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Feasibility of a Decision Support System to Reduce Glucose Variability in Subject With T1DM

Primary Purpose

Type 1 Diabetes Mellitus

Status
Completed
Phase
Not Applicable
Locations
United States
Study Type
Interventional
Intervention
Decision Support System
Usual Care
Sponsored by
University of Virginia
About
Eligibility
Locations
Arms
Outcomes
Full info

About this trial

This is an interventional treatment trial for Type 1 Diabetes Mellitus focused on measuring Type 1 Diabetes Mellitus (T1DM), Artificial Pancreas Project (APP), Diabetes Assistant (DiAs), Insulin Pump, Continuous Glucose Monitor, Exercise, Glucose Variability, Decision Support System, Multiple Daily Injections (MDI)

Eligibility Criteria

21 Years - 65 Years (Adult, Older Adult)All SexesDoes not accept healthy volunteers

Inclusion Criteria:

  1. Clinical diagnosis based on investigator assessment, of type 1 diabetes for at least one year and either using insulin pump therapy for at least 6 months or MDI therapy (consisting of a of Lantus [glargine], Tresiba [degludec], or Levemir [Detemir] plus rapid-acting meal insulin) for at least 6 months; 1-2 basal insulin injections per day, consistent in timing and amount.

    A. Historical criteria for documented hyperglycemia (at least 1 must be met):

    i. Fasting glucose ≥126 mg/dL. ii. Two-hour OGTT glucose ≥200 mg/dL. iii. Hemoglobin A1c ≥6.5% documented. iv. Random glucose ≥200 mg/dL with symptoms. v. No data at diagnosis is available but the participant has a convincing history of hyperglycemia consistent with diabetes.

    B. Historical criteria for requiring insulin at diagnosis (1 must be met):

    i. Participant required insulin at diagnosis and continually thereafter. ii. Participant did not start insulin at diagnosis but upon investigator review likely needed insulin (significant hyperglycemia that did not respond to oral agents) and did require insulin eventually and used continually.

    iii. Participant did not start insulin at diagnosis but continued to be hyperglycemic, had positive islet cell antibodies - consistent with latent autoimmune diabetes in adults (LADA) and did require insulin eventually and used continually.

  2. Age 21- 65years old.
  3. Females, not currently known to be pregnant. If female and sexually active, must agree to use a form of contraception to prevent pregnancy while participating in the study. A negative urine/blood pregnancy test will be required for all premenopausal women who are not surgically sterile. Subjects who become pregnant will be discontinued from the study.
  4. Demonstration of proper mental status and cognition for the study
  5. MDI subjects should be administering the Lantus (glargine), Tresiba [degludec], or Levemir [Detemir] dose at approximately the same time each day.
  6. CSII subjects must currently be using the bolus calculator function of the current insulin pump with pre-defined parameters for glucose goal, carbohydrate ratio, and insulin sensitivity factor.
  7. MDI users must currently be using Intensive Insulin Therapy including carbohydrate counting and use of pre-defined parameters for glucose goal, carbohydrate ratio, and insulin sensitivity factor.
  8. Willing to use Humalog (lispro) or Novolog (aspart) insulin during the study procedures for MDI subjects.
  9. CSII subjects must be willing to use the current bolus calculator pump parameters and enter all carbohydrate intake into the pump during the 28 day data collection period.
  10. MDI users must be willing to use their carbohydrate counting parameters for all meal dosing and enter the information into the MySugr app.
  11. Ability to access the Internet to provide data to the clinical team or to travel to the research center so that the study equipment and personal pump can be downloaded.
  12. An understanding of and willingness to follow the protocol and sign the informed consent.

