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基于连接组的常染色体显性阿尔茨海默病脑病理学和认知的预测模型

Connectome-based predictive modeling of brain pathology and cognition in Autosomal Dominant Alzheimer's Disease.

作者信息

Tripathi Vaibhav, Fox-Fuller Joshua, Malotaux Vincent, Baena Ana, Felix Nikole Bonillas, Alvarez Sergio, Aguillon David, Lopera Francisco, Somers David C, Quiroz Yakeel T

机构信息

Department of Psychological and Brain Sciences, Boston University.

Department of Psychology & Center for Brain Science, Harvard University.

出版信息

medRxiv. 2024 Sep 3:2024.09.01.24312913. doi: 10.1101/2024.09.01.24312913.

Abstract

INTRODUCTION

Autosomal Dominant Alzheimer's Disease (ADAD) through genetic mutations can result in near complete expression of the disease. Tracking AD pathology development in an ADAD cohort of Presenilin-1 ( E280A carriers' mutation has allowed us to observe incipient tau tangles accumulation as early as 6 years prior to symptom onset.

METHODS

Resting-state functional Magnetic Resonance Imaging (fMRI) and Positron-Emission Tomography (PET) scans were acquired in a group of carriers (n=32) and non-carrier family members (n=35). We applied Connectome-based Predictive Modeling (CPM) to examine the relationship between the participant's functional connectome and their respective tau/amyloid-β levels and cognitive scores (word list recall).

RESULTS

CPM models strongly predicted tau concentrations and cognitive scores within the carrier group. The connectivity patterns between the temporal cortex, default mode network, and other memory networks were the most informative of tau burden.

DISCUSSION

These results indicate that resting-state fMRI methods can complement PET methods in early detection and monitoring of disease progression in ADAD.

摘要

引言

常染色体显性遗传性阿尔茨海默病(ADAD)通过基因突变可导致疾病几乎完全显现。在早老素-1(E280A)携带者突变的ADAD队列中追踪阿尔茨海默病病理发展,使我们能够早在症状出现前6年就观察到初始tau缠结的积累。

方法

对一组携带者(n = 32)和非携带者家庭成员(n = 35)进行静息态功能磁共振成像(fMRI)和正电子发射断层扫描(PET)。我们应用基于连接组的预测模型(CPM)来检查参与者的功能连接组与其各自的tau/淀粉样β水平及认知分数(单词列表回忆)之间的关系。

结果

CPM模型在携带者组中强烈预测了tau浓度和认知分数。颞叶皮质、默认模式网络和其他记忆网络之间的连接模式对tau负担的信息最丰富。

讨论

这些结果表明,静息态fMRI方法在ADAD疾病进展的早期检测和监测中可以补充PET方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c354/11398447/fd895e9af9e3/nihpp-2024.09.01.24312913v1-f0001.jpg

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