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Functional connectivity changes in multiple sclerosis patients: A graph analytical study of MEG resting state data

机译:多发性硬化症患者的功能连通性变化:MEG静息状态数据的图形分析研究

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摘要

Multiple sclerosis (MS) is characterized by extensive damage in the central nervous system. Within this field, there is a strong need for more advanced, functional imaging measures, as abnormalities measured with structural imaging insufficiently explain clinicocognitive decline in MS. In this study we investigated functional connectivity changes in MS using resting‐state magnetoencephalography (MEG). Data from 34 MS patients and 28 age and gender‐matched controls was assessed using synchronization likelihood (SL) as a measure of functional interaction strength between brain regions, and graph analysis to characterize topological patterns of connectivity changes. Cognition was assessed using extensive neuropsychological evaluation. Structural measures included brain and lesion volumes, using MRI. Results show SL increases in MS patients in theta, lower alpha and beta bands, with decreases in the upper alpha band. Graph analysis revealed a more regular topology in the lower alpha band in patients, indicated by an increased path length (λ) and clustering coefficient (γ). Attention and working memory domains were impaired, with decreased brain volumes. A stepwise linear regression model using clinical, MRI and MEG parameters as predictors revealed that only increases in lower alpha band γ predicted impaired cognition. Cognitive impairments and related altered connectivity patterns were found to be especially predominant in male patients. These results show specific functional changes in MS as measured with MEG. Only changes in network topology were related to poorer cognitive outcome. This indicates the value of graph analysis beyond traditional structural and functional measures, with possible implications for diagnostic and/or prognostic purposes in MS. Hum Brain Mapp, 2013. © 2011 Wiley Periodicals, Inc.
机译:多发性硬化症(MS)的特征在于中枢神经系统的广泛损害。在该领域内,强烈需要更先进的功能性影像学检查,因为利用结构性影像学检查发现的异常现象不足以解释MS的临床认知能力下降。在这项研究中,我们研究了使用静息状态脑磁图(MEG)在MS中的功能连通性变化。使用同步可能性(SL)作为大脑区域之间功能相互作用强度的量度,并通过图分析来表征连通性变化的拓扑模式,评估了34位MS患者和28位年龄和性别匹配的对照的数据。使用广泛的神经心理学评估来评估认知。结构测量包括使用MRI的脑部和病变体积。结果显示,MS患者的SL在theta,较低的alpha和beta谱带中升高,而较高的alpha谱带则下降。图表分析显示,患者较低的α波段拓扑更规则,这由增加的路径长度(λ)和聚类系数(γ)表示。注意和工作记忆域受损,脑容量减少。使用临床,MRI和MEG参数作为预测因子的逐步线性回归模型显示,仅在较低的α波段γ升高才表明认知能力受损。发现认知障碍和相关的连接方式改变在男性患者中尤为突出。这些结果表明,用MEG测量的MS中特定的功能变化。只有网络拓扑的变化与较差的认知结果有关。这表明图形分析的价值超越了传统的结构和功能度量,可能对MS的诊断和/或预后目的产生影响。嗡嗡声脑图,2013年。©2011 Wiley Periodicals,Inc.

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