DiabetesMoonwalkNCT05609175
Investigating the Relationship Between Nocturnal Glucose Levels and Motion During Sleep
An observational study of Diabetes and Hypoglycemia, run by University of Bern at 1 site in Switzerland.
Trial summary
In this study the investigators will explore whether the motion during sleep of people with diabetes changes as a function of the blood glucose levels. The motion will be assessed with a radar sensor, a thermal camera, and wrist worn smartwatches. Additionally, participants will answer a short daily questionnaire. Read more about this study
- Who is it for?
- Ages 18 years and older
- Conditions the study is for
- Diabetes, Hypoglycemia, Hyperglycemia
- How many people
- 37 participants
- Where
- 1 siteSwitzerland
- Study dates
- 14 Feb 2023to 26 Sep 2024
- Phase
- Observational
- Are there results?
- None posted in the registry
Key requirements
Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.
- Ages 18 years and older
- All sexes
- No healthy volunteers
- Adult, Older adult
Study population: Patients with type 1 or type 2 diabetes mellitus on an insulin therapy or with non-insulin antidiabetic medication.
Who may be able to join
- Informed consent as documented by signature
- Age ≥ 18 years
- Patients at the outpatient clinics or from a referring diabetologist with a diagnostic CGM according to best medical practice
- Patients with diabetes mellitus on an insulin therapy or with non-insulin antidiabetic medication with the potential to induce hypoglycemia
- HbA1c value between 6% and 10% (inclusive) within 6 months prior to inclusion
Who cannot join
- Wearables cannot be attached around the wrist of the patient
- Known allergies to components of the wearables
- Female subjects: pregnancy, lactation period, lack of a negative urine pregnancy test (except in case of menopause, sterilization or hysterectomy), or unwilling to use a contraception during the study (for sexually active subjects of childbearing potential)
- Known cardiac arrhythmia (e.g., atrial flutter or fibrillation, Atrioventricular-reentry tachycardia, Atrioventricular block > grade 1)
- Pacemaker or ICD (implantable cardioverter defibrillator)
- Treatment with antiarrhythmic drugs or beta-blockers
Show all 12Show fewer
- Drug or alcohol abuse
- Inability to follow the procedures of the study, e.g. due to language problems, psychological disorders, dementia, etc. of the participant
- Physical or psychological disease likely to interfere with the normal conduct of the study and interpretation of the study results as judged by the investigator
- Any illness or use of medications that could affect sleep patterns (including sleep apnea)
- Dependency from the sponsor or the clinical investigator
- Participation in another investigation with an investigational drug or a pre-market medical device within the 30 days preceding and during the present investigation
Trial locations and contacts
1 site in 1 country.
Switzerland1 site
Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Inselspital Bern, University and University Hospital Bern
Bern, 3010
About this study
Official title: Investigating the Relationship Between Nocturnal Glucose Levels and Motion During Sleep - The Moonwalk Pilot-Study
In this study the investigators will explore whether the motion during sleep of people with diabetes changes as a function of the blood glucose levels. The motion will be assessed with a radar sensor, a thermal camera, and wrist worn smartwatches. Additionally, participants will answer a short daily questionnaire. Data will be collected for 10 days and analyzed at the end of the study.
- Conditions
- Diabetes, Hypoglycemia, Hyperglycemia
- Medical subject headings
- Diabetes Mellitus, Hypoglycemia, Hyperglycemia
What is being measured
The primary outcome is the main question the study is designed to answer.
Area under the receiver operator characteristics curve (AUROC) in detecting nocturnal level 1 hypoglycemia based on motion data obtained by radar signals
Level 1: glucose < 3.9 mmol/L
Motion data obtained from radar signals
Measured: For the entire wear time of the diagnostic continuous glucose monitor (CGM), up to 10 days
Secondary outcomes (19)
Correlation coefficient between nocturnal glucose levels and motion
Nocturnal glucose will be measured with a CGM and motion will be measured with the radar signal as average dispersion index across all range bins in the range-doppler map
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Correlation coefficient between nocturnal glucose levels and motion
Nocturnal glucose will be measured with a CGM and motion will be measured with the radar signal as the average of detected points in the 3D point cloud from the radar sensor
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Correlation coefficient between nocturnal glucose levels and physiological data
Nocturnal glucose will be measured with a CGM and physiological data, i.e., heart rate, heart rate variability, respiratory rate, will be gathered from smartwatches.
