The changes in brain network functional gradients and dynamic functional connectivity in SeLECTS patients revealing disruptive and compensatory mechanisms in brain networks

被引:0
作者
Song, Linfeng [1 ]
Wu, Guangrong [1 ]
Zhang, Jiaren [1 ]
Liu, Benqing [1 ]
Chen, Xu [1 ]
Wang, Junjun [1 ]
Gu, Xiaoyu [1 ]
Tian, Binlin [1 ]
Li, Yongzhe [1 ]
Zhang, Anjie [1 ]
Ma, Xuejin [1 ]
Jiang, Lin [1 ]
机构
[1] Zunyi Med Univ, Affiliated Hosp 3, Peoples Hosp Zunyi 1, Dept Radiol, Zunyi, Peoples R China
基金
中国国家自然科学基金;
关键词
self-limited epilepsy with centrotemporal spikes; functional gradient; dynamic functional connectivity; brain network; machine learning; DEFAULT-MODE NETWORK; CLASSIFICATION; CORTEX; FMRI;
D O I
10.3389/fpsyt.2025.1584071
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Background Self-limited epilepsy with centrotemporal spikes (SeLECTS), a common childhood focal epilepsy syndrome, is linked to cognitive impairments and poorly understood neuropathological mechanisms.Methods This study explored dynamic functional connectivity (dFC) and functional gradients (FG) alterations in key brain networks using resting-state MRI (rs-MRI) data from 34 SeLECTS patients and 32 healthy controls (HCs).Results The results revealed significant dFC changes between the Default Mode Network (DMN) and Sensorimotor Network (SMN) in SeLECTS patients compared to HCs. Specifically, the first gradient of the DMN showed decreased gradient scores in the bilateral dorsolateral superior frontal gyrus and increased scores in the left inferior temporal gyrus. In the first gradient of the SMN, increased scores were found in the bilateral supplementary motor area, while decreases occurred in the right precentral gyrus. Support vector machine (SVM) analysis showed that FG-based features could effectively identify abnormalities in specific brain networks of SeLECTS (AUC = 0.819). Further correlation analysis linked FG alterations in the DMN to cognitive measures (working memory, processing speed, and full-scale IQ) and in the SMN to disease duration and language comprehension.Conclusion These findings suggest that significant changes in FG and dFC of DMN- and SMN-related brain regions in SeLECTS may reflect both disruptions and compensatory mechanisms in brain networks, offering new insights into the neuropathological basis of the disorder and potential diagnostic biomarkers.
引用
收藏
页数:14
相关论文
共 65 条
[1]   Putamen functional connectivity during inhibitory control in smokers and non-smokers [J].
Akkermans, Sophie E. A. ;
Luijten, Maartje ;
van Rooij, Daan ;
Franken, Ingmar H. A. ;
Buitelaar, Jan K. .
ADDICTION BIOLOGY, 2018, 23 (01) :359-368
[2]   The impact of ischemic stroke on connectivity gradients [J].
Bayrak, Seyma ;
Khalil, Ahmed A. ;
Villringer, Kersten ;
Fiebach, Jochen B. ;
Villringer, Arno ;
Margulies, Daniel S. ;
Ovadia-Caro, Smadar .
NEUROIMAGE-CLINICAL, 2019, 24
[3]   MRI-based prediction of conversion from clinically isolated syndrome to clinically definite multiple sclerosis using SVM and lesion geometry [J].
Bendfeldt, Kerstin ;
Taschler, Bernd ;
Gaetano, Laura ;
Madoerin, Philip ;
Kuster, Pascal ;
Mueller-Lenke, Nicole ;
Amann, Michael ;
Vrenken, Hugo ;
Wottschel, Viktor ;
Barkhof, Frederik ;
Borgwardt, Stefan ;
Kloeppel, Stefan ;
Wicklein, Eva-Maria ;
Kappos, Ludwig ;
Edan, Gilles ;
Freedman, Mark S. ;
Montalban, Xavier ;
Hartung, Hans-Peter ;
Pohl, Christoph ;
Sandbrink, Rupert ;
Sprenger, Till ;
Radue, Ernst-Wilhelm ;
Wuerfel, Jens ;
Nichols, Thomas E. .
BRAIN IMAGING AND BEHAVIOR, 2019, 13 (05) :1361-1374
[4]   Classification of Autism Spectrum Disorder Using Random Support Vector Machine Cluster [J].
Bi, Xia-an ;
Wang, Yang ;
Shu, Qing ;
Sun, Qi ;
Xu, Qian .
FRONTIERS IN GENETICS, 2018, 9
[5]   A dynamic gradient architecture generates brain activity states [J].
Brown, Jesse A. ;
Lee, Alex J. ;
Pasquini, Lorenzo ;
Seeley, William W. .
NEUROIMAGE, 2022, 261
[6]   Functional connectivity correlates of infant and early childhood cognitive development [J].
Bruchhage, Muriel M. K. ;
Ngo, Giang-Chau ;
Schneider, Nora ;
D'Sa, Viren ;
Deoni, Sean C. L. .
BRAIN STRUCTURE & FUNCTION, 2020, 225 (02) :669-681
[7]   Spatial Smoothing Effect on Group-Level Functional Connectivity during Resting and Task-Based fMRI [J].
Candemir, Cemre .
SENSORS, 2023, 23 (13)
[8]   Abnormal asymmetry in benign epilepsy with unilateral and bilateral centrotemporal spikes: A combined fMRI and DTI study [J].
Cao, Weifang ;
Zhang, Yaodan ;
Hou, Changyue ;
Yang, Fei ;
Gong, Annan ;
Jiang, Sisi ;
Huang, Yue ;
Xiao, Ruhui ;
Luo, Cheng ;
Wang, Xiaoming ;
Yao, Dezhong .
EPILEPSY RESEARCH, 2017, 135 :56-63
[9]   Dynamic functional connectivity and graph theory metrics in a rat model of temporal lobe epilepsy reveal a preference for brain states with a lower functional connectivity, segregation and integration [J].
Christiaen, Emma ;
Goossens, Marie-Gabrielle ;
Descamps, Benedicte ;
Larsen, Lars E. ;
Boon, Paul ;
Raedt, Robrecht ;
Vanhove, Christian .
NEUROBIOLOGY OF DISEASE, 2020, 139
[10]   Geometric diffusions as a tool for harmonic analysis and structure definition of data: Diffusion maps [J].
Coifman, RR ;
Lafon, S ;
Lee, AB ;
Maggioni, M ;
Nadler, B ;
Warner, F ;
Zucker, SW .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (21) :7426-7431