Hybrid Closed-Loop Control Is Safe and Effective for People with Type 1 Diabetes Who Are at Moderate to High Risk for Hypoglycemia
Open accessAbstract
Background: Typically, closed-loop control (CLC) studies excluded patients with significant hypoglycemia. We evaluated the effectiveness of hybrid CLC (HCLC) versus sensor-augmented pump (SAP) in reducing hypoglycemia in this high-risk population. Methods: Forty-four subjects with type 1 diabetes, 25 women, 37 ± 2 years old, HbA1c 7.4% ± 0.2% (57 ± 1.5 mmol/mol), diabetes duration 19 ± 2 years, on insulin pump, were enrolled at the University of Virginia ( N = 33) and Stanford University ( N = 11). Eligibility: increased risk of hypoglycemia confirmed by 1 week of blinded continuous glucose monitor (CGM); randomized to 4 weeks of home use of either HCLC or SAP. Primary/secondary outcomes: risk for hypoglycemia measured by the low blood glucose index (LBGI)/CGM-based time in ranges. Results: Values reported: mean ± standard deviation. From baseline to the final week of study: LBGI decreased more on HCLC (2.51 ± 1.17 to 1.28 ± 0.5) than on SAP (2.1 ± 1.05 to 1.79 ± 0.98), P < 0.001; percent time below 70 mg/dL (3.9 mmol/L) decreased on HCLC (7.2% ± 5.3% to 2.0% ± 1.4%) but not on SAP (5.8% ± 4.7% to 4.8% ± 4.5%), P = 0.001; percent time within the target range 70–180 mg/dL (3.9–10 mmol/L) increased on HCLC (67.8% ± 13.5% to 78.2% ± 10%) but decreased on SAP (65.6% ± 12.9% to 59.6% ± 16.5%), P < 0.001; percent time above 180 mg/dL (10 mmol/L) decreased on HCLC (25.1% ± 15.3% to 19.8% ± 10.1%) but increased on SAP (28.6% ± 14.6% to 35.6% ± 17.6%), P = 0.009. Mean glucose did not change significantly on HCLC (144.9 ± 27.9 to 143.8 ± 14.4 mg/dL [8.1 ± 1.6 to 8.0 ± 0.8 mmol/L]) or SAP (152.5 ± 24.3 to 162.4 ± 28.2 [8.5 ± 1.4 to 9.0 ± 1.6]), P = ns. Conclusions: Compared with SAP therapy, HCLC reduced the risk and frequency of hypoglycemia, while improving time in target range and reducing hyperglycemia in people at moderate to high risk of hypoglycemia.
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DiAs was successfully used in high-risk patients, i.e., those who experienced frequent hypoglycemia or had hypoglycemia unawareness or history of severe hypoglycemia.
“(2) a successful use of AID in high-risk patients, ie, those who experienced frequent hypoglycemia or had hypoglycemia unawareness or history of severe hypoglycemia, 127”
From Developing the UVA/Padova Type 1 Diabetes Simulator: Modeling, Validation, Refinements, and Utility (2023) · cites this paper as [127]
The System components section identifies DiAs as the platform used for the closed-loop system, and the Primary outcomes section reports a significantly greater reduction in hypoglycemia risk with that system than with the control treatment. The Eligibility criteria include hypoglycemia risk and unawareness, but exclude severe hypoglycemia in the preceding three months; our copy does not establish a history of severe hypoglycemia among participants. It also says the final two experimental subjects used inControl instead of DiAs. (LLM, conf=0.87)
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Doyle, F. J., & Kovatchev, B. P. (2025) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2025.0134 · Cited by 1 · see citing works
Self-citationAktuelle Therapien und Technologien in der Kinderdiabetologie
Bartelt, H., Klamt, S., Thiele, A. G., Sergeyev, E., Kieß, W., & Kapellen, T. M. (2020) · Kinder- und Jugendmedizin · doi:10.1055/a-1065-7281
Continuous subcutaneous insulin infusion: a local perspective
Yau, T., Jenkins, A. J., & Ronald, C. W. (2023) · Hong Kong Medical Journal · doi:10.12809/hkmj219644
Iklé, J. M., Addala, A., & Maahs, D. M. (2024) · Wiley eBooks · doi:10.1002/9781119697473.ch69
Iqbal, A., Chow, E., Jones, T. W., & Heller, S. R. (2024) · Wiley eBooks · doi:10.1002/9781119697473.ch40
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Now Is the Time to Remove Barriers to AID Treatment for Those With Detectable C-Peptide
Lumb, A. N. (2025) · Diabetes Care · doi:10.2337/dci25-0108
Kang, S. L., Hwang, Y. N., Kwon, J. Y., & Kim, S. M. (2024) · Figshare · doi:10.6084/m9.figshare.26552224
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- Authors
- Anderson, S. M., Buckingham, B. A., Breton, M. D., Robic, J. L., Barnett, C. L., Wakeman, C. A., Oliveri, M. C., Brown, S. A., Ly, T. T., Clinton, P. K., Hsu, L. J., Kingman, R. S., Norlander, L. M., Loebner, S. E., Reuschel-DiVirglio, S., & Kovatchev, B. P.
- Affiliations
- University of Virginia (US)
- Stanford Medicine (US)
- Corresponding author
- Anderson, Stacey M.
- ORCID
- Venue
- Diabetes Technology & Therapeutics
- Publisher
- SAGE Publications
- Published
- 2019-05-22
- Volume
- 21
- Issue
- 6
- Pages
- 356-363
- ISSN
- 1520-9156 (ISSN-L)
- 1557-8593
- PMC
- PMC6551970
- OpenAlex
- W2946360926
- Cited by
- 68
- References
- 22
- Citations by year
- 2026: 2 · 2025: 8 · 2024: 10 · 2023: 13 · 2022: 8 · 2021: 11 · 2020: 10 · 2019: 5 · 2018: 1
- FWCI
- 6.90
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Diabetes Technology & Therapeutics (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Roche Diabetes Care
- National Institutes of Health
- National Institute of Diabetes and Digestive and Kidney Diseases (DP3DK101055)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Diabetes and associated disorders
- Keywords
- type 1 diabetes, hypoglycemia, sensor-augmented pump, continuous glucose monitoring, low blood glucose index, time in range, glycemic variability, insulin pump therapy, glycemic control, hypoglycemia risk reduction
- MeSH terms
- Adult, Blood Glucose, Diabetes Mellitus, Type 1, Equipment Design, Female, Humans, Hyperglycemia, Hypoglycemia, Hypoglycemic Agents, Insulin, Insulin Infusion Systems, Male, Blood Glucose Self-Monitoring
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