A Bayesian decision support system for automated insulin doses in adults with type 1 diabetes on multiple daily injections: a randomized controlled trial
Achieving optimal glycemic control remains challenging for many individuals with type 1 diabetes using multiple daily injections. We report results from a 12-week, open-label, randomized controlled trial evaluating a decision support system (DSS) consisting of a mobile application and a titration algorithm that provides weekly basal and prandial insulin recommendations. Eighty-four adults with type 1 diabetes and suboptimal glycemic control (HbA1c ≥ 7.5%) are randomized 1:1 to receive the DSS or a non-adaptive bolus calculator (control), alongside Freestyle Libre glucose sensors. The primary endpoint is change in HbA1c from baseline; secondary endpoints include additional glycemic and insulin-related metrics. The DSS reduces mean HbA1c from 8.6% (SD 1.1) to 8.1% (0.8) (p = 0.0002), while the control reduces HbA1c from 8.6% (1.0) to 8.5% (1.0) (p = 0.22); yielding a treatment effect of -0.40% (95% CI: -0.75 to -0.051; p = 0.025). There are no reported severe hypoglycemia or diabetic ketoacidosis events. Our DSS improves HbA1c in this population without compromising safety. ClinicalTrials.gov: NCT04123054 .
Authors
- Ahmad Haidar (ORCID: https://orcid.org/0000-0002-6700-0385)
- Adnan Jafar (ORCID: https://orcid.org/0000-0001-5579-2496)
- Jean‐François Yale (ORCID: https://orcid.org/0000-0002-7833-9050)
- Anas El Fathi (ORCID: https://orcid.org/0000-0001-7837-1555)
- Natasha Garfield (ORCID: https://orcid.org/0009-0000-2630-8298)
- Michael A. Tsoukas (ORCID: https://orcid.org/0000-0002-8326-7274)
- Laurent Legault (ORCID: https://orcid.org/0000-0003-1767-1997)
- Alessandra Kobayati (ORCID: https://orcid.org/0000-0002-1565-7078)
Institutions
- Montreal Children's Hospital (CA)
- McGill University Health Centre (CA)
- McGill University (CA)
- University of Virginia (US)
Publication Details
- Journal
- Nature Communications
- Published
- 2025-09-29
- DOI
- https://doi.org/10.1038/s41467-025-63671-0
- Citations
- 6
- Primary Topic
- Diabetes Management and Research
- Type
- article
- Field-Weighted Citation Impact
- 7.77