Mendelian randomization of plasma proteomics identifies novel ALS-associated proteins and their GO enrichment and KEGG pathway analyses.

IF 2.2 3区 医学 Q3 CLINICAL NEUROLOGY BMC Neurology Pub Date : 2025-03-03 DOI:10.1186/s12883-025-04091-x
Chuan Lu, Xiao-Xiao Huang, Ming Huang, Chaoning Liu, Jianwen Xu
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Abstract

Background: Amyotrophic lateral sclerosis (ALS) is a progressive and fatal neurological disorder with an increasing incidence rate. Despite advances in ALS research over the years, the precise etiology and pathogenic mechanisms remain largely elusive.

Objective: To identify novel plasma proteins associated with ALS through Mendelian randomization methods in large-scale plasma proteomics and to provide potential biomarkers and therapeutic targets for ALS treatment.

Methods: This study employed a large-scale plasma proteomic Mendelian randomization approach using genetic data from 80,610 individuals of European ancestry (including 20,806 ALS patients and 59,804 controls) derived from a genome-wide association study (GWAS). Protein quantitative trait loci (pQTLs) data were obtained from Ferkingstad et al. (2021), which measured 4,907 proteins in 35,559 Icelandic individuals. Multiple Mendelian randomization (MR) techniques were utilized, including weighted median, MR-Egger, Wald ratio, inverse-variance weighting (IVW), basic model, and weighted model. Heterogeneity was evaluated using Cochran's Q test. Horizontal pleiotropy was assessed through the MR-Egger intercept test and MR-PRESSO outlier detection. Sensitivity analysis was performed via leave-one-out analysis.

Results: MR analysis revealed potential causal associations between 491 plasma proteins and ALS, identifying 19 novel plasma proteins significantly linked to the disease. Proteins such as C1QC, UMOD, SLITRK5, ASAP2, TREML2, DAPK2, ARHGEF10, POLM, SST, and SIGLEC1 showed positive correlations with ALS risk, whereas ADPGK, BTNL9, COLEC12, ADGRF5, FAIM, CRTAM, PRSS3, BAG5, and PSMD11 exhibited negative correlations. Reverse MR analyses confirmed that ALS negatively correlates with ADPGK and ADGRF5 expression. Enrichment analyses, including Gene Ontology (GO) functional analysis, indicated involvement in critical biological processes such as external encapsulating structure organization, extracellular matrix organization, chemotaxis, and taxis. KEGG pathway analysis highlighted significant enrichment in the PI3K-Akt signaling pathway, cytokine-cytokine receptor interactions, and axon guidance.

Conclusion: This study enhances the understanding of ALS pathophysiology and proposes potential biomarkers and mechanistic insights for therapeutic development. Future research should explore the clinical translation of these findings to improve ALS patient outcomes and quality of life.

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血浆蛋白质组学的孟德尔随机化鉴定了新的als相关蛋白及其GO富集和KEGG途径分析。
背景:肌萎缩性侧索硬化症(ALS)是一种发病率不断上升的进行性、致命性神经系统疾病。尽管多年来ALS的研究取得了进展,但确切的病因和致病机制在很大程度上仍然难以捉摸。目的:通过大规模血浆蛋白质组学中的孟德尔随机化方法,鉴定与ALS相关的新型血浆蛋白,为ALS治疗提供潜在的生物标志物和治疗靶点。方法:本研究采用大规模血浆蛋白质组学孟德尔随机化方法,使用来自全基因组关联研究(GWAS)的80,610名欧洲血统个体(包括20,806名ALS患者和59,804名对照组)的遗传数据。蛋白质数量性状位点(pQTLs)数据来自Ferkingstad等人(2021),他们测量了35,559个冰岛人的4,907种蛋白质。采用多重孟德尔随机化(MR)技术,包括加权中位数、MR- egger、Wald比、反方差加权(IVW)、基本模型和加权模型。异质性采用Cochran’s Q检验。通过MR-Egger截距检验和MR-PRESSO离群值检测评估水平多效性。通过留一分析进行敏感性分析。结果:磁共振分析揭示了491种血浆蛋白与ALS之间的潜在因果关系,确定了19种与该疾病显著相关的新型血浆蛋白。C1QC、UMOD、SLITRK5、ASAP2、TREML2、DAPK2、ARHGEF10、POLM、SST、SIGLEC1等蛋白与ALS风险呈正相关,而ADPGK、BTNL9、COLEC12、ADGRF5、FAIM、CRTAM、PRSS3、BAG5、PSMD11等蛋白与ALS风险呈负相关。反向MR分析证实ALS与ADPGK和ADGRF5的表达呈负相关。富集分析,包括基因本体(GO)功能分析,表明参与关键的生物过程,如外部包封结构组织、细胞外基质组织、趋化性和趋化性。KEGG通路分析显示PI3K-Akt信号通路、细胞因子-细胞因子受体相互作用和轴突引导显著富集。结论:本研究增强了对ALS病理生理的认识,并为治疗开发提供了潜在的生物标志物和机制见解。未来的研究应探索这些发现的临床转化,以改善ALS患者的预后和生活质量。
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来源期刊
BMC Neurology
BMC Neurology 医学-临床神经学
CiteScore
4.20
自引率
0.00%
发文量
428
审稿时长
3-8 weeks
期刊介绍: BMC Neurology is an open access, peer-reviewed journal that considers articles on all aspects of the prevention, diagnosis and management of neurological disorders, as well as related molecular genetics, pathophysiology, and epidemiology.
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