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Aberrant dynamic functional connectivity of thalamocortical circuitry in major depressive disorder
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作者 Weihao ZHENG Qin ZHANG +7 位作者 Ziyang ZHAO Pengfei ZHANG Leilei ZHAO Xiaomin WANG Songyu YANG Jing ZHANG Zhijun YAO Bin HU 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2024年第10期857-877,共21页
Thalamocortical circuitry has a substantial impact on emotion and cognition.Previous studies have demonstrated alterations in thalamocortical functional connectivity(FC),characterized by region-dependent hypo-or hyper... Thalamocortical circuitry has a substantial impact on emotion and cognition.Previous studies have demonstrated alterations in thalamocortical functional connectivity(FC),characterized by region-dependent hypo-or hyper-connectivity,among individuals with major depressive disorder(MDD).However,the dynamical reconfiguration of the thalamocortical system over time and potential abnormalities in dynamic thalamocortical connectivity associated with MDD remain unclear.Hence,we analyzed dynamic FC(dFC)between ten thalamic subregions and seven cortical subnetworks from resting-state functional magnetic resonance images of 48 patients with MDD and 57 healthy controls(HCs)to investigate time-varying changes in thalamocortical FC in patients with MDD.Moreover,dynamic laterality analysis was conducted to examine the changes in functional lateralization of the thalamocortical system over time.Correlations between the dynamic measures of thalamocortical FC and clinical assessment were also calculated.We identified four dynamic states of thalamocortical circuitry wherein patients with MDD exhibited decreased fractional time and reduced transitions within a negative connectivity state that showed strong correlations with primary cortical networks,compared with the HCs.In addition,MDD patients also exhibited increased fluctuations in functional laterality in the thalamocortical system across the scan duration.The thalamo-subnetwork analysis unveiled abnormal dFC variability involving higher-order cortical networks in the MDD cohort.Significant correlations were found between increased dFC variability with dorsal attention and default mode networks and the severity of symptoms.Our study comprehensively investigated the pattern of alteration of the thalamocortical dFC in MDD patients.The heterogeneous alterations of dFC between the thalamus and both primary and higher-order cortical networks may help characterize the deficits of sensory and cognitive processing in MDD. 展开更多
关键词 Major depressive disorder Resting-state functional magnetic resonance imaging Thalamocortical circuitry dynamic functional connectivity dynamic laterality
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Abnormal characterization of dynamic functional connectivity in Alzheimer’s disease 被引量:12
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作者 Cui Zhao Wei-Jie Huang +7 位作者 Feng Feng Bo Zhou Hong-Xiang Yao Yan-E Guo Pan Wang Lu-Ning Wang Ni Shu Xi Zhang 《Neural Regeneration Research》 SCIE CAS CSCD 2022年第9期2014-2021,共8页
Numerous studies have shown abnormal brain functional connectivity in individuals with Alzheimer’s disease(AD)or amnestic mild cognitive impairment(aMCI).However,most studies examined traditional resting state functi... Numerous studies have shown abnormal brain functional connectivity in individuals with Alzheimer’s disease(AD)or amnestic mild cognitive impairment(aMCI).However,most studies examined traditional resting state functional connections,ignoring the instantaneous connection mode of the whole brain.In this case-control study,we used a new method called dynamic functional connectivity(DFC)to look for abnormalities in patients with AD and aMCI.We calculated dynamic functional connectivity strength from functional magnetic resonance imaging data for each participant,and then used a support vector machine to classify AD patients and normal controls.Finally,we highlighted brain regions and brain networks that made the largest contributions to the classification.We found differences in dynamic function connectivity strength in the left precuneus,default mode network,and dorsal attention network among normal controls,aMCI patients,and AD patients.These abnormalities are potential imaging markers for the early diagnosis of AD. 展开更多
关键词 Alzheimer’s disease amnestic mild cognitive impairment blood oxygen level-dependent default mode network dynamic functional connectivity frontoparietal network resting-state functional magnetic resonance imaging support vector machine
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Machine learning-based characterization of dynamic brain functional network connectivity in patients with first-episode schizophrenia
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作者 LIU Pei 《China Medical Abstracts(Internal Medicine)》 2025年第3期190-191,共2页
Objective Using resting-state functional magnetic resonance imaging (rs-fMRI),we explored the changes in dynamic functional network connections (dFNC) in the brains of patients with first-episode schizophrenia (SZ)and... Objective Using resting-state functional magnetic resonance imaging (rs-fMRI),we explored the changes in dynamic functional network connections (dFNC) in the brains of patients with first-episode schizophrenia (SZ)and evaluated the potential clinical value of dFNC changes in combination with a machine learning model. 展开更多
关键词 dynamic brain functional network connectivity resting state functional magnetic resonance imaging dfnc dynamic functional network connections machine learning model machine learning first episode schizophrenia clinical value
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