Bundle-wise functional connectivity density and fractional amplitude of low-frequency fluctuations decrease in white matter in preclinical Alzheimer's disease and are associated with Aβ levels and cognition.

Yukie Chang, Lyuan Xu, Chenyu Gao, Nazirah Mohd Khairi, John C Gore, Bennett A Landman, Yurui Gao
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Abstract

Neurophysiological changes associated with Alzheimer's disease (AD) begin decades before clinical symptoms emerge, during preclinical AD. Functional abnormalities in white matter (WM) at this preclinical stage remain largely unexplored. We obtained resting-state functional magnetic resonance imaging (rs-fMRI) data of 295 participants from the Alzheimer's Disease Neuroimaging Initiative (ADNI) and evaluated bundle-wise functional connectivity density (FCD) and fractional amplitude of low-frequency fluctuations (fALFF) across 46 bundles, which reflects the strength of synchronizations of BOLD dynamics between each WM bundle and whole-brain 200 GM parcels, and spontaneous neural activity of each WM bundle, respectively. To mitigate site/scanner effects on the metrics, ComBat harmonization was applied to the data. We then performed permutation tests (n=5,000) on each harmonized metric for each bundle to determine differences in FCD and fALFF in preclinical AD relative to controls, adjusting for sex, age, and education using multiple linear regression. Linear correlations of the metrics with the pathological biomarker beta-amyloid (Aβ) and cognitive scores (mPACC and ADAS11) were assessed using general linear models. Multiple comparisons were corrected via a false discovery rate (FDR). We found that preclinical AD patients had reduced FCD and fALFF in specific WM bundles, such as cingulate and hippocampal cingulum, compared to controls (FDR corrected p < 0.05), some of which were associated with poorer cognitive performance and greater Aβ accumulation (FDR corrected p < 0.05). This study, to the best of our knowledge, is the first to examine bundle-wise FCD and fALFF of WM in preclinical AD using a large-scale, multi-site, cross-sectional dataset, suggesting potential applications of these metrics for assessing preclinical AD with rs-fMRI.

临床前阿尔茨海默病中白质的束状功能连接密度和低频波动的分数幅度减少,并与Aβ水平和认知有关。
与阿尔茨海默病(AD)相关的神经生理变化在临床症状出现前几十年就开始了。在这个临床前阶段,白质(WM)的功能异常在很大程度上仍未被探索。我们获得了来自阿尔茨海默病神经影像学倡议(ADNI)的295名参与者的静息状态功能磁共振成像(rs-fMRI)数据,并评估了46个束的束向功能连接密度(FCD)和低频波动分数幅度(fALFF),这分别反映了每个WM束和全脑200个GM包之间BOLD动态同步的强度,以及每个WM束的自发神经活动。为了减轻站点/扫描仪对指标的影响,对数据进行了战斗协调。然后,我们对每个组的每个协调指标进行排列试验(n= 5000),以确定临床前AD患者FCD和fALFF相对于对照组的差异,并使用多元线性回归对性别、年龄和教育程度进行调整。使用一般线性模型评估指标与病理生物标志物β -淀粉样蛋白(Aβ)和认知评分(mPACC和ADAS11)的线性相关性。多重比较通过错误发现率(FDR)进行修正。我们发现,与对照组相比,临床前AD患者在特定WM束(如扣带和海马扣带)中的FCD和fALFF减少(FDR校正p < 0.05),其中一些与较差的认知表现和较高的Aβ积累有关(FDR校正p < 0.05)。据我们所知,这项研究是第一个使用大规模、多位点、横断面数据集检测临床前AD中WM的捆绑FCD和fALFF的研究,表明这些指标在rs-fMRI评估临床前AD方面的潜在应用。
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