Machine learning applications to clinical decision support in neurosurgery: an artificial intelligence augmented systematic review

QD Buchlak, N Esmaili, JC Leveque, F Farrokhi… - Neurosurgical …, 2020 - Springer
Abstract Machine learning (ML) involves algorithms learning patterns in large, complex
datasets to predict and classify. Algorithms include neural networks (NN), logistic regression …

Deep brain stimulation initiative: toward innovative technology, new disease indications, and approaches to current and future clinical challenges in neuromodulation …

Y Sui, Y Tian, WKD Ko, Z Wang, F Jia, A Horn… - Frontiers in …, 2021 - frontiersin.org
Deep brain stimulation (DBS) is one of the most important clinical therapies for neurological
disorders. DBS also has great potential to become a great tool for clinical neuroscience …

Subthalamic span of β oscillations predicts deep brain stimulation efficacy for patients with Parkinson's disease

A Zaidel, A Spivak, B Grieb, H Bergman, Z Israel - Brain, 2010 - academic.oup.com
The significance of oscillations that characterize the subthalamic nucleus in Parkinson's
disease is still under debate. Here, we analysed the spectral and spatial characteristics of …

Somatosensory cortex functional connectivity abnormalities in autism show opposite trends, depending on direction and spatial scale

S Khan, K Michmizos, M Tommerdahl, S Ganesan… - Brain, 2015 - academic.oup.com
Functional connectivity is abnormal in autism, but the nature of these abnormalities remains
elusive. Different studies, mostly using functional magnetic resonance imaging, have found …

[HTML][HTML] Local field potential activity dynamics in response to deep brain stimulation of the subthalamic nucleus in Parkinson's disease

C Wiest, G Tinkhauser, A Pogosyan, M Bange… - Neurobiology of …, 2020 - Elsevier
Local field potentials (LFPs) may afford insight into the mechanisms of action of deep brain
stimulation (DBS) and potential feedback signals for adaptive DBS. In Parkinson's disease …

High beta activity in the subthalamic nucleus and freezing of gait in Parkinson's disease

JB Toledo, J López-Azcárate, D Garcia-Garcia… - Neurobiology of …, 2014 - Elsevier
Objective Oscillatory activity in the beta band is increased in the subthalamic nucleus (STN)
of Parkinson's disease (PD) patients. Rigidity and bradykinesia are associated with the low …

S top! border ahead: A utomatic detection of subthalamic exit during deep brain stimulation surgery

D Valsky, O Marmor‐Levin, M Deffains… - Movement …, 2017 - Wiley Online Library
Background Microelectrode recordings along preplanned trajectories are often used for
accurate definition of the subthalamic nucleus (STN) borders during deep brain stimulation …

Investigating risk factors and predicting complications in deep brain stimulation surgery with machine learning algorithms

F Farrokhi, QD Buchlak, M Sikora, N Esmaili… - World neurosurgery, 2020 - Elsevier
Background Deep brain stimulation (DBS) surgery is an option for patients experiencing
medically resistant neurologic symptoms. DBS complications are rare; finding significant …

Clinical implications of local field potentials for understanding and treating movement disorders

JA Thompson, D Lanctin, NF Ince… - Stereotactic and functional …, 2014 - karger.com
Background: Deep brain stimulation (DBS) for the treatment of movement disorders has
provided researchers with an opportunity to record electrical oscillatory activity from …

Local vs. volume conductance activity of field potentials in the human subthalamic nucleus

O Marmor, D Valsky, M Joshua… - Journal of …, 2017 - journals.physiology.org
Subthalamic nucleus field potentials have attracted growing research and clinical interest
over the last few decades. However, it is unclear whether subthalamic field potentials …