Handling Editor: Benoit Bruneau
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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