Proof of Concept - Identification of Patient-specific Parameters for Bolus Calculators for Type 1 Diabetes (POC-IDENTITY-1)
Proof of Concept Study for the Identification of Patient-specific Parameters for Bolus Calculators in Type 1 Diabetic Patients
The adoption of bolus calculators has been limited by the slow speed of the current trial and error approach. The goal of this project is to automate the determination of patient specific insulin pump parameters based on current automatic electronic logbooks of glucose measurements, carbohydrate intake, and insulin usage, by means of a mathematical model. More specifically, the investigators are interested in computing the carbohydrate to insulin ratio (CIR) and insulin sensitivity factor (ISF), which are the main parameters of bolus calculators.
The present study is a proof-of-concept, open label, single arm clinical trial to validate the new method and refine both the mathematical model and the numerical techniques in well-regulated and disciplined type 1 diabetic subject.
The study is a "trial" of the selected underlying mathematical model and the associated algorithms to simulate the glucose values of a patient with uncertain meal-data.
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Detailed Description
After signing informed consent and checking eligibility criteria participants will receive uniform education related to self-monitoring of blood glucose and continuous glucose monitoring (CGM) using the CGM sensor as well as on the bolus calculator (BC). The study will take three weeks (or three sensors) per patient.
Patients should live a close to normal life and should participate in their normal daily activities. During the study, patients must consequently keep using the BC of their insulin pump, record in the insulin pump when they eat extra food outside their regular meals and when they inject extra insulin without the use of their insulin pump. Faulty 'meal markers' have to be noted in a booklet and patients will also have to take pictures of their plate for each meal or record their meals in detail in a booklet. Patients should also consequently shut off insulin delivery when they disconnect their insulin pump and write it down in a booklet. The patients will be asked to wear an activity tracker (i.e. Fitbit), this data will help in the refinement of the model and will be used for research later in the same project.
During the study, patients must skip a total of three meals: breakfast, lunch and dinner (not on the same day, but within the three weeks). This gives the investigators a period of measurements in which they know that there are no significant amounts of unpredictable carbohydrates in the blood. Patients can give correction insulin or take extra fast carbohydrates to correct the glycaemia when needed and record this in the insulin pump or in a booklet. The fast rescue carbohydrates should be in the form of Dextro energy tablets (provided by the study team).
After the three weeks, patients will come back to the hospital where the study team will download data from the insulin pump, CGM sensor, and activity tracker. The booklet and photographs of the meals will be handed over to the study team. This is the end of the study for the patient. The collected patient data will further be used to assess the model fit of the chosen mathematical model as in, i.e. the investigators evaluate how well the model is able to reproduce the collected data.
Study Type
Study Type
Enrollment (Actual)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Locations
-
-
-
Leuven, Belgium, 3000
- UZ Leuven
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Genders Eligible for Study
Description
Inclusion Criteria:
- Signed informed consent
- Patient followed at the endocrinology department of UZ Leuven
- Type 1 diabetes
- Treated with subcutaneous insulin pump (CSII) for more than 12 weeks
- Using a continuous glucose monitor (CGM) for more than 12 weeks
- No known diabetic gastroparesis
- C-peptide negative
- HbA1c between 6-10%
- Using, or willing to use, the bolus calculator
Exclusion Criteria:
- Type 2 diabetes, patients with secondary diabetes
- Patients treated with multiple daily insulin injections or begin of treatment with CSII less than 12 weeks before inclusion
- Known diabetic gastroparesis
- C-peptide positive
- HbA1c < 6% or > 10%
- Not using or not willing to use the bolus calculator
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Other
- 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: Study Arm
We will gather data from this group of patients.
|
Gathering data about sleep, heart rate, carbohydrate intake, insulin pump, continuous glucose sensor, meals.
|
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Accepting mathematical model
Time Frame: three weeks
|
The primary outcome measure will be to accept or reject the mathematical model by calculating mean-squared error differences with the data.
|
three weeks
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
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
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- BolusCalc
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
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