Center for Stem Cell Biology, Vanderbilt University, Nashville, TN 37232, USA.
Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN 37232, USA.
Development. 2021 Mar 21;148(6):dev196964. doi: 10.1242/dev.196964.
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. 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.
为了更深入地了解胰腺β细胞的发育,我们使用迭代加权基因相关网络分析,从 11 个具有时间和遗传定义的鼠细胞群体中计算基因共表达网络(GCN)。该 GCN 包含 91 个不同的模块,然后用于获得三个新的生物学见解。首先,我们发现聚类原钙黏蛋白基因在胰腺发育过程中差异表达。Pcdhγ 基因在胰腺内胚层中优先表达,Pcdhβ 基因在新生胰岛中表达,Pcdhα 基因在成熟β细胞中表达。其次,在提取每个发育阶段的转录调节剂的子网络后,我们鉴定出 81 个锌指蛋白(ZFP)基因在内分泌细胞特化和β细胞成熟过程中优先表达。第三,我们使用 GCN 通过 CRISPR 诱变选择三个 ZFP 进行进一步分析。null 小鼠表现出出生后早期致死性,并且在 E18.5 时它们的胰腺表现出胰岛数量减少,外分泌细胞形态改变,以及涉及蛋白质翻译、激素分泌和发育途径的基因表达的显著变化。总之,我们的结果表明,面向发育的 GCN 可用于深入了解器官发生过程中的基因调控。