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Correlation coefficient between nocturnal glucose levels and physiological data and radar data
Nocturnal glucose will be measured with a CGM and physiological data, i.e., heart rate, heart rate variability, respiratory rate, will be gathered from smartwatches. Motion will be measured with the radar signal as the average dispersion index across all range bins in the range-doppler map or the average of detected points in the 3D point cloud from the radar sensor
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Time spent in euglycemia
Glucose will be measured with a CGM. Euglycemia is defined as 4.0 - 10.0 mmol/L. The time will be illustrated as percent of CGM measurements within this range.
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Time spent below 3.9 mmol/L
Glucose will be measured with a CGM. The time will be illustrated as percent of CGM measurements.
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Time spent below 3.0 mmol/L
Glucose will be measured with a CGM. The time will be illustrated as percent of CGM measurements.
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Time spent above 10.0 mmol/L
Glucose will be measured with a CGM. The time will be illustrated as percent of CGM measurements.
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Time spent above 13.9 mmol/L
Glucose will be measured with a CGM. The time will be illustrated as percent of CGM measurements.
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Course of nocturnal glucose levels
Glucose will be measured with a CGM in mmol/L
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Course of nocturnal motion according to thermal camera measurements
Glucose will be measured with a CGM and thermal camera measurements
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Course of nocturnal hypoglycemia symptoms according to thermal camera measurements and/or physiological data
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Glucose level at start of hyperglycemia symptoms
Measured by CGM
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Glucose level at start of hypoglycemia symptoms
Measured by CGM
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
AUROC in detecting nocturnal hyperglycemia based on motion data (radar signals)
Glucose > 10.0 mmol/L
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
AUROC in detecting nocturnal level 2 hypoglycemia based on motion data
Glucose < 3 mmol/L
Motion data extracted from radar signals
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
AUROC in detecting nocturnal hyperglycemia, nocturnal level 1 and level 2 hypoglycemia based on motion data, physiological data, and Artificial Intelligence
Level 1: glucose < 3.9 mmol/L
Level 2: glucose < 3 mmol/L motion data extracted from radar signals
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
AUROC in classifying nocturnal dysglycemia symptoms based on motion data, physiological data, and Artificial Intelligence
Dysglycemia: <4.0 and >10.0 mmol/L
Motion data extracted from radar signals
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
AUROC in classifying motion patterns according to thermal camera measurements based on motion data, physiological data, and Artificial Intelligence
Motion data extracted from radar signals
Measured: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Timeline
From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.
- First posted8 Nov 2022
- Study start14 Feb 2023
- Primary completion26 Sep 2024
- Study completion26 Sep 2024
Resources
- Official record on ClinicalTrials.govThe registry entry this page is built from, with its full change history.
- Other trials for DiabetesStudies of the same condition, open and under way.
- More trials run by University of BernThe sponsor's other registered studies.
- What the trial phases meanHow a treatment moves from first tests in people to approval.
More details
For doctors and researchers: how the study is designed, who runs it, and its registry IDs.
