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 8.3 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY
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
ACS Applied Materials & Interfaces
ACS Applied Materials & Interfaces 工程技术-材料科学:综合
CiteScore
16.00
自引率
6.30%
发文量
4978
审稿时长
1.8 months
期刊介绍: ACS Applied Materials & Interfaces is a leading interdisciplinary journal that brings together chemists, engineers, physicists, and biologists to explore the development and utilization of newly-discovered materials and interfacial processes for specific applications. Our journal has experienced remarkable growth since its establishment in 2009, both in terms of the number of articles published and the impact of the research showcased. We are proud to foster a truly global community, with the majority of published articles originating from outside the United States, reflecting the rapid growth of applied research worldwide.
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