Ma Jiajing, Li Xuhui, Wan Xuesi, Deng Jinmei, Cheng Yanglei, Liu Boyuan, Liu Liehua, Xu Lijuan, Xiao Haipeng, Li Yanbing
Department of Endocrinology and Diabetes Center, The First Affiliated Hospital of Sun Yat-sen University, 58 Zhongshan Road II, Guangzhou 510080, China.
Internal Medicine Department, The First Affiliated Hospital of Sun Yat-sen University, 58 Zhongshan Road II, Guangzhou 510080, China.
Biomedicines. 2024 Jul 29;12(8):1687. doi: 10.3390/biomedicines12081687.
Insulin deficiency in patients with type 2 diabetes mellitus (T2D) is associated with beta-cell dysfunction, a condition increasingly recognized to involve processes such as dedifferentiation and apoptosis. Moreover, emerging research points to a potential role for ferroptosis in the pathogenesis of T2D. In this study, we aimed to investigate the potential involvement of ferroptosis in the dedifferentiation of beta cells in T2D. We performed single-cell RNA sequencing analysis of six public datasets. Differential expression and gene set enrichment analyses were carried out to investigate the role of ferroptosis. Gene set variation and pseudo-time trajectory analyses were subsequently used to verify ferroptosis-related beta clusters. After cells were categorized according to their ferroptosis and dedifferentiation scores, we constructed transcriptional and competitive endogenous RNA networks, and validated the hub genes via machine learning and immunohistochemistry. We found that ferroptosis was enriched in T2D beta cells and that there was a positive correlation between ferroptosis and the process of dedifferentiation. Upon further analysis, we identified two beta clusters that presented pronounced features associated with ferroptosis and dedifferentiation. Several key transcription factors and 2 long noncoding RNAs ( and ) were identified. Finally, we confirmed that ferroptosis occurred in the pancreas of high-fat diet-fed mice and identified 4 proteins (NFE2L2, CHMP5, PTEN, and STAT3) that may participate in the effect of ferroptosis on dedifferentiation. This study helps to elucidate the interplay between ferroptosis and beta-cell health and opens new avenues for developing therapeutic strategies to treat diabetes.
2型糖尿病(T2D)患者的胰岛素缺乏与β细胞功能障碍有关,这种情况越来越被认为涉及去分化和凋亡等过程。此外,新出现的研究指出铁死亡在T2D发病机制中可能发挥作用。在本研究中,我们旨在探讨铁死亡在T2D患者β细胞去分化过程中的潜在作用。我们对六个公共数据集进行了单细胞RNA测序分析。进行差异表达和基因集富集分析以研究铁死亡的作用。随后使用基因集变异和伪时间轨迹分析来验证与铁死亡相关的β细胞簇。根据细胞的铁死亡和去分化评分对细胞进行分类后,我们构建了转录和竞争性内源性RNA网络,并通过机器学习和免疫组织化学验证了枢纽基因。我们发现铁死亡在T2Dβ细胞中富集,并且铁死亡与去分化过程之间存在正相关。进一步分析后,我们确定了两个β细胞簇,它们呈现出与铁死亡和去分化相关的明显特征。鉴定出了几个关键转录因子和2个长链非编码RNA(和)。最后,我们证实在高脂饮食喂养小鼠的胰腺中发生了铁死亡,并鉴定出4种可能参与铁死亡对去分化作用的蛋白质(NFE2L2、CHMP5、PTEN和STAT3)。本研究有助于阐明铁死亡与β细胞健康之间的相互作用,并为开发治疗糖尿病的策略开辟了新途径。