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Use of the Glycemia Risk Index at Hybrid Closed-Loop Initiation to Predict Combined International Glucose Targets at
Sylvie Picard1, Joëlle Dupont2, Fabienne Amiot-Chapoutot3
1Endocrinology and Diabetes, Point Medical, Dijon, France.
Insights
The glycemia risk index (GRI) at hybrid closed-loop (HCL) therapy initiation predicts achieving glucose targets in persons with type 1 diabetes (PwT1D). Lower initial GRI values strongly indicate successful outcomes, while higher values require closer monitoring.
Area of Science:
- Endocrinology
- Metabolic Diseases
- Biomedical Engineering
Background:
- Hybrid closed-loop (HCL) therapy is crucial for managing type 1 diabetes (T1D).
- Efficacy and safety glucose targets (ESGT+) are key performance indicators for HCL therapy.
- The glycemia risk index (GRI) is a metric used to assess glucose control.
Purpose of the Study:
- To analyze the glycemia risk index (GRI) in persons with type 1 diabetes (PwT1D) at HCL initiation (M0) and 12 months (M12).
- To determine if M0 GRI values and/or zones can predict reaching M12 ESGT+.
Main Methods:
- Retrospective study of PwT1D initiating HCL therapy.
- Manual extraction of glucose parameters at M0 and M12.
- Calculation of GRI and receiver-operating characteristic (ROC) analyses to assess prediction accuracy.
Main Results:
- M0 GRI predicted M12 ESGT+ outcomes, particularly at low (<41) and high (≥61) values.
- An M0 GRI < 41 showed 90% specificity for M12 ESGT+.
- All individuals in M0 GRI zone A (0-20) achieved M12 ESGT+; outcomes decreased progressively through zones B-E.
Conclusions:
- M0 GRI is significantly associated with M12 ESGT+ status, especially in zones A-B and D-E.
- PwT1D with M0 GRI ≥ 41 require focused HCL training, as they represent 90% of those not reaching ESGT+.
- Achieving M12 ESGT+ is possible even with M0 GRI in zones C-E, highlighting the need for tailored HCL therapy adjustments.
Background:
Hybrid closed-loop (HCL) therapy helps reaching efficacy and safety glucose targets (ESGT+) in persons with type 1 diabetes (PwT1D). We analyzed here the glycemia risk index (GRI) in PwT1D at HCL initiation (M0) and at 12 months (M12) and determined whether M0GRI value and/or M0GRI zone (A-B-C-D-E) could identify people reaching M12ESGT+.
Methods:
This was a retrospective study. Consecutive PwT1D who started HCL in a CIRDIA center were included after written consent. Glucose parameters were manually extracted from platforms at M0 and M12. ESGT+ meant reaching time in range (TIR) > 70% and glucose management indicator < 7% and time below range (TBR)<70 < 4% and TBR<54< 1%. Glycemia risk index was calculated and receiver-operating characteristic (ROC) analyses were performed to study the relation between M0GRI and M12ESGT+/M12ESGT-.
Results:
M12 data were available for 128 PwT1D. M0GRI predicted M12ESGT mostly for low and high M0GRI values. An M0GRI < 41 had a 90% specificity, a 36% sensitivity, and a 74% positive predictive value for M12ESGT+. Sensitivity increased to 80% but specificity dropped to 56% for M0GRI < 61 and M0GRI ≥ 61 had a 78% negative predictive value. All PwT1D with M0GRI 0 to 20 (zone A) reached M12ESGT+. Then, the percentage of M12ESGT+ people dropped about 25% per M0GRI zone (A-B-C-D) and to 11% for zone E.
Conclusions:
M0GRI was significantly associated with M12ESGT status but mostly when in zones A-B or D-E. Hybrid closed-loop training should focus on PwT1D with M0GRI ≥ 41 (90% of M12ESGT- persons), but reaching M12ESGT+ is possible with M0GRI in zones C-D-E (64% of M12ESGT+ persons) and even D-E (20% of M12ESGT+ persons).
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