Computational Modeling of 60 Hz Subthalamic Nucleus Deep Brain Stimulation for Gait Disorder in Parkinson's Disease
The objective of this study is to further the understanding and application of 60Hz subthalamic deep brain stimulation (STN-DBS) in Parkinson's patients with gait disorder. The investigators will achieve this through 2 study aims:
- Determine the impact of 60Hz subthalamic deep brain stimulation on gait kinematics using wearable sensors
- Develop machine learning models to predict optimal subthalamic deep brain stimulation frequency based on wearable sensors
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Detailed Description
Study Type
Study Type
Enrollment (Actual)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Locations
-
-
New York
-
Great Neck, New York, United States, 11021
- Northwell Health
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- Male or female, aged 21-80
- Patients diagnosed with Parkinson's disease (PD)
- PD subjects who have bilateral STN-DBS (greater than 3 months) or in the preoperative stage of being implanted with bilateral STN-DBS
- Have underlying gait disorder
- Currently treated with oral levodopa therapy
- Willingness to comply with all study procedures
Exclusion Criteria:
- Cognitive deficits based on historical record that limit participant compliance with study protocol
- Vestibular disorder or musculoskeletal problems affecting gait or balance
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Treatment
- Allocation: Randomized
- Interventional Model: Single Group Assignment
- Masking: Double
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Experimental: Deep Brain Stimulation(DBS) OFF Medication
Subthalamic-DBS in the Levodopa OFF state.
|
Each DBS electrode contact will be reprogrammed in 60hz and High Frequency Stimulation (180hz) in the Levodopa ON (medicated) and OFF (unmedicated) conditions.
|
|
Experimental: Deep Brain Stimulation(DBS) ON Medication
Subthalamic-DBS in the Levodopa ON state.
|
Each DBS electrode contact will be reprogrammed in 60hz and High Frequency Stimulation (180hz) in the Levodopa ON (medicated) and OFF (unmedicated) conditions.
|
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Gait Kinematic Response for 180 and 60Hz DBS
Time Frame: 1-2 minute period with each stimulation condition in the Medicated and Unmedicated states.
|
The measurements of interest were captured during the instrumented walk.
Interaction of DBS Frequency and Levodopa on gait kinematics was assessed using LM-ANOVA.
|
1-2 minute period with each stimulation condition in the Medicated and Unmedicated states.
|
|
Accuracy of Discriminating STN-DBS (60hz vs. High Frequency) and Medication States With Machine Learning(ML)
Time Frame: 2 years
|
We apply ML techniques to a data set of gait kinematics acquired from instrumented walking assessments and utilize random forest ML algorithms to identify participants' stimulation frequency/medication condition.
|
2 years
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Change in Hand Tremor Severity for 180 and 60Hz DBS
Time Frame: 1 minute test session for each stimulation condition
|
The difference in tremor (e.g.
rest, postural) severity will be measured with the kinesia sensor for each DBS electrode stimulation pair (60hz or High Frequency) in both the medicated and unmedicated states on a severity scale from 0-4.
Higher number = worse outcome
|
1 minute test session for each stimulation condition
|
|
Change in Speed of Limb Movements for 180 and 60Hz DBS
Time Frame: 1 minute test session for each stimulation condition
|
The difference in the speed of limb movements (e.g.
hand grasps and leg lifts) will be measured with the kinesia sensor for each DBS electrode stimulation pair (60hz or High Frequency) in both the medicated and unmedicated states on a severity scale of 0-4.
Higher values = worse outcome.
|
1 minute test session for each stimulation condition
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Investigators
Investigators
- Principal Investigator: Ritesh Ramdhani, MD, Northwell Health
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Actual)
Primary Completion
Study Completion (Actual)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- 19-0217
- R21NS111301 (U.S. NIH Grant/Contract)
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
product manufactured in and exported from the U.S.
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