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阿尔茨海默病早期和晚期轻度认知障碍阶段新分子亚型的识别与验证

Identification and Validation of New Molecular Subtypes within the Early and Late Mild Cognitive Impairment Stages of Alzheimer's Disease.

作者信息

Li Bowei, Yadav Shashank, Zhou Shu, Du Yuheng, Qian Leyuan, Karas Zachary, Zhang Yueyang, Shen Li, Lee Jenny J, Vardarajan Badri N, Lee Annie J, Garmire Lana X

机构信息

Department of Computational Medicine and Bioinformatics, the University of Michigan. Ann Arbor, MI, USA. 48105.

Department of Biostatistics, the University of Michigan. Ann Arbor, MI, USA. 48109.

出版信息

medRxiv. 2025 May 24:2023.04.06.23288268. doi: 10.1101/2023.04.06.23288268.

Abstract

Alzheimer's disease (AD) is a heterogeneous neurodegenerative condition. This study identifies clinically relevant new molecular subtypes of the early and late mild cognitive impairment (EMCI and LMCI) stages of AD from 401 patients in the ADNI consortium. Metabolomics and peripheral blood mononuclear cell (PBMC) transcriptomics data are integrated using Similarity Network Fusion (SNF), resulting in two molecular subtypes within EMCI (EMCI-1 and EMCI-2) and LMCI (LMCI-1 and LMCI-2), respectively. Metabolomics, rather than gene expression profiling, is the major contributor to subtyping. Subtype-specific differences in metabolite levels and gene expression correlate with AD pathophysiology, supported by cognitive scores, pseudo-trajectory analysis, and longitudinal dementia diagnoses. The new molecular subtypes are further validated through the EFIGA dataset, and present a clear trend of increase in protein biomarkers including p-Tau181, p-Tau217, A, and A. These refined subtypes represent a step toward more personalized therapeutic strategies targeting early disease stages before AD diagnosis.

摘要

阿尔茨海默病(AD)是一种异质性神经退行性疾病。本研究从阿尔茨海默病神经成像计划(ADNI)联盟的401名患者中,识别出AD早期和晚期轻度认知障碍(EMCI和LMCI)阶段临床上相关的新分子亚型。利用相似性网络融合(SNF)整合代谢组学和外周血单核细胞(PBMC)转录组学数据,分别在EMCI(EMCI-1和EMCI-2)和LMCI(LMCI-1和LMCI-2)中产生了两种分子亚型。代谢组学而非基因表达谱分析是亚型分类的主要贡献因素。代谢物水平和基因表达的亚型特异性差异与AD病理生理学相关,认知评分、伪轨迹分析和纵向痴呆诊断均支持这一点。新的分子亚型通过EFIGA数据集进一步验证,并呈现出包括p-Tau181、p-Tau217、Aβ和Aβ等蛋白质生物标志物增加的明显趋势。这些细化的亚型代表了朝着在AD诊断前针对疾病早期阶段制定更个性化治疗策略迈出的一步。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fde5/12140535/93a5ef985c07/nihpp-2023.04.06.23288268v2-f0001.jpg

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