Exclusion Criteria: The presence of any of the following is an exclusion for the study:

  1. Diabetic ketoacidosis (DKA) in the 6 months prior to enrollment.
  2. Severe hypoglycemia resulting in seizure or loss of consciousness in the 6 months prior to enrollment.
  3. Current treatment of a seizure disorder.
  4. Coronary artery disease or heart failure, unless written clearance is received from a cardiologist.
  5. Atrial or ventricular arrhythmias (benign premature atrial contractions [PACs] and premature ventricular contractions [PVCs] allowed)
  6. Cystic fibrosis.
  7. Pregnancy, breast-feeding, or intention of becoming pregnant over time of study procedures.
  8. A known medical condition that in the judgment of the investigator might interfere with the completion of the protocol such as the following examples:

    i. Inpatient psychiatric treatment in the past 6 months ii. Presence of a known adrenal disorder iii. Abnormal liver function test results (Transaminase >2 times the upper limit of normal); testing required for subjects taking medications known to affect liver function or with diseases known to affect liver function iv. Abnormal renal function test results (calculated GFR <60 mL/min/1.73m2); testing required for subjects with diabetes duration of greater than 5 years post onset of puberty v. Active gastroparesis vi. 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 vii. Uncontrolled thyroid disease (TSH undetectable or >10 mlU/L); testing required within three months prior to admission for subjects with a goiter, positive antibodies, or who are on thyroid hormone replacement, and within one year otherwise viii. Abuse of alcohol or recreational drugs ix. Infectious process not anticipated to be resolved prior to study procedures (e.g. meningitis, pneumonia, osteomyelitis, deep tissue infection).

    x. Uncontrolled arterial hypertension (Resting diastolic blood pressure >100 mmHg and/or systolic blood pressure >180 mmHg).

    xi. Oral steroids xii. Uncontrolled microvascular complications such as current active proliferative diabetic retinopathy defined as proliferative retinopathy requiring treatment (e.g. laser therapy) in the past 12 months.

  9. A recent injury to body or limb, muscular disorder, use of any medication, any carcinogenic disease, or other significant medical disorder if that injury, medication or disease in the judgment of the investigator will affect the completion of the protocol.
  10. Basal Rates <0.01 units/hour for CSII subjects.
  11. More than one basal dose per day for MDI subjects
  12. Allergy for or intolerance of both Novolog (aspart) and Humalog (lispro) insulin for MDI subjects.
  13. Diagnosed food allergies.
  14. Current use of the following drugs and supplements:

    i. Regular acetaminophen user, or not willing to suspend acetaminophen 24 hours before and during the entire length of the trial ii. Any other medication that the investigator believes is a contraindication to the subject's participation

  15. Any reason for which the study MD considers the subject not properly fitted for the trial (i.e. insulin pump that does not record what is needed for the trial).
  16. Current enrollment in another clinical trial.

Sites / Locations

  • University of Virginia Center for Diabetes Technology

Arms of the Study

Arm 1

Arm 2

Arm Type

Experimental

Active Comparator

Arm Label

Decision Support System

Usual Care

Arm Description

Blinded continuous glucose monitor (CGM) data will be collected prior to the Experimental Admission and analyzed by the study team to determine the optimal insulin therapy parameters for each insulin pump and multiple daily injections (MDI) participant. These optimized parameters will be used during the Experimental Admission.

Insulin pump and MDI participants will use their own insulin parameters, including basal rate, correction factor and carbohydrate-insulin ratio, and determine their own insulin usage during the Control Admission.

Outcomes

Primary Outcome Measures

Glucose Variability (Coefficient of Variation)
Assess effectiveness of glucose variability (GV) advisory system in reducing glucose variability in T1DM patient using an insulin pump.

