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Single-cell, whole-embryo phenotyping of mammalian developmental disorders

Author

Listed:
  • Xingfan Huang

    (University of Washington
    University of Washington)

  • Jana Henck

    (University Medical Center Schleswig-Holstein, University of Lübeck & Kiel University
    Max Planck Institute for Molecular Genetics)

  • Chengxiang Qiu

    (University of Washington)

  • Varun K. A. Sreenivasan

    (University Medical Center Schleswig-Holstein, University of Lübeck & Kiel University)

  • Saranya Balachandran

    (University Medical Center Schleswig-Holstein, University of Lübeck & Kiel University)

  • Oana V. Amarie

    (Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH))

  • Martin Hrabě de Angelis

    (Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH)
    Technische Universität München
    German Center for Diabetes Research (DZD))

  • Rose Yinghan Behncke

    (Institute of Medical Genetics and Human Genetics of the Charité
    Berlin Institute of Health at Charité – Universitätsmedizin Berlin, BCRT)

  • Wing-Lee Chan

    (Institute of Medical Genetics and Human Genetics of the Charité
    Berlin Institute of Health at Charité – Universitätsmedizin Berlin, BCRT)

  • Alexandra Despang

    (Max Planck Institute for Molecular Genetics
    Berlin Institute of Health at Charité – Universitätsmedizin Berlin, BCRT)

  • Diane E. Dickel

    (Lawrence Berkeley National Laboratory)

  • Madeleine Duran

    (University of Washington)

  • Annette Feuchtinger

    (Core Facility Pathology & Tissue Analytics, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH))

  • Helmut Fuchs

    (Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH))

  • Valerie Gailus-Durner

    (Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH))

  • Natja Haag

    (RWTH Aachen University)

  • Rene Hägerling

    (Max Planck Institute for Molecular Genetics
    Institute of Medical Genetics and Human Genetics of the Charité
    Berlin Institute of Health at Charité – Universitätsmedizin Berlin, BCRT)

  • Nils Hansmeier

    (Max Planck Institute for Molecular Genetics
    Institute of Medical Genetics and Human Genetics of the Charité
    Berlin Institute of Health at Charité – Universitätsmedizin Berlin, BCRT)

  • Friederike Hennig

    (Max Planck Institute for Molecular Genetics)

  • Cooper Marshall

    (University of Washington
    University of Washington)

  • Sudha Rajderkar

    (Lawrence Berkeley National Laboratory)

  • Alessa Ringel

    (Max Planck Institute for Molecular Genetics
    Institute of Medical Genetics and Human Genetics of the Charité)

  • Michael Robson

    (Max Planck Institute for Molecular Genetics)

  • Lauren M. Saunders

    (University of Washington)

  • Patricia Silva-Buttkus

    (Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH))

  • Nadine Spielmann

    (Institute of Experimental Genetics, German Mouse Clinic, Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH))

  • Sanjay R. Srivatsan

    (University of Washington)

  • Sascha Ulferts

    (Institute of Medical Genetics and Human Genetics of the Charité
    Berlin Institute of Health at Charité – Universitätsmedizin Berlin, BCRT)

  • Lars Wittler

    (Max Planck Institute for Molecular Genetics)

  • Yiwen Zhu

    (German Center for Diabetes Research (DZD))

  • Vera M. Kalscheuer

    (Max Planck Institute for Molecular Genetics)

  • Daniel M. Ibrahim

    (Max Planck Institute for Molecular Genetics
    Berlin Institute of Health at Charité – Universitätsmedizin Berlin, BCRT)

  • Ingo Kurth

    (RWTH Aachen University)

  • Uwe Kornak

    (University Medical Center Göttingen)

  • Axel Visel

    (Lawrence Berkeley National Laboratory)

  • Len A. Pennacchio

    (Lawrence Berkeley National Laboratory)

  • David R. Beier

    (University of Washington
    Center for Developmental Biology & Regenerative Medicine, Seattle Children’s Research Institute
    University of Washington)

  • Cole Trapnell

    (University of Washington
    University of Washington
    Allen Discovery Center for Cell Lineage Tracing)

  • Junyue Cao

    (The Rockefeller University)

  • Jay Shendure

    (University of Washington
    University of Washington
    Allen Discovery Center for Cell Lineage Tracing
    Howard Hughes Medical Institute)

  • Malte Spielmann

    (University Medical Center Schleswig-Holstein, University of Lübeck & Kiel University
    Max Planck Institute for Molecular Genetics
    DZHK (German Centre for Cardiovascular Research), partner site Hamburg/Lübeck/Kiel)

Abstract

Mouse models are a critical tool for studying human diseases, particularly developmental disorders1. However, conventional approaches for phenotyping may fail to detect subtle defects throughout the developing mouse2. Here we set out to establish single-cell RNA sequencing of the whole embryo as a scalable platform for the systematic phenotyping of mouse genetic models. We applied combinatorial indexing-based single-cell RNA sequencing3 to profile 101 embryos of 22 mutant and 4 wild-type genotypes at embryonic day 13.5, altogether profiling more than 1.6 million nuclei. The 22 mutants represent a range of anticipated phenotypic severities, from established multisystem disorders to deletions of individual regulatory regions4,5. We developed and applied several analytical frameworks for detecting differences in composition and/or gene expression across 52 cell types or trajectories. Some mutants exhibit changes in dozens of trajectories whereas others exhibit changes in only a few cell types. We also identify differences between widely used wild-type strains, compare phenotyping of gain- versus loss-of-function mutants and characterize deletions of topological associating domain boundaries. Notably, some changes are shared among mutants, suggesting that developmental pleiotropy might be ‘decomposable’ through further scaling of this approach. Overall, our findings show how single-cell profiling of whole embryos can enable the systematic molecular and cellular phenotypic characterization of mouse mutants with unprecedented breadth and resolution.

Suggested Citation

  • Xingfan Huang & Jana Henck & Chengxiang Qiu & Varun K. A. Sreenivasan & Saranya Balachandran & Oana V. Amarie & Martin Hrabě de Angelis & Rose Yinghan Behncke & Wing-Lee Chan & Alexandra Despang & Dia, 2023. "Single-cell, whole-embryo phenotyping of mammalian developmental disorders," Nature, Nature, vol. 623(7988), pages 772-781, November.
  • Handle: RePEc:nat:nature:v:623:y:2023:i:7988:d:10.1038_s41586-023-06548-w
    DOI: 10.1038/s41586-023-06548-w
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