The Pediatric Artificial Pancreas Automated Initialization Trial (PEDAP-AI)
The Pediatric Artificial Pancreas Automated Initialization Trial (PEDAP-AI): A Pilot Study of AI Advisor-Driven Pump Initiation and Parameter Adaptation in Young Children With Type 1 Diabetes
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 Contact
Study Contact
- Name: Marc D Breton, Ph.D.
- Phone Number: 4349826484
- Email: mb6nt@virginia.edu
Study Contact Backup
- Name: Emma G Emory, RN
- Phone Number: 4342433992
- Email: ee9m@uvahealth.org
Study Locations
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California
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Stanford, California, United States, 94305
- Stanford University
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Colorado
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Aurora, Colorado, United States, 80045
- Barbara Davis Center, University of Colorado
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Virginia
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Charlottesville, Virginia, United States, 22903
- University of Virginia
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Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Child
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- Clinical diagnosis, based on investigator assessment, of type 1 diabetes for at least 1 month
- Familiarity and use of a carbohydrate ratio for meal boluses
- Age ≥2 and <6 years old
- Using a Dexcom CGM at the time of enrollment, with use on at least 21 out of the prior 28 days
- Living with one or more parent/legal guardian knowledgeable about emergency procedures for severe hypoglycemia and able to contact emergency services and study staff
- Parent/guardian has a phone that can run the Tandem t:connect Mobile App (typically Android 10 or above or iPhone Operating System (iOS) 15 or above)
- Willingness to use the t:connect Mobile App as needed during the study and ensure connectivity for a data upload at least once per day
- Investigator has confidence that the parent can successfully operate all study devices and is capable of adhering to the protocol
- Willingness to switch to lispro (Humalog) or aspart (Novolog) if not using already, and to use no other insulin besides lispro (Humalog) or aspart (Novolog) during the study for participants using a study162 provided Tandem pump during the study
- Total daily insulin dose (TDD) at least 5 Units/day
- Body weight at least 20 pounds (lbs)
- Willingness not to start any new non-insulin glucose-lowering agent during the course of the trial
- Participant and parent(s)/guardian(s) willingness to participate in all training sessions as directed by study staff
- Parent/guardian proficient in reading and writing English
- Live in the United States, with no plans to move outside the United States during the study period
Exclusion Criteria:
- Concurrent use of any non-insulin glucose-lowering agent (including GLP-1 agonists, Symlin, DPP-4 inhibitors, SGLT-2 inhibitors, sulfonylureas)
- Hemophilia or any other bleeding disorder
- History of >1 severe hypoglycemic event with seizure or loss of consciousness in the last 3 months
- History of >1 diabetic ketoacidosis (DKA) event in the last 6 months not related to illness, infusion set failure, or initial diagnosis
- History of chronic renal disease or currently on hemodialysis
- History of adrenal insufficiency
- Hypothyroidism that is not adequately treated in the opinion of the investigator
- Use of oral or injectable steroids within the last 8 weeks
- Known, ongoing adhesive intolerance
- Plans to receive blood transfusions or erythropoietin injections during the course of the study
- A condition, which in the opinion of the investigator or designee, would put the participant or study at risk
- Participation in another pharmaceutical or device trial at the time of enrollment or during the study
- Having immediate family members employed by Tandem Diabetes Care, Inc. or Dexcom, Inc., or having a direct supervisor at place of employment who is also directly involved in conducting the clinical trial (as a study investigator, coordinator, etc.); or having a first-degree relative who is directly involved in conducting the clinical trial
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Treatment
- 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 |
|---|---|
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Experimental: AI Advisor-driven at-home closed loop system initiation and parameter adaptation
In this single-arm intervention trial, all participants will use the study system (t:slim X2 with Control-IQ Technology and Dexcom Continuous Glucose Monitor) in closed-loop mode for 8 weeks at home with periodic parameter adjustment driven by an AI-based Advisor system.
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Tandem t:slim X2 with Control-IQ and t:connect mobile application and Dexcom G6 or G7 system, connected to UVA cloud-based Physician Dashboard with insulin pump parameters driven by an AI-based Advisor system.
