ArticleBrain : a journal of neurology2022
Balance between competing spectral states in subthalamic nucleus is linked to motor impairment in Parkinson's disease.
Article in Brain : a journal of neurology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed, 50 citations in OpenAlex.
- Matters arising: bridging predictive algorithms and clinical practice in DBS contact selection.NPJ Parkinson's disease · 2026Article
- Computational Insights Into Smart Bioelectronics in Digital Health Care (2020-2024): Topic Modeling Study.JMIR medical informatics · 2026Review
- Adaptive Deep Brain Stimulation for Parkinson's Disease: Navigating the Roadblocks to Clinical Implementation.Movement disorders : official journal of the Movement Disorder Society · 2026Review
- Parkinson's disease severity is encoded by non-linear oscillatory interactions across cortical-subcortical networks.Scientific reports · 2026Article
- Decoding pre-movement neural activity from thalamic LFPs for adaptive neurostimulation in tremor patients.Neurocomputing · 2026Article
- Cerebellar motor and non-motor contributions to dystonia pathophysiology and treatment.Dystonia (Lausanne, Switzerland) · 2026Article
- Article
- Electrophysiological approaches to informing therapeutic interventions with deep brain stimulation.NPJ Parkinson's disease · 2025Review
- Neurophysiological gradient in the Parkinsonian subthalamic nucleus as a marker for motor symptoms and apathy.NPJ Parkinson's disease · 2025Article
- Modeling the modulation of beta oscillations in the basal ganglia by dual-target optogenetic stimulation.Fundamental research · 2025Article
- Multivariate Modelling and Prediction of High-Frequency Sensor-Based Cerebral Physiologic Signals: Narrative Review of Machine Learning Methodologies.Sensors (Basel, Switzerland) · 2024Review
- Article
- Post-task responses following working memory and movement are driven by transient spectral bursts with similar characteristics.Human brain mapping · 2024Article
- Article
- Dissecting unsupervised learning through hidden Markov modeling in electrophysiological data.Journal of neurophysiology · 2023Article
- Clinical neurophysiological interrogation of motor slowing: A critical step towards tuning adaptive deep brain stimulation.Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology · 2023Article
- Average power and burst analysis revealed complementary information on drug-related changes of motor performance in Parkinson's disease.NPJ Parkinson's disease · 2023Article
- Article
- Spectral Topography of the Subthalamic Nucleus to Inform Next-Generation Deep Brain Stimulation.Movement disorders : official journal of the Movement Disorder Society · 2023Article
- Combining Multimodal Biomarkers to Guide Deep Brain Stimulation Programming in Parkinson Disease.Neuromodulation : journal of the International Neuromodulation Society · 2023Article
Corrections and comments
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Authors and funding
15 authors at 6 institutions in 4 countries.
Funding
Abstract
Exaggerated local field potential bursts of activity at frequencies in the low beta band are a well-established phenomenon in the subthalamic nucleus of patients with Parkinson's disease. However, such activity is only moderately correlated with motor impairment. Here we test the hypothesis that beta bursts are just one of several dynamic states in the subthalamic nucleus local field potential in Parkinson's disease, and that together these different states predict motor impairment with high fidelity. Local field potentials were recorded in 32 patients (64 hemispheres) undergoing deep brain stimulation surgery targeting the subthalamic nucleus. Recordings were performed following overnight withdrawal of anti-parkinsonian medication, and after administration of levodopa. Local field potentials were analysed using hidden Markov modelling to identify transient spectral states with frequencies under 40 Hz. Findings in the low beta frequency band were similar to those previously reported; levodopa reduced occurrence rate and duration of low beta states, and the greater the reductions, the greater the improvement in motor impairment. However, additional local field potential states were distinguished in the theta, alpha and high beta bands, and these behaved in an opposite manner. They were increased in occurrence rate and duration by levodopa, and the greater the increases, the greater the improvement in motor impairment. In addition, levodopa favoured the transition of low beta states to other spectral states. When all local field potential states and corresponding features were considered in a multivariate model it was possible to predict 50% of the variance in patients' hemibody impairment OFF medication, and in the change in hemibody impairment following levodopa. This only improved slightly if signal amplitude or gamma band features were also included in the multivariate model. In addition, it compares with a prediction of only 16% of the variance when using beta bursts alone. We conclude that multiple spectral states in the subthalamic nucleus local field potential have a bearing on motor impairment, and that levodopa-induced shifts in the balance between these states can predict clinical change with high fidelity. This is important in suggesting that some states might be upregulated to improve parkinsonism and in suggesting how local field potential feedback can be made more informative in closed-loop deep brain stimulation systems.
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