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CompletedNCT04123054Updated May 16, 2024

A Novel mHealth Application Guided by an Optimization Algorithm for T1D Sensor-Augmented Insulin Injection Users

An interventional study of Mobile App and Mobile App + Basal-Bolus Optimization Algorithm in Diabetes Mellitus and Diabetes Mellitus, Type 1, sponsored by McGill University. Completed at 2 sites in Canada. Open to participants aged 18 Years and older. Per ClinicalTrials.gov, last updated 2024-05-16.

Sponsored by McGill University · Not applicable, Interventional, and Treatment

Phase
Not applicable
Study type
Interventional
Enrollment
84
Allocation
Randomized
Ages
18 Years and older
Sex
All
01

Study summary

The Artificial Pancreas lab at McGill University has developed an optimization algorithm for adults with Type 1 Diabetes (T1D) on Multiple Daily Injection (MDI) therapy with the adjunctive use of glucose sensor technology, collectively known as sensor-augmented MDI therapy. The algorithm is designed to estimate optimal basal-bolus parameters based on the patient's glucose, insulin and meal data over several days. The investigators hope that this algorithm will be better able to improve long-term glycemic targets by reducing HbA1c levels compared to sensor-augmented MDI therapy alone.

Read the detailed description

The changes in eligibility criteria indicated below are from a previously approved amendment but were inadvertently omitted in the previous PRS update made in November of 2020. Therefore, this note serves to clarify the order of updates.

Inclusion: HbA1c ≥ 7.5% in the last 2 months (modification)

Exclusion:

  • More than 1 slow-acting injection and unwilling to switch to once a day for the study (addition)
  • Severe hypoglycemic episode within one month of admission (addition)

In the subsequent amendment, we modified the timeframe for the HbA1c inclusion criterion to obtain a more accurate representation of their current glucose control at the time of enrollment.

02

Conditions studied

  • Diabetes Mellitus
  • Diabetes Mellitus, Type 1

Keywords

  • Multiple Daily Injections,
  • Type 1 diabetes
  • Optimization algorithm
03

In context

Diabetes Mellitus

11,090 studies on the registry are indexed under Diabetes Mellitus; 1,319 are open to participants now.

This study's enrollment of 84 is close to the median of 80 across 8,491 interventional studies indexed under Diabetes Mellitus.

Browse Diabetes Mellitus studies →

Lead sponsor

McGill University is the lead sponsor of 249 studies on the registry; 51 are open to participants now.

Counted across the registry records on this site, refreshed daily.

04

Who can participate

Ages eligible
18 Years and older
Sexes eligible
All
Accepts healthy volunteers
No

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  1. Males and females ≥ 18 years of age
  2. Clinical diagnosis of type 1 diabetes for at least 12 months. The diagnosis of type 1 diabetes is based on the investigator's judgment; C peptide level and antibody determinations are not needed.
  3. Undergoing multiple daily injection therapy.
  4. Baseline HbA1c value ≥ 7.5% (up to 7 days before or after screening).

Exclusion criteria

Exclusion Criteria:

  1. Serious medical illness likely to interfere with study participation or with the ability to complete the trial by the judgment of the investigator.
  2. Failure to comply with the study protocol or with the team's recommendations.
  3. Injection of isophane insulin (NPH) or any intermediate-acting insulin
  4. More than 1 slow-acting injection and unwilling to switch to once a day for the study
  5. Current or ≤ 1-month use of other antihyperglycemic agents (Sodium-Glucose Cotransporter 2 inhibitor (SGLT2), Glucagon-Like Peptide-1 (GLP-1), Metformin, Acarbose, etc.…).
  6. Pregnancy
  7. Severe hypoglycemic episode within one month of admission.
  8. Severe diabetic ketoacidosis episode within one month of admission
  9. Clinically significant nephropathy, neuropathy or retinopathy as judged by the investigator
  10. Recent (\<6 months) acute macrovascular event e.g. acute coronary syndrome or cardiac surgery
  11. Other serious medical illness likely to interfere with study participation or with the ability to complete the trial by the judgment of the investigator.
05

Study design

Phase
Not applicable
Primary purpose
Treatment
Allocation
Randomized
Intervention model
Parallel assignment
Masking
None (open label)
Enrollment
84 participants (actual)

Study arms

  • Active comparator
    Sensor-Augmented MDI + Mobile App (control)

    Participants will continue their usual multiple daily injections (MDI) therapy along with the use of Freestyle Libre glucose sensors (Abbott Diabetes Care) and a mobile application that facilitates insulin dose calculations while collecting insulin and meal data.

    Device: Mobile App

  • Experimental
    Sensor-Augmented MDI + Mobile App + Basal-Bolus Optimization Algorithm

    Participants will undergo multiple daily injections (MDI) therapy along with the use of Freestyle Libre glucose sensors (Abbott Diabetes Care) and a mobile application that facilitates insulin dose calculations while collecting insulin and meal data. Every week, participants' insulin doses will be updated by the optimization algorithm's recommendations.

