Sleep-Sensitive Seizure Risk Assessment With Wearable EEGs
Personalized Risk Assessment of Seizures Sensitive to Poor Sleep: a Longitudinal Study Using Wearable Electroencephalography Devices
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Detailed Description
The first aim of this study is to investigate how variations in sleep timing, duration, and structure influence seizure risk, particularly in individuals with sleep-sensitive seizures. The investigators will conduct longitudinal EEG assessments to analyze how changes in sleep features correlate with interictal epileptiform discharge rates and seizure occurrences over time.
The second aim is to develop a sleep quality index that predicts individual risk for sleep-sensitive seizures, the Sleep-Sensitive Epilepsy Risk Index (SERI). This index aims to predict an individual's seizure risk associated with disrupted sleep, facilitating personalized and preventative patient care.
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
Study Contact
- Name: Birgit Frauscher, MD PD
- Phone Number: 9196139386
- Email: birgit.frauscher@duke.edu
Study Locations
-
-
North Carolina
-
Durham, North Carolina, United States, 27710
- Recruiting
- Duke University Health System
-
Contact:
- Birgit Frasucher, MD PD
- Email: birgit.frauscher@duke.edu
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Adult
- Older Adult
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- Age > 18 years
- At least 2 seizures per week based on clinical notes
- Patients where medications will stay stable over the study period
- 40% of both spikes and spindles are identifiable on the dreem headband based on the screening night
Exclusion Criteria:
- Cognitive impairment
- Psychiatric comorbidities which may influence sleep
- No bedpartner/caregiver to observe seizures
- Low agreement (below 60%) between Dreem's sleep scoring and manual scoring will be excluded from the study
- Apnea-hypopnea index of > 10/h
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Screening
- Allocation: N/A
- Interventional Model: Single Group Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Experimental: Dreem headband
Participants will wear a Fitbit daily and a Dreem headband exclusively at night in their homes over a 21-day period as part of the data collection protocol.
Additionally, they will maintain daily sleep and seizure diaries.
|
The Dreem headband is an EEG-based wearable tool that can be used to reliably assess the relationship between sleep and epilepsy over extended observation periods.
|
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Total sleep time (sleep macrostructure)
Time Frame: 21 days
|
Total sleep time as measured by the Dreem headband
|
21 days
|
|
Spike rates per hour (epilepsy marker)
Time Frame: 21 days
|
Spikes will be detected by the Dreem headband
|
21 days
|
|
Seizure frequency per night (epilepsy marker)
Time Frame: 21 days
|
Seizures will be detected by the Dreem headband
|
21 days
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Sleep latency (sleep macrostructure)
Time Frame: 21 days
|
Sleep latency as measured by the Dreem headband
|
21 days
|
|
Wake after sleep onset (sleep macrostructure)
Time Frame: 21 days
|
Wake after sleep onset as measured by the Dreem headband
|
21 days
|
|
Sleep efficiency (sleep macrostructure)
Time Frame: 21 days
|
Sleep efficiency as measured by the Dreem headband
|
21 days
|
|
Sleep stage distribution (sleep macrostructure)
Time Frame: 21 days
|
Sleep stage distribution as measured by the Dreem headband
|
21 days
|
|
Sleep spindle events (sleep microstructure)
Time Frame: 21 days
|
Sleep spindles (10-16 Hz; duration 0.5-3 sec) as measured by the Dreem headband
|
21 days
|
|
Sleep slow wave events (sleep microstructure)
Time Frame: 21 days
|
Slow waves (0.5-4 Hz) as measured by the Dreem headband
|
21 days
|
|
Performance the SERI model, as measured by the area under the receiver operating characteristic curve
Time Frame: Up to 2 years after study commencement
|
The Sleep-Sensitive Epilepsy Risk Index (SERI) aims to predict an individual's seizure risk associated with disrupted sleep.
A high SERI will indicate a high risk for sleep-sensitive seizures, while a low value will indicate a low risk.
|
Up to 2 years after study commencement
|
|
Sensitivity of the SERI model
Time Frame: Up to 2 years after study commencement
|
The Sleep-Sensitive Epilepsy Risk Index (SERI) aims to predict an individual's seizure risk associated with disrupted sleep.
A high SERI will indicate a high risk for sleep-sensitive seizures, while a low value will indicate a low risk.
|
Up to 2 years after study commencement
|
|
Specificity of the SERI model
Time Frame: Up to 2 years after study commencement
|
The Sleep-Sensitive Epilepsy Risk Index (SERI) aims to predict an individual's seizure risk associated with disrupted sleep.
A high SERI will indicate a high risk for sleep-sensitive seizures, while a low value will indicate a low risk.
|
Up to 2 years after study commencement
|
|
Performance the SERI model, as measured by F1-score
Time Frame: Up to 2 years after study commencement
|
The Sleep-Sensitive Epilepsy Risk Index (SERI) aims to predict an individual's seizure risk associated with disrupted sleep. A high SERI will indicate a high risk for sleep-sensitive seizures, while a low value will indicate a low risk. The F1 score ranges from 0 to 1. A value of 0 indicates poor performance, and a value of 1 represents perfect performance. |
Up to 2 years after study commencement
|
Collaborators and Investigators
Sponsor
Sponsor
Investigators
Investigators
- Principal Investigator: Birgit Frauscher, MD PD, Duke University
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
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
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- Pro00115560
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.
This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.
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