MPC Versus PID for Closed Loop Insulin Delivery
Use of a PID (Proportional-Integral-Derivative) Controller Versus an MPC (Model Predictive Control) Controller Algorithm and Health Monitoring System (HMS) for Closed-Loop Insulin Delivery
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
-
-
California
-
Santa Barbara, California, United States, 93105
- William Sansum Diabetes Center
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Genders Eligible for Study
Description
Inclusion Criteria:
- Clinical diagnosis of type 1 diabetes for at least one year and using an insulin pump for at least 6 months with commercially available rapid acting insulin.
- The diagnosis of type 1 diabetes is based on the investigator's judgment; C peptide level and antibody determinations are not needed.
- Age 21 to 65 years
- For females, not currently known to be pregnant or nursing
- HbA1c between 5 to 10%, as measured with DCA2000 or equivalent device
- Willing to perform the calibration of the study CGMs using a fingerstick only and willing to follow instructions for insulin pump and CGM wear.
- Willing to use the study CGM and study insulin pump during closed-loop.
- Able to and agrees to avoid the following medication starting 24 hours before sensor wear through completion of the close loop study visit: acetaminophen, prednisone, and pseudoephedrine.
- An understanding of and willingness to follow the protocol and sign the informed consent.
Exclusion Criteria:
- Exhibit hypoglycemia unawareness.
- Indications of cardiac arrhythmia.
- Pregnancy (as determined by a positive blood pregnancy test performed in females of childbearing capacity during screening visit and urine test at time of admission for in-patient visit) or nursing mother.
- Diabetic ketoacidosis in the past 6 months prior to enrollment requiring emergency room visit or hospitalization
- Severe hypoglycemia resulting in seizure or loss of consciousness in the 12 months prior to enrollment
- Current treatment for a seizure disorder; Subjects with a history of seizures may be included in the study if they receive written clearance from their neurologist
- Active infection
- A known medical condition that in the judgment of the investigator might interfere with the completion of the protocol such as cognitive deficit.
- Mental incapacity, unwillingness or language barriers precluding adequate understanding or co-operation, including subjects not able to read or write.
- Coronary artery disease or heart failure.
- Subjects with a history of coronary artery disease may be included in the study if they receive written clearance from their cardiologist
- Presence of a known adrenal disorder
- Active gastroparesis
- If on antihypertensive, thyroid, anti-depressant or lipid lowering medication, lack of stability on the medication for the past 2 months prior to enrollment in the study
- Uncontrolled thyroid disease; Adequately treated thyroid disease and celiac disease do not exclude subjects from enrollment
- Abuse of alcohol
- Current use of a beta blocker medication
- Laboratory results:
Hematocrit < 30% or >55% A1C > 10% Abnormal liver or renal function (Transaminase >2 times the upper limit of normal, Creatinine> 1.5 mg/dL) Labs drawn at screening visit or within one month prior to screening (for other purposes) will suffice for enrollment purposes related to hematocrit
- Subject has skin conditions that, in the determination of the investigator, would preclude wearing the study devices (infusion set and sensor), in the abdomen. Examples include but are not limited to: psoriasis, burns, scaring, eczema, tattoos, and significant hypertrophy at sites of device wear; any known allergy to medical adhesives.
- Currently on long-term treatment using prednisone. If subject had been on short term treatment of prednisone, defer enrollment until underlying condition and prednisone treatment have resolved.
- Allergy to study drug, food or other study material.
- Clinically significant screening ECG, physical examination, laboratory test, or vital sign abnormality.
- Exposure to any investigational drug within 30 days.
- History of malignancy within the 5 years before screening (other than basal cell carcinoma).
- Currently smoking or discontinued smoking (including cigarettes, cigars, pipes) over the past 6 months.
- Current participation in another investigational trial.
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Treatment
- Allocation: Randomized
- Interventional Model: Crossover Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
No Intervention: Open-Loop Care
The subjects Open-Loop Care for the 24-hour period prior to each study sessions assessed for time in the target range 70-180 mg/dL, and frequency of hypoglycemia and hyperglycemia as assessed by CGM.
|
|
|
Experimental: PID algorithm with HMS
Subjects will be treated with closed-loop care for 27.5h using a proportional-integral-derivative (PID) control algorithm, incorporating a personalized model of glucose-insulin dynamics. The health monitoring system (HMS) predicts impending hypoglycemia, and will be used in both experimental arms as an important safety feature of the device. |
|
|
Experimental: MPC algorithm with HMS
Subjects will be treated with closed-loop care for 27.5h using a model predictive control (MPC) control algorithm with HMS, using the identical model as in the first experimental arm. The health monitoring system (HMS) predicts impending hypoglycemia, and will be used in both experimental arms as an important safety feature of the device. |
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Time spent in safe blood glucose range
Time Frame: 27.5-hours
|
The percentage of time spent in safe blood glucose range of 70-180 mg/dl, comparing MPC, PID and the 24-hour period of Open-Loop Care just prior to each study session.
More time spent inside the desired range will be considered successful.
|
27.5-hours
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Glucose level extremes and need for outside intervention
Time Frame: 27.5-hours
|
The secondary endpoint measures glucose extremes (the time spent in the hypoglycemic range <70 mg/dl, time spent in the hyperglycemic range >180 mg/dl) and the need for outside intervention to prevent hypoglycemia or hyperglycemia comparing MPC, PID and the 24-hour period of Open-Loop Care just prior to each study session.
Interventions would be insulin injections or oral carbohydrates given to the subject by the physician, as well as alerts from the health monitoring system.
No need for physician intervention will be considered a successful outcome.
|
27.5-hours
|
Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Investigators
Investigators
- Principal Investigator: Eyal Dassau, PhD, University of California, Santa Barbara
- Principal Investigator: Francis J Doyle III, PhD, University of California, Santa Barbara
Publications and helpful links
Study record dates
Study Major Dates
Study Start
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 (Estimate)
First Posted
Study Record Updates
Last Update Posted (Estimate)
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
- 13-68u
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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