Causal effects of systemic inflammatory proteins on Guillain-Barre Syndrome: insights from genome-wide Mendelian randomization, single-cell RNA sequencing analysis, and network pharmacology

IF 5.7 2区 医学 Q1 IMMUNOLOGY
Jingwen Liu, Renbing Pan
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Abstract

BackgroundEvidence from observational studies indicates that inflammatory proteins play a vital role in Guillain-Barre Syndrome (GBS). Nevertheless, it is unclear how circulating inflammatory proteins are causally associated with GBS. Herein, we conducted a two-sample Mendelian randomization (MR) analysis to systematically explore the causal links of genetically determined systemic inflammatory proteins on GBS.MethodsA total of 8,293 participants of European ancestry were included in a genome-wide association study of 41 inflammatory proteins as instrumental variables. Five MR approaches, encompassing inverse-variance weighted, weighted median, MR-Egger, simple model, and weighted model were employed to explore the causal links between inflammatory proteins and GBS. MR-Egger regression was utilized to explore the pleiotropy. Cochran’s Q statistic was implemented to quantify the heterogeneity. Furthermore, we performed single-cell RNA sequencing analysis and predicted potential drug targets through molecular docking technology.ResultsBy applying MR analysis, four inflammatory proteins causally associated with GBS were identified, encompassing IFN-γ (OR:1.96, 95%CI: 1.02-3.78, PIVW=0.045), IL-7 (OR:1.86, 95%CI: 1.07-3.23, PIVW=0.029), SCGF-β (OR:1.56, 95%CI: 1.11-2.19, PIVW=0.011), and Eotaxin (OR:1.99, 95%CI: 1.01-3.90, PIVW=0.046). The sensitivity analysis revealed no evidence of pleiotropy or heterogeneity. Additionally, significant genes were found through single-cell RNA sequencing analysis and several anti-inflammatory or neuroprotective small molecular compounds were identified by utilizing molecular docking technology.ConclusionsOur MR analysis suggested that IFN-γ, IL-7, SCGF-β, and Eotaxin were causally linked to the occurrence and development of GBS. These findings elucidated potential causal associations and highlighted the significance of these inflammatory proteins in the pathogenesis and prospective therapeutic targets for GBS.
全身炎症蛋白对格林-巴利综合征的因果效应:全基因组孟德尔随机化、单细胞 RNA 测序分析和网络药理学的启示
背景观察性研究的证据表明,炎症蛋白在格林-巴利综合征(GBS)中起着至关重要的作用。然而,循环炎症蛋白与 GBS 的因果关系尚不清楚。在此,我们进行了双样本孟德尔随机化(MR)分析,以系统地探讨由基因决定的全身性炎症蛋白与 GBS 的因果关系。方法在一项以 41 种炎症蛋白为工具变量的全基因组关联研究中,共纳入了 8293 名欧洲血统的参与者。研究采用了五种 MR 方法(包括逆方差加权、加权中位数、MR-Egger、简单模型和加权模型)来探讨炎症蛋白与 GBS 之间的因果联系。MR-Egger回归用于探讨多重相关性。Cochran's Q 统计量用于量化异质性。此外,我们还进行了单细胞 RNA 测序分析,并通过分子对接技术预测了潜在的药物靶点。结果通过应用 MR 分析,确定了四种与 GBS 有因果关系的炎症蛋白,包括 IFN-γ (OR:1.96,95%CI:1.02-3.78,PIVW=0.045)、IL-7(OR:1.86,95%CI:1.07-3.23,PIVW=0.029)、SCGF-β(OR:1.56,95%CI:1.11-2.19,PIVW=0.011)和Eotaxin(OR:1.99,95%CI:1.01-3.90,PIVW=0.046)。敏感性分析显示,没有证据表明存在多效性或异质性。结论我们的磁共振分析表明,IFN-γ、IL-7、SCGF-β 和 Eotaxin 与 GBS 的发生和发展有因果关系。这些研究结果阐明了潜在的因果关系,并强调了这些炎症蛋白在 GBS 发病机制中的重要性和潜在的治疗靶点。
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来源期刊
CiteScore
9.80
自引率
11.00%
发文量
7153
审稿时长
14 weeks
期刊介绍: Frontiers in Immunology is a leading journal in its field, publishing rigorously peer-reviewed research across basic, translational and clinical immunology. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide. Frontiers in Immunology is the official Journal of the International Union of Immunological Societies (IUIS). Encompassing the entire field of Immunology, this journal welcomes papers that investigate basic mechanisms of immune system development and function, with a particular emphasis given to the description of the clinical and immunological phenotype of human immune disorders, and on the definition of their molecular basis.
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