Machine learning applications in epilepsy

B Abbasi, DM Goldenholz - Epilepsia, 2019 - Wiley Online Library
Abstract Machine learning leverages statistical and computer science principles to develop
algorithms capable of improving performance through interpretation of data rather than …

Vagus nerve stimulation in brain diseases: Therapeutic applications and biological mechanisms

Y Wang, G Zhan, Z Cai, B Jiao, Y Zhao, S Li… - … & Biobehavioral Reviews, 2021 - Elsevier
Brain diseases, including neurodegenerative, cerebrovascular and neuropsychiatric
diseases, have posed a deleterious threat to human health and brought a great burden to …

[HTML][HTML] Towards revolutionizing precision healthcare: A systematic literature review of artificial intelligence methods in precision medicine

W Abbaoui, S Retal, B El Bhiri, N Kharmoum… - Informatics in Medicine …, 2024 - Elsevier
In the realm of medicine, artificial intelligence (AI) has emerged as a transformative force,
harnessing the power to convert raw data into meaningful insights. Rather than supplanting …

The vagus afferent network: emerging role in translational connectomics

LD Hachem, SM Wong, GM Ibrahim - Neurosurgical focus, 2018 - thejns.org
Vagus nerve stimulation (VNS) is increasingly considered for the treatment of intractable
epilepsy and holds potential for the management of a variety of neuropsychiatric conditions …

[HTML][HTML] Latest views on the mechanisms of action of surgically implanted cervical vagal nerve stimulation in epilepsy

R Carron, P Roncon, S Lagarde, M Dibué… - … : Technology at the …, 2023 - Elsevier
Background Vagus nerve stimulation (VNS) is approved as an adjunctive treatment for drug-
resistant epilepsy. Although there is a substantial amount of literature aiming at unraveling …

[HTML][HTML] Evolution of the vagus nerve stimulation (VNS) therapy system technology for drug-resistant epilepsy

P Afra, B Adamolekun, S Aydemir… - Frontiers in Medical …, 2021 - frontiersin.org
The vagus nerve stimulation (VNS) Therapy® System is the first FDA-approved medical
device therapy for the treatment of drug-resistant epilepsy. Over the past two decades, the …

Norwegian population‐based study of long‐term effects, safety, and predictors of response of vagus nerve stimulation treatment in drug‐resistant epilepsy: the …

KH Kostov, H Kostov, PG Larsson, O Henning… - …, 2022 - Wiley Online Library
Objective This study was undertaken to evaluate the efficacy of vagus nerve stimulation
(VNS) over time, and to determine which patient groups derive the most benefit. Methods …

Connectomic profiling identifies responders to vagus nerve stimulation

K Mithani, M Mikhail, BR Morgan, S Wong… - Annals of …, 2019 - Wiley Online Library
Objective Vagus nerve stimulation (VNS) is a common treatment for medically intractable
epilepsy, but response rates are highly variable, with no preoperative means of identifying …

Biomarkers of seizure response to vagus nerve stimulation: a scoping review

AM Workewych, ON Arski, K Mithani, GM Ibrahim - Epilepsia, 2020 - Wiley Online Library
Although vagus nerve stimulation (VNS) is a common procedure, seizure outcomes are
heterogeneous, with few available means to preoperatively identify the ideal surgical …

[HTML][HTML] Clinical application of machine learning models for brain imaging in epilepsy: a review

D Sone, I Beheshti - Frontiers in Neuroscience, 2021 - frontiersin.org
Epilepsy is a common neurological disorder characterized by recurrent and disabling
seizures. An increasing number of clinical and experimental applications of machine …