Surfaced‐based detection of focal cortical dysplasia using magnetic resonance fingerprinting and machine learning
We developed an ML framework for FCD detection integrating SBM with clinical MRI and MRF. Advances include improved FP control and enhanced subtyping; selected model outputs may provide indicators of detection confidence and seizure outcome.
Authors
- Ting‐Yu Su (ORCID: https://orcid.org/0000-0001-5054-9163)
- Andreas V. Alexopoulos (ORCID: https://orcid.org/0000-0003-0214-3286)
- Irène Wang (ORCID: https://orcid.org/0000-0002-3829-5217)
- Ingmar Blümcke (ORCID: https://orcid.org/0000-0001-8676-0788)
- Ken Sakaie (ORCID: https://orcid.org/0000-0002-5633-4494)
- Siyuan Hu (ORCID: https://orcid.org/0000-0003-3137-0605)
- Joon Yul Choi (ORCID: https://orcid.org/0000-0002-2428-0209)
- Imad Najm (ORCID: https://orcid.org/0000-0001-5192-2089)
- Sophie Adler (ORCID: https://orcid.org/0000-0002-3978-7424)
- Dan Ma (ORCID: https://orcid.org/0000-0003-1664-9579)
- Konrad Wagstyl (ORCID: https://orcid.org/0000-0003-3439-5808)
- Stephen E. Jones (ORCID: https://orcid.org/0000-0001-6511-9078)
- Xiao Feng Wang (ORCID: https://orcid.org/0000-0001-5966-6673)
- Zheng Ding (ORCID: https://orcid.org/0009-0003-4358-0295)
- Hiroatsu Murakami (ORCID: https://orcid.org/0000-0001-7349-3182)
Institutions
- Cleveland Clinic (US)
- Duke University (US)
- Friedrich-Alexander-Universität Erlangen-Nürnberg (DE)
- King's College London (GB)
- Yonsei University (KR)
- Great Ormond Street Hospital (GB)
- Universitätsklinikum Erlangen (DE)
- King's College School (GB)
- Duke University Hospital (US)
- University College London (GB)
- Case Western Reserve University (US)
Publication Details
- Journal
- Epilepsia
- Published
- 2025-10-09
- DOI
- https://doi.org/10.1111/epi.18667
- Primary Topic
- Epilepsy research and treatment
- Type
- article
- Field-Weighted Citation Impact
- 0.00