Secondary Outcome Measures

Low Blood Glucose Index (LBGI)
Low blood glucose index (LBGI) by CGM with higher index indicating higher risk of hypoglycemia. Values <1 suggest minimal risk. Index of risk of low blood glucose excursion based on a standard formula for non-linear transformation of the blood glucose scale (Kovatchev BP, Cox DJ, Gonder-Frederick LA, Young-Hyman D, Schlundt D, Clarke WL: Assessment of risk for severe hypoglycemia among adults with IDDM (Insulin dependent diabetes mellitus): validation of the low blood glucose index. Diabetes Care 21:1870-1875, 1998)
Percent Below 50 mg/dL
CGM measured blood sugar values below 50 mg/dL falls into the range of hypoglycemia which have the potential to lead to unconsciousness or death. Thus, less time below 50 mg/dL is considered a better outcome.
Percent Below 60 mg/dL
CGM measured blood sugar values below 60 mg/dL falls into the range of hypoglycemia which have the potential to lead to unconsciousness or death. Thus, less time below 60 mg/dL is considered a better outcome.
Percent Below 70 mg/dL
CGM measured blood sugar values below 70 mg/dL falls into the range of hypoglycemia which have the potential to lead to unconsciousness or death. Thus, less time below 70 mg/dL is considered a better outcome.
Percent Between 70 and 180 mg/dL
CGM measured blood sugar values between 70 abd 180 mg/dL are considered to be desirable. A higher percentage of time in this range is indicative of a desirable outcome.
Percent Above 180 mg/dL
CGM measured blood sugar values above 180 mg/dL are considered to be undesirable. Thus, less time spent above 180 mg/dL is considered a positive outcome
Percent Above 250 mg/dL
CGM measured blood sugar values above 250 mg/dL are considered to be undesirable. Thus, less time spent above 250 mg/dL is considered a positive outcome
Percent Above 300 mg/dL
CGM measured blood sugar values above 300 mg/dL are considered to be undesirable. Thus, less time spent above 300 mg/dL is considered a positive outcome
Average Glycemia (mg/dL)
Average glycemia is a measure of the average CGM value in mg/dL during the 48 hour study admission. A lower value, without approaching hypoglycemia, is indicative of a desirable outcome.
Total Insulin Used
This measure is an average of the total amount of insulin (both basal and bolus) used by participants during the study admission.
Basal Insulin Used
This measure is an average of the total amount of basal insulin used by participants during the study admission.
Total Rescue Carbohydrates (CHO) (Grams)
The average of the total amount of rescue carbohydrates (grams) administered during the study admission under safety protocols. Administering fewer carbohydrates is a desirable outcome because it indicates better control.

Full Information

First Posted
September 2, 2015
Last Updated
March 22, 2023
Sponsor
University of Virginia
Collaborators
National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK)
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1. Study Identification

Unique Protocol Identification Number
NCT02558491
Brief Title
Feasibility of a Decision Support System to Reduce Glucose Variability in Subject With T1DM
Official Title
Feasibility of a Decision Support System to Reduce Glucose Variability in Subject With T1DM
Study Type
Interventional

2. Study Status

Record Verification Date
March 2023
Overall Recruitment Status
Completed
Study Start Date
September 2015 (undefined)
Primary Completion Date
February 2017 (Actual)
Study Completion Date
February 2017 (Actual)

3. Sponsor/Collaborators

Responsible Party, by Official Title
Sponsor
Name of the Sponsor
University of Virginia
Collaborators
National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK)

4. Oversight

Data Monitoring Committee
No

5. Study Description

Brief Summary
The purpose of this study is to demonstrate the safety and feasibility of a decision support system aimed at reducing glucose variability in T1DM patient using an insulin pump.
Detailed Description
The overall aim of this proposed research is to demonstrate the safety and feasibility of a decision support system aimed at reducing glucose variability in T1DM patient using an insulin pump. The system will be deployed on our portable medical application platform (DiAs) and will include insulin pump treatment parameters optimization and an exercise risk warning system, capable of predicting hypoglycemia at the onset of physical activity and advising on mitigating alteration of treatment. A second phase of the trial will enroll additional users of insulin pumps, and subjects who treat their T1DM with the use of multiple daily injections (MDI) of insulin. MDI users should be administering the Lantus (glargine) dose at approximately the same time each day and use only one basal rate per day. MDI users will also use MySugr app to count carbohydrates for all meals that require insulin treatment.

