Reduced resilience of brain gray matter networks in idiopathic generalized epilepsy: A graph-theoretical analysis

PLoS One. 2019 Feb 15;14(2):e0212494. doi: 10.1371/journal.pone.0212494. eCollection 2019.

Abstract

Purpose: The pathophysiology of idiopathic generalized epilepsy (IGE) is still unclear, but graph theory may help to understand it. Here, we examined the graph-theoretical findings of the gray matter network in IGE using anatomical covariance methods.

Materials and methods: We recruited 33 patients with IGE and 35 age- and sex-matched healthy controls. Gray matter images were obtained by 3.0-T 3D T1-weighted MRI and were normalized using the voxel-based morphometry tools of Statistical Parametric Mapping 12. The normalized images were subjected to graph-theoretical group comparison using the Graph Analysis Toolbox with two different parcellation schemes. Initially, we used the Automated Anatomical Labeling template, whereas the Hammers Adult atlas was used for the second analysis.

Results: The resilience analyses revealed significantly reduced resilience of the IGE gray matter networks to both random failure and targeted attack. No significant between-group differences were found in global network measures, including the clustering coefficient and characteristic path length. The IGE group showed several changes in regional clustering, including an increase mainly in wide areas of the bilateral frontal lobes. The second analysis with another region of interest (ROI) parcellation generated the same results in resilience and global network measures, but the regional clustering results differed between the two parcellation schemes.

Conclusion: These results may reflect the potentially weak network organization in IGE. Our findings contribute to the accumulation of knowledge on IGE.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Brain Mapping
  • Case-Control Studies
  • Epilepsy, Generalized / diagnostic imaging*
  • Epilepsy, Generalized / pathology
  • Epilepsy, Generalized / physiopathology
  • Female
  • Gray Matter / diagnostic imaging*
  • Gray Matter / pathology
  • Gray Matter / physiopathology
  • Humans
  • Imaging, Three-Dimensional
  • Magnetic Resonance Imaging
  • Male
  • Nerve Net / diagnostic imaging
  • Nerve Net / pathology
  • Software
  • Young Adult

Supplementary concepts

  • Epilepsy, Idiopathic Generalized

Associated data

  • figshare/10.6084/m9.figshare.6852812

Grants and funding

This study was supported by grants from the Japan Epilepsy Research Foundation (JERF TENKAN 17009) and the Japan Society for the Promotion of Science (KAKENHI Grant Number JP17H07385) (both to DS). Japan Epilepsy Research Foundation: https://www.epi-fj.jp/index.html Japan Society for the Promotion of Science: https://www.jsps.go.jp/. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.