Multiomics integrated analysis and experimental validation identify TLR4 and ALOX5 as oxidative stress-related biomarkers in intracranial aneurysms

IF 9.3 1区 医学 Q1 IMMUNOLOGY Journal of Neuroinflammation Pub Date : 2024-09-15 DOI:10.1186/s12974-024-03226-0
Lvyin Luo, Xinlong Ma, Debin Kong, Yuxiang Dai, Tao Li, Han Yu, Jingzheng Liu, Maogui Li, Yangyang Xu, Guo Xiang, Zhimin Zhao, Weiying Zhong, Donghai Wang, Yunyan Wang
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Abstract

Intracranial aneurysm (IA) is a severe cerebrovascular disease, and effective gene therapy and drug interventions for its treatment are still lacking. Oxidative stress (OS) is closely associated with the IA, but the key regulatory genes involved are still unclear. Through multiomics analysis and experimental validation, we identified two diagnostic markers for IA associated with OS. In this study, we first analyzed the IA dataset GSE75436 and conducted a joint analysis of oxidative stress-related genes (ORGs). Differential analysis, functional enrichment analysis, immune infiltration, WGCNA, PPI, LASSO, and other methods were used to identify IA diagnostic markers related to OS. Next, the functions of TLR4 and ALOX5 expression in IA and their potential targeted therapeutic drugs were analyzed. We also performed single-cell sequencing of patient IA and control (superficial temporal artery, STA) tissues. 23,342 cells were captured from 2 IA and 3 STA samples obtained from our center. Cell clustering and annotation were conducted using R software to observe the distribution of TLR4 and ALOX5 expression in IAs. Finally, the expression of TLR4 and ALOX5 were validated in IA patients and in an elastase-induced mouse IA model using experiments such as WB and immunofluorescence. Through bioinformatics analysis, we identified 16 key ORGs associated with IA pathogenesis. Further screening revealed that ALOX5 and TLR4 were highly expressed to activate a series of inflammatory responses and reduce the production of myocytes. Methotrexate (MTX) may be a potential targeted drug. Single-cell analysis revealed a notable increase in immune cells in the IA group, with ALOX5 and TLR4 primarily localized to monocytes/macrophages. Validation through patient samples and mouse models confirmed high expression of ALOX5 and TLR4 in IAs. Bioinformatics analysis indicated that ALOX5 and TLR4 are the most significant ORGs associated with the pathogenesis of IA. Single-cell sequencing and experiments revealed that the high expression of ALOX5 and TLR4 are closely related to IA. These two genes are promising new targets for IA therapy.
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多组学综合分析和实验验证发现 TLR4 和 ALOX5 是颅内动脉瘤中与氧化应激相关的生物标记物
颅内动脉瘤(IA)是一种严重的脑血管疾病,目前仍缺乏有效的基因疗法和药物干预来治疗这种疾病。氧化应激(OS)与颅内动脉瘤密切相关,但其中的关键调控基因仍不清楚。通过多组学分析和实验验证,我们发现了两个与OS相关的IA诊断标志物。在这项研究中,我们首先分析了 IA 数据集 GSE75436,并对氧化应激相关基因(ORGs)进行了联合分析。我们采用了差异分析、功能富集分析、免疫浸润、WGCNA、PPI、LASSO 等方法来确定与 OS 相关的 IA 诊断标记。接着,我们分析了TLR4和ALOX5在IA中的表达功能及其潜在的靶向治疗药物。我们还对患者IA和对照组(颞浅动脉,STA)组织进行了单细胞测序。我们从本中心获得的 2 个 IA 和 3 个 STA 样本中捕获了 23342 个细胞。使用 R 软件对细胞进行聚类和注释,以观察 TLR4 和 ALOX5 在 IA 中的表达分布。最后,通过WB和免疫荧光等实验验证了TLR4和ALOX5在IA患者和弹性蛋白酶诱导的小鼠IA模型中的表达。通过生物信息学分析,我们确定了 16 个与 IA 发病机制相关的关键 ORGs。进一步筛选发现,ALOX5 和 TLR4 高度表达,可激活一系列炎症反应并减少肌细胞的生成。甲氨蝶呤(MTX)可能是一种潜在的靶向药物。单细胞分析显示,IA 组免疫细胞明显增加,ALOX5 和 TLR4 主要定位于单核细胞/巨噬细胞。通过患者样本和小鼠模型验证,证实了ALOX5和TLR4在IAs中的高表达。生物信息学分析表明,ALOX5和TLR4是与IA发病机制相关的最重要的ORG。单细胞测序和实验显示,ALOX5和TLR4的高表达与IA密切相关。这两个基因有望成为治疗内脏癌的新靶点。
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来源期刊
Journal of Neuroinflammation
Journal of Neuroinflammation 医学-神经科学
CiteScore
15.90
自引率
3.20%
发文量
276
审稿时长
1 months
期刊介绍: The Journal of Neuroinflammation is a peer-reviewed, open access publication that emphasizes the interaction between the immune system, particularly the innate immune system, and the nervous system. It covers various aspects, including the involvement of CNS immune mediators like microglia and astrocytes, the cytokines and chemokines they produce, and the influence of peripheral neuro-immune interactions, T cells, monocytes, complement proteins, acute phase proteins, oxidative injury, and related molecular processes. Neuroinflammation is a rapidly expanding field that has significantly enhanced our knowledge of chronic neurological diseases. It attracts researchers from diverse disciplines such as pathology, biochemistry, molecular biology, genetics, clinical medicine, and epidemiology. Substantial contributions to this field have been made through studies involving populations, patients, postmortem tissues, animal models, and in vitro systems. The Journal of Neuroinflammation consolidates research that centers around common pathogenic processes. It serves as a platform for integrative reviews and commentaries in this field.
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