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What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
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Safety Endpoint (Tested for Non-inferiority Compared to Baseline) CGM Measured (a)
Time Frame: Baseline and Weeks 1-8
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% of time below 54 mg/dL
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Baseline and Weeks 1-8
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Safety Endpoint (Tested for Non-inferiority Compared to Baseline) CGM Measured (b)
Time Frame: Baseline and Weeks 1-8
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% of time above 250 mg/dL
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Baseline and Weeks 1-8
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Hierarchical Efficacy Endpoints (Tested for Superiority Compared With Baseline) CGM Measured (a)
Time Frame: Baseline and Weeks 1-8
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% of time in range 70-180 mg/dL
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Baseline and Weeks 1-8
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Hierarchical Efficacy Endpoints (Tested for Superiority Compared With Baseline) CGM Measured (b)
Time Frame: Baseline and Weeks 1-8
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Mean glucose
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Baseline and Weeks 1-8
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Hierarchical Efficacy Endpoints (Tested for Superiority Compared With Baseline) CGM Measured (c)
Time Frame: Baseline and Weeks 1-8
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% of time >250 mg/dL
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Baseline and Weeks 1-8
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Hierarchical Efficacy Endpoints (Tested for Superiority Compared With Baseline) CGM Measured (d)
Time Frame: Baseline and Weeks 1-8
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% of time <70 mg/dL
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Baseline and Weeks 1-8
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Hierarchical Efficacy Endpoints (Tested for Superiority Compared With Baseline) CGM Measured (e)
Time Frame: Baseline and Weeks 1-8
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% of time <54 mg/dL
|
Baseline and Weeks 1-8
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Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
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CGM Measured Time in Range
Time Frame: Baseline and Weeks 1-8
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% of time spent within range 70 mg/dL-140 mg/dL.
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Baseline and Weeks 1-8
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CGM Measured (a)
Time Frame: Baseline and Weeks 1-8
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% of time >180 mg/dL
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Baseline and Weeks 1-8
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CGM Measured (b)
Time Frame: Baseline and Weeks 1-8
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% of time >300 mg/dL
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Baseline and Weeks 1-8
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CGM Measured (c)
Time Frame: Baseline and Weeks 1-8
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% of time <60 mg/dL
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Baseline and Weeks 1-8
|
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CGM Measured (d)
Time Frame: Baseline and Weeks 1-8
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Glucose standard deviation
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Baseline and Weeks 1-8
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CGM Measured (e)
Time Frame: Baseline and Weeks 1-8
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Glucose coefficient of variation
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Baseline and Weeks 1-8
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CGM Measured (f)
Time Frame: Baseline and Weeks 1-8
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The high blood glucose index (HBGI) is based on a nonlinear transformation of blood glucose values that corrects for the asymmetry of the glucose scale.
This transformation maps glucose values into a risk space (minimum risk = 0), where higher values correspond to higher risk.
Values below 10 suggest low to moderate risk.
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Baseline and Weeks 1-8
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CGM Measured (g)
Time Frame: Baseline and Weeks 1-8
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The low blood glucose index (LBGI) is based on a nonlinear transformation of blood glucose values that corrects for the asymmetry of the glucose scale.
This transformation maps glucose values into a risk space (minimum risk = 0), where higher values correspond to higher risk.
Values <1 suggest low risk of hypoglycemia.
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Baseline and Weeks 1-8
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CGM Measured (h)
Time Frame: Baseline and Weeks 1-8
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Weekly hyperglycemic event rate
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Baseline and Weeks 1-8
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CGM Measured (i)
Time Frame: Baseline and Weeks 1-8
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Weekly hypoglycemic event rate
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Baseline and Weeks 1-8
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Binary Outcome 1
Time Frame: Baseline and Weeks 1-8
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Number of participants whose % of time in range 70-180 mg/dL improved by 5% or more from baseline to 8 weeks.
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Baseline and Weeks 1-8
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Binary Outcome 2
Time Frame: Baseline and Weeks 1-8
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Number of participants whose % of time in range 70-180 mg/dL improved by 10% or more from baseline to 8 weeks.
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Baseline and Weeks 1-8
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Binary Outcome 3
Time Frame: Baseline and Weeks 1-8
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Participants with % of time in range 70-180 mg/dL >70% and % of time <70 mg/dL <4%
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Baseline and Weeks 1-8
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Total Daily Insulin
Time Frame: Baseline and Weeks 1-8
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Total daily insulin (units/kg)
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Baseline and Weeks 1-8
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Basal Insulin
Time Frame: Baseline and Weeks 1-8
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Percentage of total insulin delivered via basal administration.
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Baseline and Weeks 1-8
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Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Investigators
Investigators
- Study Director: John Lum, MS, Jaeb Center for Health Research
- Study Chair: Marc D Breton, Ph.D., University of Virginia Center for Diabetes Technology
- Principal Investigator: Raj P Wadwa, MD, Barbara Davis Center, University of Colorado
Publications and helpful links
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 (Estimated)
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
- 230262
- U01DK127551-03 (U.S. NIH Grant/Contract)
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
IPD Plan Description
IPD Sharing Time Frame
IPD Sharing Access Criteria
IPD Sharing Supporting Information Type
- STUDY_PROTOCOL
- SAP
- ICF
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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