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基于脑脊液蛋白质组学的阿尔茨海默病病理生理亚型。

Pathophysiological subtypes of Alzheimer's disease based on cerebrospinal fluid proteomics.

机构信息

Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC - Location VUmc, The Netherlands.

Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden.

出版信息

Brain. 2020 Dec 1;143(12):3776-3792. doi: 10.1093/brain/awaa325.

Abstract

Alzheimer's disease is biologically heterogeneous, and detailed understanding of the processes involved in patients is critical for development of treatments. CSF contains hundreds of proteins, with concentrations reflecting ongoing (patho)physiological processes. This provides the opportunity to study many biological processes at the same time in patients. We studied whether Alzheimer's disease biological subtypes can be detected in CSF proteomics using the dual clustering technique non-negative matrix factorization. In two independent cohorts (EMIF-AD MBD and ADNI) we found that 705 (77% of 911 tested) proteins differed between Alzheimer's disease (defined as having abnormal amyloid, n = 425) and controls (defined as having normal CSF amyloid and tau and normal cognition, n = 127). Using these proteins for data-driven clustering, we identified three robust pathophysiological Alzheimer's disease subtypes within each cohort showing (i) hyperplasticity and increased BACE1 levels; (ii) innate immune activation; and (iii) blood-brain barrier dysfunction with low BACE1 levels. In both cohorts, the majority of individuals were labelled as having subtype 1 (80, 36% in EMIF-AD MBD; 117, 59% in ADNI), 71 (32%) in EMIF-AD MBD and 41 (21%) in ADNI were labelled as subtype 2, and 72 (32%) in EMIF-AD MBD and 39 (20%) individuals in ADNI were labelled as subtype 3. Genetic analyses showed that all subtypes had an excess of genetic risk for Alzheimer's disease (all P > 0.01). Additional pathological comparisons that were available for a subset in ADNI suggested that subtypes showed similar severity of Alzheimer's disease pathology, and did not differ in the frequencies of co-pathologies, providing further support that found subtypes truly reflect Alzheimer's disease heterogeneity. Compared to controls, all non-demented Alzheimer's disease individuals had increased risk of showing clinical progression (all P < 0.01). Compared to subtype 1, subtype 2 showed faster clinical progression after correcting for age, sex, level of education and tau levels (hazard ratio = 2.5; 95% confidence interval = 1.2, 5.1; P = 0.01), and subtype 3 at trend level (hazard ratio = 2.1; 95% confidence interval = 1.0, 4.4; P = 0.06). Together, these results demonstrate the value of CSF proteomics in studying the biological heterogeneity in Alzheimer's disease patients, and suggest that subtypes may require tailored therapy.

摘要

阿尔茨海默病在生物学上具有异质性,详细了解患者体内涉及的过程对于开发治疗方法至关重要。脑脊液中含有数百种蛋白质,其浓度反映了正在进行的(病理)生理过程。这为同时在患者中研究许多生物学过程提供了机会。我们使用双重聚类技术非负矩阵分解来研究是否可以在脑脊液蛋白质组学中检测到阿尔茨海默病的生物学亚型。在两个独立的队列(EMIF-AD MBD 和 ADNI)中,我们发现 705 种(911 种测试蛋白中的 77%)蛋白在阿尔茨海默病(定义为异常淀粉样蛋白,n=425)和对照组(定义为脑脊液淀粉样蛋白和 tau 正常且认知正常,n=127)之间存在差异。使用这些蛋白进行数据驱动聚类,我们在每个队列中都确定了三种稳健的阿尔茨海默病病理亚型,分别显示(i)增生和 BACE1 水平升高;(ii)固有免疫激活;以及(iii)血脑屏障功能障碍伴低 BACE1 水平。在两个队列中,大多数个体被标记为具有亚型 1(EMIF-AD MBD 中为 80,占 36%;ADNI 中为 117,占 59%),71 个(32%)在 EMIF-AD MBD 中被标记为亚型 2,41 个(21%)在 ADNI 中被标记为亚型 3。遗传分析表明,所有亚型的阿尔茨海默病遗传风险均过高(均 P>0.01)。ADNI 中可供一部分人进行的额外病理比较表明,各亚型的阿尔茨海默病病理严重程度相似,并且合并症的频率无差异,这进一步支持了发现的亚型确实反映了阿尔茨海默病的异质性。与对照组相比,所有非痴呆的阿尔茨海默病个体发生临床进展的风险均增加(均 P<0.01)。与亚型 1 相比,在校正年龄、性别、教育程度和 tau 水平后,亚型 2 的临床进展速度更快(危险比=2.5;95%置信区间=1.2,5.1;P=0.01),而亚型 3 呈趋势水平(危险比=2.1;95%置信区间=1.0,4.4;P=0.06)。综上所述,这些结果表明脑脊液蛋白质组学在研究阿尔茨海默病患者的生物学异质性方面具有价值,并表明亚型可能需要针对性治疗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f8ff/7805814/bc162d49cb55/awaa325f1.jpg

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