Cholinergic Denervation Patterns in Parkinson's Disease Associated With Cognitive Impairment Across Domains

IF 3.5 2区 医学 Q1 NEUROIMAGING
Emile d'Angremont, Remco Renken, Sygrid van der Zee, Erik F. J. de Vries, Teus van Laar, Iris E. C. Sommer
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Abstract

Cognitive impairment is considered to be one of the key features of Parkinson's disease (PD), ultimately resulting in PD-related dementia in approximately 80% of patients over the course of the disease. Several distinct cognitive syndromes of PD have been suggested, driven by different neurotransmitter deficiencies and thus requiring different treatment regimes. In this study, we aimed to identify characteristic brain covariance patterns that reveal how cholinergic denervation is related to PD and to cognitive impairment, focusing on four domains, including attention, executive functioning, memory, and visuospatial cognition. We applied scaled sub-profile model principal component analysis to reveal cholinergic-specific disease-related and cognition-related covariance patterns using [18F]fluoroethoxybenzovesamicol PET imaging. Stepwise logistic regression was applied to predict disease state (PD vs. healthy control). Linear regression models were applied to predict cognitive functioning within the PD group, for each cognitive domain separately. We assessed the performance of the identified patterns with leave-one-out cross validation and performed bootstrapping to assess pattern stability. We included 34 PD patients with various levels of cognitive dysfunction and 10 healthy controls, with similar age, sex, and educational level. The disease-related cholinergic pattern was strongly discriminative (AUC 0.91), and was most prominent in posterior brain regions, with lower tracer uptake in patients compared to controls. We found largely overlapping cholinergic-specific patterns across cognitive domains, with positive correlations between tracer uptake in the opercular cortex, left dorsolateral prefrontal cortex and posterior cingulate gyrus, among other regions, and attention, executive, and visuospatial functioning. Cross validation showed significant correlations between predicted and measured cognition scores, with the exception of memory. We identified a robust structural covariance pattern for the assessment of cholinergic dysfunction related to PD, as well as overlapping cholinergic patterns related to attentional, executive- and visuospatial impairment in PD patients.

Abstract Image

帕金森病与认知障碍相关的胆碱能去神经模式
认知障碍被认为是帕金森病(PD)的关键特征之一,最终导致约80%的患者在疾病过程中出现PD相关痴呆。PD的几种不同的认知综合征已被提出,由不同的神经递质缺乏驱动,因此需要不同的治疗方案。在这项研究中,我们旨在确定揭示胆碱能去神经支配与PD和认知障碍之间关系的特征脑协方差模式,重点关注四个领域,包括注意力、执行功能、记忆和视觉空间认知。我们使用[18F]氟乙氧基苯并维酰胺PET成像,应用缩放子剖面模型主成分分析揭示胆碱能特异性疾病相关和认知相关的协方差模式。应用逐步逻辑回归预测疾病状态(PD vs.健康对照)。线性回归模型分别用于预测PD组的每个认知领域的认知功能。我们使用留一交叉验证来评估已识别模式的性能,并执行自举来评估模式的稳定性。我们纳入了34名不同程度认知功能障碍的PD患者和10名年龄、性别和教育水平相似的健康对照。与疾病相关的胆碱能模式具有很强的区别性(AUC 0.91),并且在脑后部区域最为突出,与对照组相比,患者的示踪剂摄取较低。我们发现在认知领域胆碱能特异性模式大量重叠,在眼皮层、左背外侧前额叶皮层和后扣带回以及其他区域的示踪剂摄取与注意力、执行和视觉空间功能之间存在正相关。交叉验证显示,除了记忆之外,预测和测量的认知得分之间存在显著的相关性。我们确定了一个强大的结构协方差模式来评估与PD相关的胆碱能功能障碍,以及与PD患者的注意力、执行力和视觉空间障碍相关的重叠胆碱能模式。
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来源期刊
Human Brain Mapping
Human Brain Mapping 医学-核医学
CiteScore
8.30
自引率
6.20%
发文量
401
审稿时长
3-6 weeks
期刊介绍: Human Brain Mapping publishes peer-reviewed basic, clinical, technical, and theoretical research in the interdisciplinary and rapidly expanding field of human brain mapping. The journal features research derived from non-invasive brain imaging modalities used to explore the spatial and temporal organization of the neural systems supporting human behavior. Imaging modalities of interest include positron emission tomography, event-related potentials, electro-and magnetoencephalography, magnetic resonance imaging, and single-photon emission tomography. Brain mapping research in both normal and clinical populations is encouraged. Article formats include Research Articles, Review Articles, Clinical Case Studies, and Technique, as well as Technological Developments, Theoretical Articles, and Synthetic Reviews. Technical advances, such as novel brain imaging methods, analyses for detecting or localizing neural activity, synergistic uses of multiple imaging modalities, and strategies for the design of behavioral paradigms and neural-systems modeling are of particular interest. The journal endorses the propagation of methodological standards and encourages database development in the field of human brain mapping.
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