Characterization of SPTLC2 as a key driver promoting microglial activation and energy metabolism reprogramming after ischemic stroke through bulk and single-cell analyses combined with experimental validation.

IF 5.9 2区 医学 Q2 CELL BIOLOGY
Yongxing Lai, Peiqiang Lin, Zhiyun Wu, Tin Chen, Wenyao Hong, Mouwei Zheng, Jianhao Chen, Nan Liu, Hongbin Chen
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引用次数: 0

Abstract

Background: Ischemic stroke (IS) stands as a principal contributor to high rates of sickness and death. The condition's pathological development is complicated, featuring mechanisms like mitochondrial impairment and the activation of microglial cells. A thorough grasp of these intricate processes is vital for creating successful treatment strategies.

Methods: We applied Weighted Gene Co-expression Network Analysis (WGCNA) to find gene sets with a strong correlation to IS. Integrated machine learning approachs were used to identify key mitochondrial-related genes (MRGs). From this analysis, SPTLC2 was identified as a pivotal MRG and was subsequently analyzed in detail using single-cell RNA sequencing (scRNA-seq) datasets. We performed functional confirmation using experimental stroke simulations, which included transient middle cerebral artery occlusion (tMCAO) in mice and in vitro oxygen-glucose deprivation/reoxygenation (OGD/R) on primary microglia.

Results: WGCNA revealed two critical modules (yellow and blue) comprising 5348 genes, which were predominantly enriched in immune response, nerve regeneration, and lipid metabolism. We exhibited the robust and superior performance of MRGs in stroke prediction, which contributed to an optimal combination of ridge regression and random forest fitted on 18 MRGs. Subsequently, elevated expression of the SPTLC2 gene was observed in microglia following stroke. Functional studies and experimental validation demonstrated that SPTLC2 promoted microglial pro-inflammatory phenotype, metabolic reprogramming towards glycolysis, and exacerbated cell-cell communication alterations. SPTLC2-specific knockdown in myeloid cells using an adeno-associated virus (AAV) in our tMCAO model alleviated neurobehavioral deficits, reduced infarct volume, and improved mitochondrial function by elevating oxidative stress and mitigating mitochondrial membrane potential depolarization. Additionally, SPTLC2 was regulated by the transcription factor FLI1, and molecular docking identified potential drugs targeting SPTLC2, including Nystatin A3, Moxidectin, and Lumacaftor.

Conclusion: Our study highlights SPTLC2 as a critical mediator of microglial activation and metabolic reprogramming in ischemic stroke, providing a foundation for developing novel therapeutic strategies targeting SPTLC2 to improve stroke outcomes.

通过整体和单细胞分析结合实验验证,表征SPTLC2作为缺血性卒中后促进小胶质细胞激活和能量代谢重编程的关键驱动因素。
背景:缺血性中风(IS)是高发病率和高死亡率的主要原因。这种疾病的病理发展是复杂的,具有线粒体损伤和小胶质细胞活化等机制。彻底掌握这些复杂的过程对于制定成功的治疗策略至关重要。方法:应用加权基因共表达网络分析(Weighted Gene Co-expression Network Analysis, WGCNA)寻找与IS相关性强的基因集。综合机器学习方法用于鉴定关键的线粒体相关基因(mrg)。从这个分析中,SPTLC2被确定为一个关键的MRG,随后使用单细胞RNA测序(scRNA-seq)数据集进行了详细的分析。我们通过脑卒中实验模拟,包括小鼠短暂性大脑中动脉闭塞(tMCAO)和原发性小胶质细胞体外氧-葡萄糖剥夺/再氧化(OGD/R),进行功能确认。结果:WGCNA揭示了包含5348个基因的两个关键模块(黄色和蓝色),主要富集于免疫反应、神经再生和脂质代谢。我们展示了核磁共振图在脑卒中预测方面的鲁棒性和卓越性能,这有助于将脊回归和随机森林拟合在18个核磁共振图上的最佳组合。随后,在中风后的小胶质细胞中观察到SPTLC2基因的表达升高。功能研究和实验验证表明,SPTLC2促进了小胶质细胞的促炎表型,糖酵解的代谢重编程,并加剧了细胞间通讯的改变。在我们的tMCAO模型中,使用腺相关病毒(AAV)在髓细胞中特异性敲除sptlc2,通过提高氧化应激和减轻线粒体膜电位去极化,减轻了神经行为缺陷,减少了梗死体积,改善了线粒体功能。此外,SPTLC2受转录因子FLI1调控,分子对接发现了靶向SPTLC2的潜在药物,包括制霉菌素A3、莫西菌素和Lumacaftor。结论:我们的研究强调SPTLC2是缺血性卒中中小胶质细胞激活和代谢重编程的关键介质,为开发针对SPTLC2的新型治疗策略以改善卒中预后提供了基础。
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来源期刊
Cell Biology and Toxicology
Cell Biology and Toxicology 生物-毒理学
CiteScore
9.90
自引率
4.90%
发文量
101
审稿时长
>12 weeks
期刊介绍: Cell Biology and Toxicology (CBT) is an international journal focused on clinical and translational research with an emphasis on molecular and cell biology, genetic and epigenetic heterogeneity, drug discovery and development, and molecular pharmacology and toxicology. CBT has a disease-specific scope prioritizing publications on gene and protein-based regulation, intracellular signaling pathway dysfunction, cell type-specific function, and systems in biomedicine in drug discovery and development. CBT publishes original articles with outstanding, innovative and significant findings, important reviews on recent research advances and issues of high current interest, opinion articles of leading edge science, and rapid communication or reports, on molecular mechanisms and therapies in diseases.
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