Study design
- Study type
- Observational
- Observational model
- Other
- Time perspective
- Prospective
- Enrolment
- 37 participants (actual)
Sponsor and investigators
- Lead sponsor
- University of Bern
- Sponsor type
- University, hospital or other
- Collaborators
- Insel Gruppe AG, University Hospital Bern, DCB Research AG
- Responsible party
- Sponsor
- Investigators
- Markus Laimer, Prof.Dr.med., Principal investigator, InselspitalLilian Witthauer, Prof.Dr., Study director, University of Bern
IDs, dates and publications
- ClinicalTrials.gov ID
- NCT05609175
- Sponsor's protocol ID
- Moonwalk Pilot
- Acronym
- Moonwalk
- Status last verified
- Oct 2024
- First submitted
- 1 Nov 2022
- Last updated
- 18 Oct 2024
- Results posted
- No
- Data monitoring committee
- No
- FDA-regulated drug
- No
- FDA-regulated device
- No
Study at a glance
From the registry record, last updated by the sponsor on 18 Oct 2024. Recruitment status is as the sponsor reported it: confirm with the study team.
- Official title
- Investigating the Relationship Between Nocturnal Glucose Levels and Motion During Sleep - The Moonwalk Pilot-Study
- ClinicalTrials.gov ID
- NCT05609175
- Acronym / sponsor ID
- Moonwalk / Moonwalk Pilot
- Conditions
- Diabetes, Hypoglycemia, Hyperglycemia
- Study type
- Observational
- Recruitment status
- Completed
- Enrolment
- 37 participants (actual)
- Lead sponsor
- University of BernUniversity, hospital or other
- Collaborators
- Insel Gruppe AG, University Hospital Bern, DCB Research AG
- Study start
- 14 Feb 2023 (actual)
- Primary completion
- 26 Sep 2024 (actual)
- Study completion
- 26 Sep 2024 (actual)
- First posted
- 8 Nov 2022 (actual)
- Results
- Not posted in the source record
Clinical summary
The research question as the sponsor registered it. This describes what the study plans to test, not what it found.
In this study the investigators will explore whether the motion during sleep of people with diabetes changes as a function of the blood glucose levels. The motion will be assessed with a radar sensor, a thermal camera, and wrist worn smartwatches. Additionally, participants will answer a short daily questionnaire. Data will be collected for 10 days and analyzed at the end of the study.
Study design
- Observational model
- Other
- Time perspective
- Prospective
Who may qualify
- Ages
- 18 years and older
- Sex
- All
- Healthy volunteers
- Not accepted
- Age groups
- Adult, Older adult
- Study population
- Patients with type 1 or type 2 diabetes mellitus on an insulin therapy or with non-insulin antidiabetic medication.
Key inclusion criteria (5 listed)
- Informed consent as documented by signature
- Age ≥ 18 years
- Patients at the outpatient clinics or from a referring diabetologist with a diagnostic CGM according to best medical practice
- Patients with diabetes mellitus on an insulin therapy or with non-insulin antidiabetic medication with the potential to induce hypoglycemia
- HbA1c value between 6% and 10% (inclusive) within 6 months prior to inclusion
Key exclusion criteria (12 listed)
- Wearables cannot be attached around the wrist of the patient
- Known allergies to components of the wearables
- Female subjects: pregnancy, lactation period, lack of a negative urine pregnancy test (except in case of menopause, sterilization or hysterectomy), or unwilling to use a contraception during the study (for sexually active subjects of childbearing potential)
- Known cardiac arrhythmia (e.g., atrial flutter or fibrillation, Atrioventricular-reentry tachycardia, Atrioventricular block > grade 1)
- Pacemaker or ICD (implantable cardioverter defibrillator)
Eligibility is decided by the study team after screening; this overview does not establish that a patient qualifies. Full inclusion and exclusion criteria.
