Department of Environmental Health Sciences, University of Massachusetts Amherst, Amherst, Massachusetts, USA.
Molecular and Cellular Biology Graduate Program, University of Massachusetts Amherst, Amherst, Massachusetts, USA.
J Diabetes. 2022 Jan;14(1):34-51. doi: 10.1111/1753-0407.13236. Epub 2021 Dec 13.
Type 2 diabetes mellitus (T2DM) is a chronic disease characterized by insulin resistance and failure of β-cells to meet the metabolic demand for insulin. Recent advances in single-cell RNA sequencing (sc-RNA-Seq) have allowed for in-depth studies to further understand the underlying cellular mechanisms of T2DM. In β-cells, redox signaling is critical for insulin production. A meta-analysis of human pancreas islet sc-RNA-Seq data was conducted to evaluate how T2DM may modify the transcriptomes of α- and β-cells.
Annotated sc-RNA-Seq data from six studies of human pancreatic islets from metabolically healthy and donors with T2DM were collected. α- and β-cells, subpopulations of proliferating α-cells, immature, and senescent β-cells were identified based on expression levels of key marker genes. Each dataset was analyzed individually before combining, using weighted comparisons. Pathways of significant genes and individual redox-related gene expression were then evaluated to further understand the role that redox signaling may play in T2DM-induced β-cell dysfunction.
α- and β-cells from T2DM donors modified genes involved in energy metabolism, immune response, autophagy, and cellular stress. α- and β-cells also had an increased nuclear factor erythroid 2-related factor 2 (NFE2L2)-mediated antioxidant response in T2DM donors. The proportion of immature and senescent β-cells increased in T2DM donors, and in immature and senescent β-cells, genes regulated by NFE2L2 were further upregulated.
These findings suggest that NFE2L2 plays a role in β-cell maturation and dysfunction. Redox singling maybe a key pathway for β-cell restoration and T2DM therapeutics.
2 型糖尿病(T2DM)是一种以胰岛素抵抗和β细胞无法满足胰岛素代谢需求为特征的慢性疾病。单细胞 RNA 测序(sc-RNA-Seq)的最新进展使得深入研究β细胞中 T2DM 的潜在细胞机制成为可能。在β细胞中,氧化还原信号对于胰岛素的产生至关重要。对来自代谢健康的供体和 T2DM 患者的人类胰腺胰岛 sc-RNA-Seq 数据进行了荟萃分析,以评估 T2DM 如何改变α-和β-细胞的转录组。
收集了来自六项关于代谢健康的供体和 T2DM 患者的人类胰腺胰岛 sc-RNA-Seq 数据。基于关键标记基因的表达水平,鉴定出α-和β-细胞、增殖α-细胞的亚群、未成熟和衰老的β-细胞。在合并之前,每个数据集都单独进行了分析,使用加权比较。然后评估了有显著意义的基因和个体氧化还原相关基因表达的途径,以进一步了解氧化还原信号在 T2DM 诱导的β细胞功能障碍中的作用。
T2DM 供体的α-和β-细胞改变了与能量代谢、免疫反应、自噬和细胞应激相关的基因。T2DM 供体的α-和β-细胞也增加了核因子红细胞 2 相关因子 2(NFE2L2)介导的抗氧化反应。T2DM 供体中未成熟和衰老的β-细胞比例增加,在未成熟和衰老的β-细胞中,受 NFE2L2 调节的基因进一步上调。
这些发现表明 NFE2L2 在β-细胞成熟和功能障碍中发挥作用。氧化还原信号可能是β-细胞恢复和 T2DM 治疗的关键途径。