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TECHNIQUES AND RESOURCES
A developmental lineage-based gene co-expression network for mouse pancreatic β-cells reveals a role for Zfp800 in pancreas development
Anna B. Osipovich, Karrie D. Dudek, Emily Greenfest-Allen, Jean-Philippe Cartailler, Elisabetta Manduchi, Leah Potter Case, Eunyoung Choi, Austin G. Chapman, Hannah W. Clayton, Guoqiang Gu, Christian J. Stoeckert, Jr, Mark A. Magnuson
Development 2021 148: dev196964 doi: 10.1242/dev.196964 Published 21 March 2021
Anna B. Osipovich
1Center for Stem Cell Biology, Vanderbilt University, Nashville, TN 37232, USA
2Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN 37232, USA
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  • ORCID record for Anna B. Osipovich
Karrie D. Dudek
1Center for Stem Cell Biology, Vanderbilt University, Nashville, TN 37232, USA
3Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37240, USA
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Emily Greenfest-Allen
4Department of Genetics, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
5Institute for Biomedical Informatics, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
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Jean-Philippe Cartailler
1Center for Stem Cell Biology, Vanderbilt University, Nashville, TN 37232, USA
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  • ORCID record for Jean-Philippe Cartailler
Elisabetta Manduchi
4Department of Genetics, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
5Institute for Biomedical Informatics, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
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Leah Potter Case
1Center for Stem Cell Biology, Vanderbilt University, Nashville, TN 37232, USA
2Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN 37232, USA
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  • ORCID record for Leah Potter Case
Eunyoung Choi
1Center for Stem Cell Biology, Vanderbilt University, Nashville, TN 37232, USA
2Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN 37232, USA
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Austin G. Chapman
1Center for Stem Cell Biology, Vanderbilt University, Nashville, TN 37232, USA
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Hannah W. Clayton
1Center for Stem Cell Biology, Vanderbilt University, Nashville, TN 37232, USA
3Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37240, USA
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Guoqiang Gu
1Center for Stem Cell Biology, Vanderbilt University, Nashville, TN 37232, USA
3Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37240, USA
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Christian J. Stoeckert Jr
4Department of Genetics, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
5Institute for Biomedical Informatics, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
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Mark A. Magnuson
1Center for Stem Cell Biology, Vanderbilt University, Nashville, TN 37232, USA
2Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN 37232, USA
3Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37240, USA
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  • For correspondence: mark.magnuson@vanderbilt.edu

Handling Editor: Benoit Bruneau

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ABSTRACT

To gain a deeper understanding of pancreatic β-cell development, we used iterative weighted gene correlation network analysis to calculate a gene co-expression network (GCN) from 11 temporally and genetically defined murine cell populations. The GCN, which contained 91 distinct modules, was then used to gain three new biological insights. First, we found that the clustered protocadherin genes are differentially expressed during pancreas development. Pcdhγ genes are preferentially expressed in pancreatic endoderm, Pcdhβ genes in nascent islets, and Pcdhα genes in mature β-cells. Second, after extracting sub-networks of transcriptional regulators for each developmental stage, we identified 81 zinc finger protein (ZFP) genes that are preferentially expressed during endocrine specification and β-cell maturation. Third, we used the GCN to select three ZFPs for further analysis by CRISPR mutagenesis of mice. Zfp800 null mice exhibited early postnatal lethality, and at E18.5 their pancreata exhibited a reduced number of pancreatic endocrine cells, alterations in exocrine cell morphology, and marked changes in expression of genes involved in protein translation, hormone secretion and developmental pathways in the pancreas. Together, our results suggest that developmentally oriented GCNs have utility for gaining new insights into gene regulation during organogenesis.

Footnotes

  • Competing interests

    The authors declare no competing or financial interests.

  • Author contributions

    Conceptualization: A.B.O., E.G.-A., G.G., C.J.S., M.A.M.; Methodology: A.B.O., E.G.-A., J.-P.C., E.M., L.P.C., E.C., C.J.S.; Software: E.G.-A., J.-P.C., E.M., C.J.S.; Validation: A.B.O., E.G.-A., J.-P.C., C.J.S.; Formal analysis: A.B.O., E.G.-A., J.-P.C., E.M., C.J.S., M.A.M.; Investigation: A.B.O., K.D.D., E.G.-A., E.M., L.P.C., E.C., A.G.C.; Resources: J.-P.C., E.C., G.G., C.J.S., M.A.M.; Data curation: A.B.O., K.D.D., E.G.-A., J.-P.C., E.M.; Writing - original draft: A.B.O., E.G.-A., H.W.C.; Writing - review & editing: A.B.O., C.J.S., M.A.M.; Visualization: A.B.O., E.G.-A., J.-P.C.; Supervision: C.J.S., M.A.M.; Project administration: M.A.M.; Funding acquisition: G.G., C.J.S., M.A.M.

  • Funding

    This study was supported by funding from the National Institutes of Health (DK72473 and DK89523 to M.A.M.). Deposited in PMC for release after 12 months.

  • Data availability

    RNA-Seq data and metadata are available in ArrayExpress (accession numbers E-MTAB-2816 and E-MTAB-9538). Zfp800, Jazf1 and Zfp92 knockout mice are available from the Vanderbilt Cryopreserved Mouse Repository.

  • Supplementary information

    Supplementary information available online at https://dev.biologists.org/lookup/doi/10.1242/dev.196964.supplemental

  • Received September 18, 2020.
  • Accepted February 17, 2021.
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Keywords

  • WGCNA
  • Gene networks
  • Pancreas
  • Protocadherin
  • CRISPR
  • Zfp800
  • β-cells

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TECHNIQUES AND RESOURCES
A developmental lineage-based gene co-expression network for mouse pancreatic β-cells reveals a role for Zfp800 in pancreas development
Anna B. Osipovich, Karrie D. Dudek, Emily Greenfest-Allen, Jean-Philippe Cartailler, Elisabetta Manduchi, Leah Potter Case, Eunyoung Choi, Austin G. Chapman, Hannah W. Clayton, Guoqiang Gu, Christian J. Stoeckert, Jr, Mark A. Magnuson
Development 2021 148: dev196964 doi: 10.1242/dev.196964 Published 21 March 2021
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TECHNIQUES AND RESOURCES
A developmental lineage-based gene co-expression network for mouse pancreatic β-cells reveals a role for Zfp800 in pancreas development
Anna B. Osipovich, Karrie D. Dudek, Emily Greenfest-Allen, Jean-Philippe Cartailler, Elisabetta Manduchi, Leah Potter Case, Eunyoung Choi, Austin G. Chapman, Hannah W. Clayton, Guoqiang Gu, Christian J. Stoeckert, Jr, Mark A. Magnuson
Development 2021 148: dev196964 doi: 10.1242/dev.196964 Published 21 March 2021

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