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Networks Underlie Temporal Onset of Dysplasia-Related Epilepsy: A MELD Study

Annals of Neurology, ISSN: 1531-8249, Vol: 92, Issue: 3, Page: 503-511
2022
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Automated epilepsy lesion detection on MRI: The MELD Project

Dr. Maryam Nabavi Nouri talks with Dr. Konrad Wagstyl about the MELD Project, an open-science consortium using deep learning principles to develop automated lesion detection of clinical

Article Description

Objective: The purpose of this study was to evaluate if focal cortical dysplasia (FCD) co-localization to cortical functional networks is associated with the temporal distribution of epilepsy onset in FCD. Methods: International (20 center), retrospective cohort from the Multi-Centre Epilepsy Lesion Detection (MELD) project. Patients included if >3 years old, had 3D pre-operative T1 magnetic resonance imaging (MRI; 1.5 or 3 T) with radiologic or histopathologic FCD after surgery. Images processed using the MELD protocol, masked with 3D regions-of-interest (ROI), and co-registered to fsaverage_sym (symmetric template). FCDs were then co-localized to 1 of 7 distributed functional cortical networks. Negative binomial regression evaluated effect of FCD size, network, histology, and sulcal depth on age of epilepsy onset. From this model, predictive age of epilepsy onset was calculated for each network. Results: Three hundred eighty-eight patients had median age seizure onset 5 years (interquartile range [IQR] = 3–11 years), median age at pre-operative scan 18 years (IQR = 11–28 years). FCDs co-localized to the following networks: limbic (90), default mode (87), somatomotor (65), front parietal control (52), ventral attention (32), dorsal attention (31), and visual (31). Larger lesions were associated with younger age of onset (p = 0.01); age of epilepsy onset was associated with dominant network (p = 0.04) but not sulcal depth or histology. Sensorimotor networks had youngest onset; the limbic network had oldest age of onset (p values <0.05). Interpretation: FCD co-localization to distributed functional cortical networks is associated with age of epilepsy onset: sensory neural networks (somatomotor and visual) with earlier onset, and limbic latest onset. These variations may reflect developmental differences in synaptic/white matter maturation or network activation and may provide a biological basis for age-dependent epilepsy onset expression. ANN NEUROL 2022;92:503–511.

Bibliographic Details

Nathan T. Cohen; Xiaozhen You; Manu Krishnamurthy; Leigh N. Sepeta; Anqing Zhang; Chima Oluigbo; Matthew T. Whitehead; Taha Gholipour; William D. Gaillard; Torsten Baldeweg; Sophie Adler; Konrad Wagstyl; Mathilde Ripart; Kirstie Whitaker; Antonio Napolitano; Luca De Palma; Alessandro De Benedictis; Stephen Foldes; Zachary Humphreys; Kai Zhang; Wenhan Hu; Jiajie Mo; Marcus Likeman; Shirin Davies; Christopher Güttler; Matteo Lenge; Yingying Tang; Shan Wang; Aswin Chari; Martin Tisdall; Nuria Bargallo; Estefanía Conde-Blanco; Jose Carlos Pariente; Saül Pascual-Diaz; Ignacio Delgado-Martínez; Carmen Pérez-Enríquez; Ilaria Lagorio; Eugenio Abela; Nandini Mullatti; Jonathan O'Muircheartaigh; Katy Vecchiato; Yawu Liu; Maria Eugenia Caligiuri; Ben Sinclair; Lucy Vivash; Anna Willard; Jothy Kandasamy; Ailsa McLellan; Drahoslav Sokol; Mira Semmelroch; Ane G. Kloster; Giske Opheim; Letícia Ribeiro; Clarissa Yasuda; Camilla Rossi-Espagnet; Khalid Hamandi; Anna Tietze; Carmen Barba; Renzo Guerrini; William Davis Gaillard; Irene Wang; Sofía González-Ortiz; Mariasavina Severino; Pasquale Striano; Domenico Tortora; Reetta Kälviäinen; Antonio Gambardella; Angelo Labate; Patricia Desmond; Elaine Lui; Terence O'Brien; Jay Shetty; Graeme Jackson; John S. Duncan; Gavin Winston; Lars H. Pinborg; Fernando Cendes; J. Helen Cross

Wiley

Neuroscience; Medicine

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