6. Conditions and Keywords

Primary Disease or Condition Being Studied in the Trial, or the Focus of the Study
Type 1 Diabetes Mellitus
Keywords
Type 1 Diabetes Mellitus (T1DM), Artificial Pancreas Project (APP), Diabetes Assistant (DiAs), Insulin Pump, Continuous Glucose Monitor, Exercise, Glucose Variability, Decision Support System, Multiple Daily Injections (MDI)

7. Study Design

Primary Purpose
Treatment
Study Phase
Not Applicable
Interventional Study Model
Crossover Assignment
Masking
Participant
Allocation
Randomized
Enrollment
33 (Actual)

8. Arms, Groups, and Interventions

Arm Title
Decision Support System
Arm Type
Experimental
Arm Description
Blinded continuous glucose monitor (CGM) data will be collected prior to the Experimental Admission and analyzed by the study team to determine the optimal insulin therapy parameters for each insulin pump and multiple daily injections (MDI) participant. These optimized parameters will be used during the Experimental Admission.
Arm Title
Usual Care
Arm Type
Active Comparator
Arm Description
Insulin pump and MDI participants will use their own insulin parameters, including basal rate, correction factor and carbohydrate-insulin ratio, and determine their own insulin usage during the Control Admission.
Intervention Type
Device
Intervention Name(s)
Decision Support System
Intervention Description
The purpose of this study is to demonstrate the safety and feasibility of a Decision Support System aimed at reducing glucose variability in T1DM patient using an insulin pump or MDI. The system will be deployed on our portable medical application platform (DiAs) and will include the following elements: An insulin pump treatment parameters optimization routine, using a month of collected CGM/insulin/meal data An exercise risk warning system, capable of predicting hypoglycemia at the onset of physical activity and advising on mitigating alteration of treatment. A smart bolus calculator based on CGM glucose measurements and insulin sensitivity estimation.
Intervention Type
Other
Intervention Name(s)
Usual Care
Intervention Description
During the Control study admission, DiAs will be programmed with the home insulin dosing parameters. The study subject will use the home basal/bolus MDI or continuous subcutaneous insulin infusion (CSII) insulin regimen via the home insulin pens or pump and determine the amount of insulin to give for the entire admission per the subject's home carb counting parameters and as calculated by the DiAs meal screen.
Primary Outcome Measure Information:
Title
Glucose Variability (Coefficient of Variation)
Description
Assess effectiveness of glucose variability (GV) advisory system in reducing glucose variability in T1DM patient using an insulin pump.
Time Frame
Duration of the 48 hour study admission
Secondary Outcome Measure Information:
Title
Low Blood Glucose Index (LBGI)
Description
Low blood glucose index (LBGI) by CGM with higher index indicating higher risk of hypoglycemia. Values <1 suggest minimal risk. Index of risk of low blood glucose excursion based on a standard formula for non-linear transformation of the blood glucose scale (Kovatchev BP, Cox DJ, Gonder-Frederick LA, Young-Hyman D, Schlundt D, Clarke WL: Assessment of risk for severe hypoglycemia among adults with IDDM (Insulin dependent diabetes mellitus): validation of the low blood glucose index. Diabetes Care 21:1870-1875, 1998)
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am).
Title
Percent Below 50 mg/dL
Description
CGM measured blood sugar values below 50 mg/dL falls into the range of hypoglycemia which have the potential to lead to unconsciousness or death. Thus, less time below 50 mg/dL is considered a better outcome.
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).
Title
Percent Below 60 mg/dL
Description
CGM measured blood sugar values below 60 mg/dL falls into the range of hypoglycemia which have the potential to lead to unconsciousness or death. Thus, less time below 60 mg/dL is considered a better outcome.
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).
Title
Percent Below 70 mg/dL
Description
CGM measured blood sugar values below 70 mg/dL falls into the range of hypoglycemia which have the potential to lead to unconsciousness or death. Thus, less time below 70 mg/dL is considered a better outcome.
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).
Title
Percent Between 70 and 180 mg/dL
Description
CGM measured blood sugar values between 70 abd 180 mg/dL are considered to be desirable. A higher percentage of time in this range is indicative of a desirable outcome.
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).
Title
Percent Above 180 mg/dL
Description
CGM measured blood sugar values above 180 mg/dL are considered to be undesirable. Thus, less time spent above 180 mg/dL is considered a positive outcome
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).
Title
Percent Above 250 mg/dL
Description
CGM measured blood sugar values above 250 mg/dL are considered to be undesirable. Thus, less time spent above 250 mg/dL is considered a positive outcome
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).
Title
Percent Above 300 mg/dL
Description
CGM measured blood sugar values above 300 mg/dL are considered to be undesirable. Thus, less time spent above 300 mg/dL is considered a positive outcome
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).
Title
Average Glycemia (mg/dL)
Description
Average glycemia is a measure of the average CGM value in mg/dL during the 48 hour study admission. A lower value, without approaching hypoglycemia, is indicative of a desirable outcome.
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).
Title
Total Insulin Used
Description
This measure is an average of the total amount of insulin (both basal and bolus) used by participants during the study admission.
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).
Title
Basal Insulin Used
Description
This measure is an average of the total amount of basal insulin used by participants during the study admission.
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).
Title
Total Rescue Carbohydrates (CHO) (Grams)
Description
The average of the total amount of rescue carbohydrates (grams) administered during the study admission under safety protocols. Administering fewer carbohydrates is a desirable outcome because it indicates better control.
Time Frame
48 hour study admission, outcomes were further divided into segments of the day: overnight (11 pm- 7 am), and around meals (the 4 h following lunch and dinner, breakfast excluded due to exercise).

