Department of Genetics, Washington University School of Medicine, 660 South Euclid Ave, Campus Box 8232, Saint Louis, MO, 63110, USA.
BMC Genomics. 2023 Mar 28;24(1):156. doi: 10.1186/s12864-023-09232-5.
Understanding how heterogeneous β-cell function impacts diabetes is imperative for therapy development. Standard single-cell RNA sequencing analysis illuminates some factors driving heterogeneity, but new strategies are required to enhance information capture.
We integrate pancreatic islet single-cell and bulk RNA sequencing data to identify β-cell subpopulations based on gene expression and characterize genetic networks associated with β-cell function in obese SM/J mice. We identify β-cell subpopulations associated with basal insulin secretion, hypoxia response, cell polarity, and stress response. Network analysis associates fatty acid metabolism and basal insulin secretion with hyperglycemic-obesity, while expression of Pdyn and hypoxia response is associated with normoglycemic-obesity.
By integrating single-cell and bulk islet transcriptomes, our study explores β-cell heterogeneity and identifies novel subpopulations and genetic pathways associated with β-cell function in obesity.
了解异质β细胞功能如何影响糖尿病对于治疗开发至关重要。标准的单细胞 RNA 测序分析揭示了一些驱动异质性的因素,但需要新的策略来增强信息捕获。
我们整合了胰岛单细胞和批量 RNA 测序数据,根据基因表达来识别β细胞亚群,并在肥胖 SM/J 小鼠中描述与β细胞功能相关的遗传网络。我们确定了与基础胰岛素分泌、缺氧反应、细胞极性和应激反应相关的β细胞亚群。网络分析将脂肪酸代谢和基础胰岛素分泌与高血糖肥胖相关联,而 Pdyn 的表达和缺氧反应与正常血糖肥胖相关联。
通过整合单细胞和批量胰岛转录组,我们的研究探讨了β细胞的异质性,并确定了与肥胖相关的β细胞功能的新亚群和遗传途径。