Primary outcome
Area under the receiver operator characteristics curve (AUROC) in detecting nocturnal level 1 hypoglycemia based on motion data obtained by radar signals
Time frame: For the entire wear time of the diagnostic continuous glucose monitor (CGM), up to 10 days
Level 1: glucose < 3.9 mmol/L Motion data obtained from radar signals
19 secondary outcomes
Correlation coefficient between nocturnal glucose levels and motion
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Correlation coefficient between nocturnal glucose levels and motion
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Correlation coefficient between nocturnal glucose levels and physiological data
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Correlation coefficient between nocturnal glucose levels and physiological data and radar data
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Time spent in euglycemia
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Time spent below 3.9 mmol/L
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Time spent below 3.0 mmol/L
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Time spent above 10.0 mmol/L
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Time spent above 13.9 mmol/L
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Course of nocturnal glucose levels
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Course of nocturnal motion according to thermal camera measurements
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Course of nocturnal hypoglycemia symptoms according to thermal camera measurements and/or physiological data
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Glucose level at start of hyperglycemia symptoms
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Glucose level at start of hypoglycemia symptoms
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
AUROC in detecting nocturnal hyperglycemia based on motion data (radar signals)
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
AUROC in detecting nocturnal level 2 hypoglycemia based on motion data
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
AUROC in detecting nocturnal hyperglycemia, nocturnal level 1 and level 2 hypoglycemia based on motion data, physiological data, and Artificial Intelligence
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
AUROC in classifying nocturnal dysglycemia symptoms based on motion data, physiological data, and Artificial Intelligence
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
AUROC in classifying motion patterns according to thermal camera measurements based on motion data, physiological data, and Artificial Intelligence
Time frame: For the entire wear time of the diagnostic continuous glucose monitor, up to 10 days
Results and safety
The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.
Research links
- Official record on ClinicalTrials.govLast updated by the sponsor 18 Oct 2024.
Related trials for Diabetes
Not yet recruitingPhase 3
Efficacy and Safety of Once-Weekly SHR-3167 Compared With Once-Daily Insulin Glargine in Adults With Insulin-Naive Type 2 Diabetes
Type 2 Diabetes
Active, not recruiting
Digital Reinforcement of Motivational Interviewing Micro-Skills Among Primary Care Healthcare Professionals
Hypertension (Without Type 2 Diabetes Mellitus)
Recruiting
Effects of Lean Pork Loin Intake on Protein Homeostasis and Glucose Regulation in Prediabetic Adults
Hyperglycaemia (Non Diabetic), Prediabetes
Recruiting
PAW-Hydrogel for Chronic Wound Healing
Diabetic Foot Ulcer (DFU), Pressure Ulcer (PU)
Recruiting
Investigating Vascular Properties of HEMI and SPG Signals in Individuals With or at Risk for Chronic Kidney Disease
Chronic Kidney Disease, Hypertension (HTN)
Referral and contact
AzTrials does not enrol participants or take referrals. Contact the study team or a site listed below; they decide who can take part. This study is not recruiting at the moment.
Markus Laimer, Prof.Dr.med. principal investigator
Inselspital
Lilian Witthauer, Prof.Dr. study director
University of Bern
1 site in 1 country: see every site and its status.
Questions about this trial
What is this clinical trial studying?
An observational study of Diabetes and Hypoglycemia, run by University of Bern at 1 site in Switzerland.
The full registered description is in the About this study section and the official record.
Who may be eligible to take part?
The sponsor lists 5 inclusion and 12 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.
Is this clinical trial currently recruiting?
The record says: finished, as of the sponsor's last update on 18 Oct 2024. Status can change between updates, so confirm with the study contact before making plans.
Where is the study taking place?
The record lists 1 site in Switzerland. Whether a site is taking part right now should be confirmed with that site. See every site.
What are the possible benefits and risks?
They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.
Are results available for this study?
The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.
How can a doctor refer a patient or contact the research team?
The record lists no contact. The official record names the sponsor, who can be asked directly. AzTrials does not enrol participants or take referrals.
What does the primary outcome measure?
Area under the receiver operator characteristics curve (AUROC) in detecting nocturnal level 1 hypoglycemia based on motion data obtained by radar signals (time frame: For the entire wear time of the diagnostic continuous glucose monitor (CGM), up to 10 days). It is what the study was designed to measure, not a finding.
Where can I read the original study information?
Does a listing mean the treatment is approved or proven to work?
No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.
How often is this information updated?
AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 18 Oct 2024.