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A Study on the Effect of Executive Control Network Functional Connection on the Therapeutic Efficacy of Repetitive Transcranial Magnetic Stimulation in Alzheimer’s Disease

颞叶 磁刺激 认知 额叶 心理学 枕叶 顶叶 神经科学 听力学 物理医学与康复 医学 刺激 癫痫
作者
Zhi Geng,Yue Wu,Jiaqiu Liu,Yuqian Zhan,Yibing Yan,Chaoyi Yang,Xuerui Pang,Yi Ji,Manman Gao,Shanshan Zhou,Ling Wei,Panpan Hu,Xingqi Wu,Yanghua Tian,Kai Wang
出处
期刊:Journal of Alzheimer's Disease [IOS Press]
卷期号:99 (4): 1349-1359 被引量:1
标识
DOI:10.3233/jad-231449
摘要

Background: Alzheimer’s disease (AD) is a neurodegenerative disease characterized by brain network dysfunction. Few studies have investigated whether the functional connections between executive control networks (ECN) and other brain regions can predict the therapeutic effect of repetitive transcranial magnetic stimulation (rTMS). Objective: The purpose of this study is to examine the relationship between the functional connectivity (FC) within ECN networks and the efficacy of rTMS. Methods: We recruited AD patients for rTMS treatment. We established an ECN using baseline period fMRI data and conducted an analysis of the ECN’s FC throughout the brain. Concurrently, the support vector regression (SVR) method was employed to project post-rTMS cognitive scores, utilizing the connectional attributes of the ECN as predictive markers. Results: The average age of the patients was 66.86±8.44 years, with 8 males and 13 females. Significant improvement on most cognitive measures. We use ECN connectivity and brain region functions in baseline patients as features for SVR model training and fitting. The SVR model could demonstrate significant predictability for changes in Montreal Cognitive Assessment scores among AD patients after rTMS treatment. The brain regions that contributed most to the prediction of the model (the top 10% of weights) were located in the medial temporal lobe, middle temporal gyrus, frontal lobe, parietal lobe and occipital lobe. Conclusions: The stronger the antagonism between ECN and parieto-occipital lobe function, the better the prediction of cognitive improvement; the stronger the synergy between ECN and fronto-temporal lobe function, the better the prediction of cognitive improvement.
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