Alterations of white matter functional networks in pediatric drug-resistant temporal lobe epilepsy: A graph theory analysis study

白质 癫痫 颞叶 神经科学 功能连接 心理学 医学 磁共振成像 放射科
作者
Kexin Huang,Yuxin Xie,Haifeng Ran,Jie Hu,Yulun He,Gaoqiang Xu,Guiqin Chen,Qiane Yu,Xuhong Li,Junwei Liu,Heng Liu,Tijiang Zhang
出处
期刊:Brain Research Bulletin [Elsevier BV]
卷期号:227: 111403-111403
标识
DOI:10.1016/j.brainresbull.2025.111403
摘要

Neurological disorder can cause functional network changes in white matter (WM). However, changes in the WM functional network in children with drug-resistant temporal lobe epilepsy (DRTLE) require further clarification. Therefore, we combine graph theory with resting-state functional magnetic resonance imaging (rs-fMRI) and T1-weighted imaging (T1WI) to investigate the topological features of the WM network in children with DRTLE, discover potential biomarkers, and understand the underlying neurological mechanisms. We included 91 children (43 with DRTLE and 48 healthy controls), acquiring structural and functional MRI data to construct WM functional networks. Graph theory was applied to evaluate topological differences and their correlation with onset age, disease duration and cognitive measures. A Support Vector Machine model classified individuals with DRTLE based on WM connectivity, with accuracy validated through leave-one-out cross-validation. The global topological properties of the WM network in children with DRTLE were altered, manifesting as an imbalance between global integration and segregation Local nodal efficiency changes in the association fibers exhibited reduced information transfer and centrality at several nodes. Conversely, commissural and projection fibers displayed increased network properties. Cognitive metrics correlated with nodal disturbances. The classification model achieved 73.6 % accuracy and an area under the curve (AUC) of 0.744. This indicates that the WM functional network in DRTLE presents with anomalies in the topological attributes, which are associated with cognitive impairments. The WM functional connectivity may serve as valuable indicators for clinical classification of the condition. The insights provided have augmented our understanding of the complex neurological mechanisms involved in epilepsy.

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