Mendelian randomization identifies proteins involved in neurodegenerative diseases

IF 11.7 1区 医学 Q1 CLINICAL NEUROLOGY Brain Pub Date : 2025-03-04 DOI:10.1093/brain/awaf018
Lazaros Belbasis, Sam Morris, Cornelia van Duijn, Derrick Bennett, Robin Walters
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Abstract

Proteins are involved in multiple biological functions. High-throughput technologies have allowed the measurement of thousands of proteins in population biobanks. In this study, we aimed to identify proteins related to Alzheimer’s disease, Parkinson’s disease, multiple sclerosis and amyotrophic lateral sclerosis by leveraging large-scale genetic and proteomic data. We performed a two-sample cis Mendelian randomization study by selecting instrumental variables for the abundance of >2700 proteins measured by either Olink or SomaScan platforms in plasma from the UK Biobank and the deCODE Health Study. We also used the latest publicly available genome-wide association studies for the neurodegenerative diseases of interest. The potentially causal effect of proteins on neurodegenerative diseases was estimated based on the Wald ratio. We tested 13 377 protein–disease associations, identifying 169 associations that were statistically significant (5% false discovery rate). Evidence of co-localization between plasma protein abundance and disease risk (posterior probability > 0.80) was identified for 61 protein–disease pairs, leading to 50 unique protein–disease associations. Notably, 23 of 50 protein–disease associations corresponded to genetic loci not previously reported by genome-wide association studies. The two-sample Mendelian randomization and co-localization analysis also showed that APOE abundance in plasma was associated with three subcortical volumes (hippocampus, amygdala and nucleus accumbens) and white matter hyper-intensities, whereas PILRA and PILRB abundance in plasma was associated with caudate nucleus volume. Our study provided a comprehensive assessment of the effect of the human proteome that is currently measurable through two different platforms on neurodegenerative diseases. The newly associated proteins indicated the involvement of complement (C1S and C1R), microglia (SIRPA, SIGLEC9 and PRSS8) and lysosomes (CLN5) in Alzheimer’s disease; the interleukin-6 pathway (CTF1) in Parkinson’s disease; lysosomes (TPP1), blood–brain barrier integrity (MFAP2) and astrocytes (TNFSF13) in amyotrophic lateral sclerosis; and blood–brain barrier integrity (VEGFB), oligodendrocytes (PARP1), node of Ranvier and dorsal root ganglion (NCS1, FLRT3 and CDH15) and the innate immune system (CR1, AHSG and WARS) in multiple sclerosis. Our study demonstrates how harnessing large-scale genomic and proteomic data can yield new insights into the role of the plasma proteome in the pathogenesis of neurodegenerative diseases.
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孟德尔随机化识别与神经退行性疾病有关的蛋白质
蛋白质参与多种生物功能。高通量技术已经允许在人群生物库中测量数千种蛋白质。在这项研究中,我们旨在利用大规模的遗传和蛋白质组学数据,鉴定与阿尔茨海默病、帕金森病、多发性硬化症和肌萎缩侧索硬化症相关的蛋白质。我们进行了一项双样本顺式孟德尔随机化研究,通过选择Olink或SomaScan平台在英国生物银行和deCODE健康研究的血浆中测量&;gt;2700蛋白丰度的工具变量。我们还使用了最新的公开可用的全基因组关联研究,用于感兴趣的神经退行性疾病。根据沃尔德比估计蛋白质对神经退行性疾病的潜在因果效应。我们检测了13377种蛋白质与疾病的关联,确定了169种具有统计学意义的关联(5%的错误发现率)。血浆蛋白丰度与疾病风险共定位的证据(后验概率&;gt;0.80)在61个蛋白质-疾病对中被鉴定出来,导致50个独特的蛋白质-疾病关联。值得注意的是,50个蛋白质疾病关联中有23个对应于全基因组关联研究之前未报道的遗传位点。两样本孟德尔随机化和共定位分析还显示,血浆中APOE丰度与皮质下3个体积(海马、杏仁核和伏隔核)和白质高强度相关,而血浆中PILRA和PILRB丰度与尾状核体积相关。我们的研究对人类蛋白质组的影响进行了全面的评估,目前可以通过两种不同的平台对神经退行性疾病进行测量。新发现的相关蛋白表明补体(C1S和C1R)、小胶质细胞(SIRPA、SIGLEC9和PRSS8)和溶酶体(CLN5)参与阿尔茨海默病;帕金森病中的白细胞介素-6通路(CTF1);肌萎缩性侧索硬化症溶酶体(TPP1)、血脑屏障完整性(MFAP2)和星形胶质细胞(TNFSF13);多发性硬化症患者的血脑屏障完整性(VEGFB)、少突胶质细胞(PARP1)、兰维耶和背根神经节结(NCS1、FLRT3和CDH15)和先天免疫系统(CR1、AHSG和WARS)。我们的研究展示了如何利用大规模基因组学和蛋白质组学数据可以对血浆蛋白质组在神经退行性疾病发病机制中的作用产生新的见解。
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来源期刊
Brain
Brain 医学-临床神经学
CiteScore
20.30
自引率
4.10%
发文量
458
审稿时长
3-6 weeks
期刊介绍: Brain, a journal focused on clinical neurology and translational neuroscience, has been publishing landmark papers since 1878. The journal aims to expand its scope by including studies that shed light on disease mechanisms and conducting innovative clinical trials for brain disorders. With a wide range of topics covered, the Editorial Board represents the international readership and diverse coverage of the journal. Accepted articles are promptly posted online, typically within a few weeks of acceptance. As of 2022, Brain holds an impressive impact factor of 14.5, according to the Journal Citation Reports.
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