Journal of Diabetes Science and Technology · 2014 · 67 citations · 29 references
MedicineNutritionNutritional SciencesDiabetologyHuman NutritionMetabolic RegulationBlood Glucose MonitoringContinuous Glucose MonitoringDiabetes ManagementGlycemic ControlGlycemic MonitoringMetabolic MonitoringBolus Insulin TherapyContinuous Glucose Monitoring Guided TherapyGlucose Analysis In Body FluidsGlucose Monitoring DevicesGlucose QuantificationHealth System MonitoringMeal Size RegulationOpen-loop Control
The Glucose Rate Increase Detector (GRID), a module of the Health Monitoring System (HMS), has been designed to operate in parallel to the glucose controller to detect meal events and safely trigger a meal bolus. The GRID algorithm was tuned on clinical data with 40-70 g CHO meals and tested on simulation data with 50-100 g CHO meals. Active closed- and open-loop protocols were executed in silico with various treatments, including automatic boluses based on a 75 g CHO meal and boluses based on simulated user input of meal size. An optional function was used to reduce the recommended bolus using recent insulin and glucose history. For closed-loop control of a 3-meal scenario (50, 75, and 100 g CHO), the GRID improved median time in the 80-180 mg/dL range by 17% and in the >180 range by 14% over unannounced meals, using an automatic bolus for a 75 g CHO meal at detection. Under open-loop control of a 75 g CHO meal, the GRID shifted the median glucose peak down by 73 mg/dL and earlier by 120 min and reduced the time >180 mg/dL by 57% over a missed-meal bolus scenario, using a full meal bolus at detection. The GRID improved closed-loop control in the presence of large meals, without increasing late postprandial hypoglycemia. Users of basal-bolus therapy could also benefit from GRID as a safety alert for missed meal corrections.
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Chemical & Engineering News · 1978 · 1.8K citations · Full text
Fully Integrated Artificial Pancreas in Type 1 Diabetes
Marc D. Breton, Anne Farret, Daniela Bruttomesso et al. · Diabetes · 2012 · 311 citations · Full text