Web-Based Simulation Tool For Self-Management Support In Type 1 Diabetes Mellitus

Not Applicable

Completed

Conditions: Type 1 Diabetes

Interventions: Other: Web-based Simulation Tool

Registration Number: NCT04439903

Lead Sponsor: University of Virginia

Brief Summary: This project focuses on embedding the participants' own diabetes data into state-of-the-art technology platforms to constitute a novel educational simulation interface for decision-support in Type 1 Diabetes (T1D) - the Web-based Simulation Tool (WST).

Detailed Description: The Web-based Simulation Tool (WST) allows patients with Type 1 Diabetes (T1D) to not only visualize their data, but also to explore changes to their meals and insulin parameters, and easily estimate their potential clinical impact. WST is an educational tool, and as such, it does not have prescriptive power. This platform collects glucose, insulin and meal data from the participants' insulin pump, and generates personalized models of their glucose metabolism. Both data collection and model personalization are backend processes, that is, without user intervention.

Participants can interact with WST through a user interface (UI) that is equipped with a dashboard page, where they can:

(i) select a particular date range using a calendar to visualize their historical glucose control, such as glucose traces, and time in range;

(ii) control the amount of information on the screen - users can show/hide more details, such as glucose variability;

(iii) select different insulin therapy parameters: basal rate, insulin sensitivity factor, and carbohydrate ratio;

(iv) change their values by moving a slider;

(v) select informed meals within the selected date range, and modify their time and size by moving a slider;

(vi) run a simulation with the modified insulin therapy parameters and meals by tapping a button;

(vii) save the insulin and meal settings of the simulations to compare multiple configurations; and

(viii) generate a report from the selected simulation, comparing both original and simulated or replay data.

Recruitment & Eligibility

Status: COMPLETED

Sex: All

Target Recruitment: 18

Inclusion Criteria

Age ≥21 and ≤65 years old at time of consent.
Clinical diagnosis, based on investigator assessment, of T1D for at least one year.
Using insulin for at least 1 year prior to study enrollment.
Using an insulin pump for at least 6 months prior to study enrollment.
Currently using a CGM for at least 6 months.
Willingness to use a Dexcom G6 CGM during the study; a study Dexcom CGM will be provided if needed.
Current user of the Tandem t:slim X2 insulin pump.
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.
Total daily insulin (TDI) dose at least 10 U/day.
HbA1c ≤9.0% at screening; if HbA1c <6.0%, then TDI must be ≥ 0.5 U/kg.
Having access to internet (Wi-Fi or 3G, 4G, 5G, or similar).
Willingness to interact with a computer program.
An understanding of and willingness to follow the protocol and sign the informed consent form (ICF).

Exclusion Criteria

Participants who are not able to read and complete questionnaires on the computer or interact with a program for which they will be trained because of language, reading, or cognitive issues.
Severe hypoglycemia resulting in seizure or loss of consciousness in the 12 months prior to enrollment.
History of a seizure disorder (except hypoglycemic seizure), unless written clearance is received from a neurologist and not currently on a seizure medication.
Pregnancy, breast-feeding, or intention of becoming pregnant over time of study procedures.
If female and sexually active, must agree to use a form of contraception to prevent pregnancy while a participant in the study. A negative urine pregnancy test will be required for all premenopausal women who are not surgically sterile. Subjects who become pregnant will be discontinued from the study.
A known medical condition that in the judgment of the investigator might interfere with the completion of the study.*
Abuse of alcohol or recreational drugs.
Infectious process not anticipated to resolve prior to study procedures (e.g. meningitis, pneumonia, osteomyelitis, etc).
Uncontrolled arterial hypertension (resting diastolic blood pressure >90 mmHg and/or systolic blood pressure >160 mmHg).
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.
Current use of the following drugs and supplements:
- Any drug other than insulin to treat diabetes.
- Any other medication that according to the investigator's criteria is a contraindication for the subject's participation.
  - Note: The software implementation, in the current development status, is designed to interact with subjects with T1D that only use insulin for diabetes treatment and do not present any comorbidity related to diabetes.

Study & Design

Study Type: INTERVENTIONAL

Study Design: SINGLE_GROUP

Arm && Interventions

Group	Intervention	Description
Web-based Simulation Tool (WST)	Web-based Simulation Tool	-

Primary Outcome Measures

Name	Time	Method
Technology Expectation and Technology Acceptance Questionnaires: Perceived Burdens and Benefits at Baseline and Week 5 (Post-intervention)	Baseline and Week 5 (Post-intervention)	Technology Expectation (TE) and Technology Acceptance (TA) questionnaires are made of 27 items. Responses to the TE questionnaire were collected at week 0 (baseline), and responses to the TA questionnaire at week 5 (post-intervention). Each questionnaire has 5 categories: burdens (14 items), benefits (10 items), ease of use, usefulness, and trustworthiness (last 3, 1 item each). Items are scored on a 5-point Likert scale ranging from 1 to 5 (from strongly disagree to strongly agree for burdens and benefits, and from very poor to excellent for ease of use, usefulness, and trustworthiness). Here we report the results for burdens and benefits. The original 1-to-5 scale is converted to a 0-to-4 scale, the mean scores for burdens and benefits are averaged and then converted into a percentage ranging from 0% to 100%. Higher percentages mean a better outcome for benefits and a worse outcome for burdens.
Technology Expectation and Technology Acceptance Questionnaires: Perceived Ease of Use, Usefulness and Trustworthiness of the System at Baseline and Week 5 (Post-intervention)	Baseline and Week 5 (Post-intervention)	Technology Expectation (TE) and Technology Acceptance (TA) questionnaires are made of 27 items. Responses to the TE questionnaire were collected at week 0 (baseline), and responses to the TA questionnaire at week 5 (post-intervention). Each questionnaire has 5 categories: burdens (14 items), benefits (10 items), ease of use, usefulness, and trustworthiness (last 3, 1 item each). Items are scored on a 5-point Likert scale ranging from 1 to 5 (from strongly disagree to strongly agree for burdens and benefits, and from very poor to excellent for ease of use, usefulness, and trustworthiness). Here we report the results for ease of use, usefulness, and trustworthiness of the system. Higher scores mean a better outcome.

Secondary Outcome Measures

Name	Time	Method
Diabetes Distress Scale at Baseline and Week 5 (Post-intervention)	Baseline and Week 5 (Post-intervention)	The Diabetes Distress Scale (DDS) is a 17-item scale that yields a total diabetes distress score plus 4 subscale scores: Emotional burden (5 items), regimen distress (5 items), interpersonal distress (3 items) and physician distress (4 items). Scores range from 1 to 6 (from Not a problem to A very serious problem). To compute the total diabetes distress score and the 4 subscale scores, participants' responses in each scale are summed and divided by the corresponding number of items. A mean item score lower than 2.0 is considered little or no distress, between 2.0 and 2.9 is considered moderate distress, and higher than 3.0 is considered high distress. Thus, higher scores mean a worse outcome.