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Personalized Morphological Brain Network Analysis for Temporal Lobe Epilepsy: Combining Cortical Thickness and Volume Features

  • Xinyan Liu
  • , Jiaqi Han
  • , Yuping Wang
  • , Yicong Lin
  • , Tiancheng Cao
  • , Jicong Zhang*
  • *Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Temporal lobe epilepsy (TLE) is the most common form of drug-resistant epilepsy and is characterized as a brain network disorder. Identification of reliable biomarkers is crucial for accurate diagnosis and effective treatment. T1-weighted magnetic resonance imaging (MRI) is widely used to assess TLE, with cortical thickness and volume atrophy in widespread brain regions being the main morphological changes. However, focusing only on morphological features overlooks the interactions between different brain regions. This study used the Morphological Inverse Divergence (MIND) method to construct personalized brain network by integrating cortical thickness and volume, and explored TLE biomarkers by combining network and morphological features. The results showed that network-based biomarkers improved diagnostic accuracy by more than 10% compared to morphological biomarkers alone, and their combination provided better classification performance. These findings offer new insights into TLE pathology and have important implications for personalized clinical management.

Original languageEnglish
Title of host publication2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2025 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798331586188
DOIs
StatePublished - 2025
Event47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2025 - Copenhagen, Denmark
Duration: 14 Jul 202518 Jul 2025

Publication series

NameProceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
ISSN (Print)1557-170X

Conference

Conference47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2025
Country/TerritoryDenmark
CityCopenhagen
Period14/07/2518/07/25

Keywords

  • biomarker
  • Cortical Thickness
  • MIND
  • MRI
  • Personalized morphological brain networks
  • TLE
  • Volume

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