White Matter Integrity in a Rat Model of Epileptogenesis: Structural Connectomics and Fixel-Based Analysis

被引:2
|
作者
Christiaen, Emma [1 ,3 ]
Goossens, Marie-Gabrielle [2 ]
Descamps, Benedicte [1 ]
Delbeke, Jean [2 ]
Wadman, Wytse [2 ]
Vonck, Kristl [2 ]
Boon, Paul [2 ]
Raedt, Robrecht [2 ]
Vanhove, Christian [1 ]
机构
[1] Univ Ghent, Dept Elect & Informat Syst, MEDISIP, Ghent, Belgium
[2] Univ Ghent, Dept Head & Skin, 4Brain, Ghent, Belgium
[3] Univ Ghent, Dept Elect & Informat Syst, MEDISIP, Corneel Heymanslaan 10, B-9000 Ghent, Belgium
基金
比利时弗兰德研究基金会;
关键词
diffusion MRI; fixel-based analysis; graph theory; intraperitoneal kainic acid rat model; structural brain connectivity; temporal lobe epilepsy; TEMPORAL-LOBE EPILEPSY; KAINIC ACID MODEL; STATUS EPILEPTICUS; SOCIAL-ISOLATION; CONNECTIVITY; SEIZURES; ANIMALS; STRESS;
D O I
10.1089/brain.2021.0026
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Introduction: Electrophysiological and neuroimaging studies have demonstrated that large-scale brain networks are affected during the development of epilepsy. These networks can be investigated by using diffusion magnetic resonance imaging (dMRI). The most commonly used model to analyze dMRI is diffusion tensor imaging (DTI). However, DTI metrics are not specific to microstructure or pathology and the DTI model does not take into account crossing fibers, which may lead to erroneous results. To overcome these limitations, a more advanced model based on multi-shell multi-tissue constrained spherical deconvolution was used in this study to perform tractography with more precise fiber orientation estimates and to assess changes in intra-axonal volume by using fixel-based analysis.Methods: dMRI images were acquired before and at several time points after induction of status epilepticus in the intraperitoneal kainic acid (IPKA) rat model of temporal lobe epilepsy. Tractography was performed, and fixel metrics were calculated in several white matter tracts. The tractogram was analyzed by using the graph theory.Results: Global degree, global and local efficiency were decreased in IPKA animals compared with controls during epileptogenesis. Nodal degree was decreased in the limbic system and default-mode network, mainly during early epileptogenesis. Further, fiber density (FD) and fiber-density-and-cross-section (FDC) were decreased in several white matter tracts.Discussion: These results indicate a decrease in overall structural connectivity, integration, and segregation and decreased structural connectivity in the limbic system and default-mode network. Decreased FD and FDC point to a decrease in intra-axonal volume fraction during epileptogenesis, which may be related to neuronal degeneration and gliosis. Impact statementTo the best of our knowledge, this is the first longitudinal multi-shell diffusion magnetic resonance imaging study that combines whole-brain tractography and fixel-based analysis to investigate changes in structural brain connectivity and white matter integrity during epileptogenesis in a rat model of temporal lobe epilepsy. Our findings present better insights into how the topology of the structural brain network changes during epileptogenesis and how these changes are related to white matter integrity. This could improve the understanding of the basic mechanisms of epilepsy and aid the rational development of imaging biomarkers and epilepsy therapies.
引用
收藏
页码:320 / 333
页数:14
相关论文
共 50 条
  • [1] Fixel-Based Analysis of White Matter in Temporal Lobe Epilepsy
    Feshki, Mohamad
    Parham, Elahe
    Soltanin-Zadeh, Hamid
    [J]. 2018 25TH IRANIAN CONFERENCE ON BIOMEDICAL ENGINEERING AND 2018 3RD INTERNATIONAL IRANIAN CONFERENCE ON BIOMEDICAL ENGINEERING (ICBME), 2018, : 76 - 80
  • [2] Investigating white matter fibre density and morphology using fixel-based analysis
    Raffelt, David A.
    Tournier, J-Donald
    Smith, Robert E.
    Vaughan, David N.
    Jackson, Graeme
    Ridgway, Gerard R.