    Device: Mobile App + Basal-Bolus Optimization Algorithm

Interventions

  • DeviceMobile App

    Participants will use the mobile app to log their daily basal dose and calculate their meal doses by entering their sensor glucose value (and amount of meal carbohydrates if applicable) using the built-in bolus calculator.

  • DeviceMobile App + Basal-Bolus Optimization Algorithm

    Participants will use the mobile app to log their daily basal dose and calculate their meal doses by entering their sensor glucose value (and amount of meal carbohydrates if applicable) using the built-in bolus calculator. In addition, participants will receive weekly app notifications with personalized recommendations for insulin parameter adjustments made by the optimization algorithm.

06

What researchers measure

Primary outcomes

  1. Change in HbA1c levels

    Difference in HbA1c levels from the start to the end of the study

    Time frame: Pre-intervention and post-intervention, approximately 12 weeks

Secondary outcomes

  1. The number of patients that achieve an HbA1c at the end-of-study visit of:

    a. less than or equal to 7.0%; b. less than or equal to 6.5%

    Time frame: Post-intervention, approximately 12 weeks

  2. Percentage of time of sensor glucose levels spent:

    a. between 3.9 and 7.8 mmol/L; b.between 3.9 and 10 mmol/L; c. below 3.9 mmol/L; d.below 3.3 mmol/L; e.below 2.8 mmol/L; f. above 7.8 mmol/L; g. above 10 mmol/L; h. above 13.9 mmol/L; i. above 16.7 mmol/L.

    Time frame: 12 weeks

  3. Percentage of overnight time (23:00-7:00) of sensor glucose levels:

    a. between 3.9 and 7.8 mmol/L; b. between 3.9 and 10 mmol/L; c.below 3.9 mmol/L; d. below 3.3 mmol/L; e. below 2.8 mmol/L; f. above 7.8 mmol/L; g. above 10 mmol/L; h. above 13.9 mmol/L; i. above 16.7 mmol/L.

    Time frame: 12 weeks

  4. Percentage of daytime (7:00-23:00) of sensor glucose levels:

    a. between 3.9 and 7.8 mmol/L; b. between 3.9 and 10 mmol/L; c. below 3.9 mmol/L; d. below 3.3 mmol/L; e. below 2.8 mmol/L; f. above 7.8 mmol/L; g. above 10 mmol/L; h. above 13.9 mmol/L; i. above 16.7 mmol/L.

    Time frame: 12 weeks

  5. Standard deviation of glucose levels.

    Standard deviation of glucose levels as a measure of glucose variability.

    Time frame: 12 weeks

  6. Total insulin delivery.

    Total insulin delivery

    Time frame: 12 weeks

  7. Mean sensor glucose level during:

    a. the overall study period; b. the daytime period; c. overnight period.

    Time frame: 12 weeks

Other outcomes

  1. Mean scores of the survey items on modified versions of the Diabetes Treatment Satisfaction Questionnaire

    Scoring for treatment satisfaction ranges from 0-6; higher score = higher satisfaction (patient-reported outcomes)

    Time frame: Pre-intervention, then monthly, approximately 12 weeks

  2. Mean scores of the survey items on modified versions of the Mobile Health App Usability Questionnaire

    Scoring for the usability of the app ranges from 1-7; higher score = higher usability (patient-reported outcomes)

    Time frame: Post-intervention, approximately 12 weeks

  3. Recurrent themes from semi-structured interviews

    Qualitative interview data to obtain an understanding of relationships by connecting lived experiences with a) mean survey scores and b) primary and secondary outcomes regarding the use of the study software on quality of life.

    Time frame: Post-intervention, approximately 12 weeks

07

Study locations

2 sites
  • CIUSSS West-Central Montreal, Jewish General Hospital
    Montreal, Quebec, Canada
  • McGill University Health Centre
    Montreal, Quebec, Canada
08

References and documents

Publications

  • Kobayati A, El Fathi A, Garfield N, Legault L, Jafar A, Yale JF, Tsoukas MA, Haidar A. A Bayesian decision support system for automated insulin doses in adults with type 1 diabetes on multiple daily injections: a randomized controlled trial. Nat Commun. 2025 Sep 29;16(1):8593. doi: 10.1038/s41467-025-63671-0. PubMed 41022835 ↗

Individual participant data

Plan to share: Yes — Participant data - after de-identification.

Supporting information: Study protocol

Time frame: Within one year of publication.

Access criteria: Access provided upon reasonable request.

09

Updates

Tracking since Sep 25, 2026
No changes since tracking began. The registry record was last updated on May 16, 2024, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
10

Registry details

Key details

Study ID
NCT04123054
Lead sponsor
McGill University
Responsible party
Sponsor
First posted
Oct 10, 2019
Start date
Mar 5, 2020
Primary completion
Dec 21, 2023
Completion
Jan 12, 2024
Last update
May 16, 2024

Study contacts

Michael Tsoukas, MD
principal investigator · RI-MUHC

Oversight

FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

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This study is completed, as verified in May 2024. You cannot join it, but the record below documents what was studied.

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