06.08.447626; doi: https://doi.org/10.1101/2021.06.08.447626

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