    Connelly, Alan
    [J]. NEUROIMAGE, 2017, 144 : 58 - 73
  • [3] Exploring individual fixel-based white matter abnormalities in epilepsy
    Mito, Remika
    Pedersen, Mangor
    Pardoe, Heath
    Parker, Donna
    Smith, Robert E.
    Cameron, Jillian
    Scheffer, Ingrid E.
    Berkovic, Samuel F.
    Vaughan, David N.
    Jackson, Graeme D.
    [J]. BRAIN COMMUNICATIONS, 2023, 6 (01)
  • [4] A longitudinal fixel-based analysis of white matter alterations in patients with Parkinson's disease
    Rau, Yi-Ai
    Wang, Shi-Ming
    Tournier, Jacques-Donald
    Lin, Sung-Han
    Lu, Chin-Song
    Weng, Yi-Hsin
    Chen, Yao-Liang
    Ng, Shu-Hang
    Yu, Shao-Wen
    Wu, Yi-Ming
    Tsai, Chih-Chien
    Wang, Jiun-Jie
    [J]. NEUROIMAGE-CLINICAL, 2019, 24
  • [5] White Matter Alterations of Visual Pathway in Thyroid Eye Disease: A Fixel-Based Analysis
    Jiang, Mengda
    Zhang, Haiyang
    Liu, Yuting
    Song, Xuefei
    Song, Yang
    Sun, Jing
    Tang, Yan
    Zhu, Ling
    Zhou, Huifang
    Li, Yinwei
    Tao, Xiaofeng
    [J]. JOURNAL OF MAGNETIC RESONANCE IMAGING, 2024,
  • [6] Investigating white matter structure in social anxiety disorder using fixel-based analysis
    Gorman, Ben D. A.
    Calamante, Fernando
    Civier, Oren
    DeMayo, Marilena M.
    Demetriou, Eleni Andrea
    Hickie, Ian B.
    Guastella, Adam J.
    [J]. JOURNAL OF PSYCHIATRIC RESEARCH, 2021, 143 : 30 - 37
  • [7] Fixel-based Dmri Analysis Examining Associations Of Aerobic Fitness And White Matter In Aging And Mci
    Tinney, Emma Marie
    Warren, Aaron E. L.
    Kramer, Arthur F.
    Hillman, Charles H.
    Johnson, Curtis L.
    [J]. MEDICINE & SCIENCE IN SPORTS & EXERCISE, 2023, 55 (09) : 314 - 315
  • [8] Fixel-Based Analysis Reveals Whole-Brain White Matter Abnormalities in Cervical Dystonia
    Zito, Giuseppe A.
    Tarrano, Clement
    Ouarab, Salim
    Jegatheesan, Prasanthi
    Ekmen, Asya
    Beranger, Benoit
    Valabregue, Romain
    Hubsch, Cecile
    Sangla, Sophie
    Bonnet, Cecilia
    Delorme, Cecile
    Meneret, Aurelie
    Degos, Bertrand
    Bouquet, Floriane
    Brissard, Marion Apoil
    Vidailhet, Marie
    Hasboun, Dominique
    Worbe, Yulia
    Roze, Emmanuel
    Gallea, Cecile
    [J]. MOVEMENT DISORDERS, 2023, 38 (07) : 1187 - 1196
  • [9] Fixel-Based Analysis Effectively Identifies White Matter Tract Degeneration in Huntington's Disease
    Oh, Sher Li
    Chen, Chiung-Mei
    Wu, Yih-Ru
    Valdes Hernandez, Maria
    Tsai, Chih-Chien
    Cheng, Jur-Shan
    Chen, Yao-Liang
    Wu, Yi-Ming
    Lin, Yu-Chun
    Wang, Jiun-Jie
    [J]. FRONTIERS IN NEUROSCIENCE, 2021, 15
  • [10] Fixel-based analysis links white matter characteristics, serostatus and clinical features in limbic encephalitis
    Bauer, Tobias
    Ernst, Leon
    David, Bastian
    Becker, Albert J.
    Wagner, Jan
    Witt, Juri-Alexander
    Helmstaedter, Christoph
    Weber, Bernd
    Hattingen, Elke
    Elger, Christian E.
    Surges, Rainer
    Rueber, Theodor
    [J]. NEUROIMAGE-CLINICAL, 2020, 27