10. Eligibility

Sex
All
Minimum Age & Unit of Time
21 Years
Maximum Age & Unit of Time
65 Years
Accepts Healthy Volunteers
No
Eligibility Criteria
Inclusion Criteria: Clinical diagnosis based on investigator assessment, of type 1 diabetes for at least one year and either using insulin pump therapy for at least 6 months or MDI therapy (consisting of a of Lantus [glargine], Tresiba [degludec], or Levemir [Detemir] plus rapid-acting meal insulin) for at least 6 months; 1-2 basal insulin injections per day, consistent in timing and amount. A. Historical criteria for documented hyperglycemia (at least 1 must be met): i. Fasting glucose ≥126 mg/dL. ii. Two-hour oral glucose tolerance test (OGTT) glucose ≥200 mg/dL. iii. Hemoglobin A1c ≥6.5% documented. iv. Random glucose ≥200 mg/dL with symptoms. v. No data at diagnosis is available but the participant has a convincing history of hyperglycemia consistent with diabetes. B. Historical criteria for requiring insulin at diagnosis (1 must be met): i. Participant required insulin at diagnosis and continually thereafter. ii. Participant did not start insulin at diagnosis but upon investigator review likely needed insulin (significant hyperglycemia that did not respond to oral agents) and did require insulin eventually and used continually. iii. Participant did not start insulin at diagnosis but continued to be hyperglycemic, had positive islet cell antibodies - consistent with latent autoimmune diabetes in adults (LADA) and did require insulin eventually and used continually. Age 21- 65years old. Females, not currently known to be pregnant. If female and sexually active, must agree to use a form of contraception to prevent pregnancy while participating in the study. A negative urine/blood pregnancy test will be required for all premenopausal women who are not surgically sterile. Subjects who become pregnant will be discontinued from the study. Demonstration of proper mental status and cognition for the study MDI subjects should be administering the Lantus (glargine), Tresiba [degludec], or Levemir [Detemir] dose at approximately the same time each day. CSII subjects must currently be using the bolus calculator function of the current insulin pump with pre-defined parameters for glucose goal, carbohydrate ratio, and insulin sensitivity factor. MDI users must currently be using Intensive Insulin Therapy including carbohydrate counting and use of pre-defined parameters for glucose goal, carbohydrate ratio, and insulin sensitivity factor. Willing to use Humalog (lispro) or Novolog (aspart) insulin during the study procedures for MDI subjects. CSII subjects must be willing to use the current bolus calculator pump parameters and enter all carbohydrate intake into the pump during the 28 day data collection period. MDI users must be willing to use their carbohydrate counting parameters for all meal dosing and enter the information into the MySugr app. Ability to access the Internet to provide data to the clinical team or to travel to the research center so that the study equipment and personal pump can be downloaded. An understanding of and willingness to follow the protocol and sign the informed consent. Exclusion Criteria: The presence of any of the following is an exclusion for the study: Diabetic ketoacidosis (DKA) in the 6 months prior to enrollment. Severe hypoglycemia resulting in seizure or loss of consciousness in the 6 months prior to enrollment. Current treatment of a seizure disorder. Coronary artery disease or heart failure, unless written clearance is received from a cardiologist. Atrial or ventricular arrhythmias (benign premature atrial contractions [PACs] and premature ventricular contractions [PVCs] allowed) Cystic