Department of Radiology, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, People's Republic of China.
Clinical Research Center for Medical Imaging in Jiangxi Province, Nanchang, People's Republic of China.
Sci Rep. 2024 Nov 9;14(1):27386. doi: 10.1038/s41598-024-79052-4.
Diffuse axonal injury (DAI) results in aberrant functional connectivity and is significantly linked to cognitive impairment. Nevertheless, the network mechanisms influencing neurocognitive function following DAI remain unclear. This study aimed to examine the characteristics of static and dynamic functional network connectivity (FNC) in patients with DAI. Resting-state functional magnetic resonance imaging data were collected from 26 patients with DAI and 27 healthy controls. Resting-state networks were extracted using independent component analysis. We evaluated the connectivity strength through spatial maps and static FNC, and then further dynamic properties were identified using a sliding time-window approach and k-means clustering, and investigated their associations with clinical variables. Patients with DAI showed stronger intra-network spatial maps in the default mode network and subcortical network than healthy controls, but static inter-network functional connectivity remained stable. Furthermore, three recurring states for dynamic connectivity were identified in all participants, and state 1 occurred most frequently in patients with DAI and exhibited higher fractional time, and as well as longer mean dwell time, which was positively associated with MMSE scores. Meanwhile, patients with DAI exhibited mostly increased functional connectivity strength of dynamic FNC in all states, particularly within the default mode network and visual network. These findings suggest that patients with DAI are characterized by altered dynamic FNC and temporal properties, which provide distinct complementary information different from static functional connectivity, and new insights into the neural pathophysiology of DAI associated with cognitive impairment.
弥漫性轴索损伤(DAI)导致异常的功能连接,与认知障碍显著相关。然而,DAI 后影响神经认知功能的网络机制仍不清楚。本研究旨在探讨 DAI 患者静息态和动态功能网络连接(FNC)的特征。从 26 名 DAI 患者和 27 名健康对照者中采集静息态功能磁共振成像数据。使用独立成分分析提取静息态网络。我们通过空间图谱和静态 FNC 评估连接强度,然后使用滑动时间窗口方法和 k-均值聚类进一步识别动态特性,并研究它们与临床变量的关系。与健康对照组相比,DAI 患者的默认模式网络和皮质下网络的内网络空间图谱强度更强,但静态的网络间功能连接保持稳定。此外,在所有参与者中识别出三种动态连接的重复状态,状态 1在 DAI 患者中出现的频率最高,表现出更高的分数时间和更长的平均停留时间,与 MMSE 评分呈正相关。同时,DAI 患者在所有状态下的动态 FNC 的功能连接强度都表现出明显增加,特别是在默认模式网络和视觉网络内。这些发现表明,DAI 患者的特征是动态 FNC 和时间特性发生改变,这提供了与静态功能连接不同的独特互补信息,为与认知障碍相关的 DAI 的神经病理生理学提供了新的见解。