Diabetes technology

Impact of Algorithmic Modifications Targeting the Meal Period and the Management of Hypoglycemia and Hyperglycemia in Adult Persons With Type 1 Diabetes Using Closed-Loop Insulin Delivery: A Two-Step Observational Report

J Diabetes Sci TechnolPublished Observational study

Authors' conclusion

This large post-market report illustrates the margin of improvement in AID performances through algorithmic refinements that improve the efficacy without deteriorating the safety of closed-loop insulin delivery.

Study context

Population
Consenting adults with T1D equipped in Europe with the DBLG1 hybrid closed-loop system between November 1, 2023 and January 31, 2025
Exposure
Successive DBLG1 algorithm versions: v1.12 vs v1.16, then v1.16 vs v1.17
  • v1.12n = 269reference
  • v1.16n = 668
Outcome
TIR 70 to 180 mg/dL
Methodological detailstwo-step analysis, first step retrospective comparison, second step ambispective before/after analysis, post-market
  • Two-step analysis
  • First step retrospective comparison
  • Second step ambispective before/after analysis
  • Post-market

Main finding

As reported in the abstract

Median TIR 70–180 mg/dL, first step (v1.12 vs v1.16) · 319 days

v1.12

65.3%

median · IQR 58.4%–72.1%

v1.16

71.3

median · IQR 63.3%–78.0%

Observational data: associations, not effects.

Further findings

Outcomev1.16v1.17
TIR 70–180 mg/dL, second step (ambispective before/after) · 120 days68.8% (IQR 59.6%–76.8%)70.8% (IQR 63.0%–77.6%)
  • TIR 70–180 mg/dL, second step (ambispective before/after): n = 1212

TIR 70–180 mg/dL, second step (ambispective before/after) · 120 days

Marginal changes in other glucose metrics

Time in tight range 70–140 mg/dL, first step

Time in tight range increased

Time in hypoglycemia, first step

Time in hypoglycemia was stable

Time >250 mg/dL, GMI, CV and GRI, first step

Time >250 mg/dL, GMI, CV and GRI decreased

Safety

Time in hypoglycemia was stable (first step)
Incidence rates of severe hypoglycemia or hyperglycemia remained very low

Original publication

Impact of Algorithmic Modifications Targeting the Meal Period and the Management of Hypoglycemia and Hyperglycemia in Adult Persons With Type 1 Diabetes Using Closed-Loop Insulin Delivery: A Two-Step Observational Report. J Diabetes Sci Technol. Published 18 December 2025. doi:10.1177/19322968251404493

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