fibrosis. Pregnancy, breast-feeding, or intention of becoming pregnant over time of study procedures. A known medical condition that in the judgment of the investigator might interfere with the completion of the protocol such as the following examples: i. Inpatient psychiatric treatment in the past 6 months ii. Presence of a known adrenal disorder iii. Abnormal liver function test results (Transaminase >2 times the upper limit of normal); testing required for subjects taking medications known to affect liver function or with diseases known to affect liver function iv. Abnormal renal function test results (calculated GFR <60 mL/min/1.73m2); testing required for subjects with diabetes duration of greater than 5 years post onset of puberty v. Active gastroparesis vi. 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 vii. Uncontrolled thyroid disease (TSH undetectable or >10 mlU/L); testing required within three months prior to admission for subjects with a goiter, positive antibodies, or who are on thyroid hormone replacement, and within one year otherwise viii. Abuse of alcohol or recreational drugs ix. Infectious process not anticipated to be resolved prior to study procedures (e.g. meningitis, pneumonia, osteomyelitis, deep tissue infection). x. Uncontrolled arterial hypertension (Resting diastolic blood pressure >100 mmHg and/or systolic blood pressure >180 mmHg). xi. Oral steroids xii. Uncontrolled microvascular complications such as current active proliferative diabetic retinopathy defined as proliferative retinopathy requiring treatment (e.g. laser therapy) in the past 12 months. A recent injury to body or limb, muscular disorder, use of any medication, any carcinogenic disease, or other significant medical disorder if that injury, medication or disease in the judgment of the investigator will affect the completion of the protocol. Basal Rates <0.01 units/hour for CSII subjects. More than one basal dose per day for MDI subjects Allergy for or intolerance of both Novolog (aspart) and Humalog (lispro) insulin for MDI subjects. Diagnosed food allergies. Current use of the following drugs and supplements: i. Regular acetaminophen user, or not willing to suspend acetaminophen 24 hours before and during the entire length of the trial ii. Any other medication that the investigator believes is a contraindication to the subject's participation Any reason for which the study MD considers the subject not properly fitted for the trial (i.e. insulin pump that does not record what is needed for the trial). Current enrollment in another clinical trial.
Overall Study Officials:
First Name & Middle Initial & Last Name & Degree
Daniel Cherñavvsky, MD, CRC
Organizational Affiliation
UVA Center for Diabetes Technology
Official's Role
Principal Investigator
Facility Information:
Facility Name
University of Virginia Center for Diabetes Technology
City
Charlottesville
State/Province
Virginia
ZIP/Postal Code
22904
Country
United States

12. IPD Sharing Statement

Plan to Share IPD
Yes
IPD Sharing Plan Description
To be determined
Citations:
PubMed Identifier
29979618
Citation
Breton MD, Patek SD, Lv D, Schertz E, Robic J, Pinnata J, Kollar L, Barnett C, Wakeman C, Oliveri M, Fabris C, Chernavvsky D, Kovatchev BP, Anderson SM. Continuous Glucose Monitoring and Insulin Informed Advisory System with Automated Titration and Dosing of Insulin Reduces Glucose Variability in Type 1 Diabetes Mellitus. Diabetes Technol Ther. 2018 Aug;20(8):531-540. doi: 10.1089/dia.2018.0079. Epub 2018 Jul 6.
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Feasibility of a Decision Support System to Reduce Glucose Variability in Subject With T1DM

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