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Updated: Jul 10, 2026

Simple Continuous Glucose Monitoring in Freely Moving Mice
Published on: February 24, 2023
Detection of a meal using continuous glucose monitoring: implications for an artificial beta-cell
Eyal Dassau1, B Wayne Bequette, Bruce A Buckingham
1Department of Chemical Engineering, University of California Santa Barbara, Santa Barbara, CA 93106-5080, USA.
Objective:
The purpose of this study was to introduce a novel meal detection algorithm (MDA) to be used as part of an artificial beta-cell that uses a continuous glucose monitor (CGM).
Research Design And Methods:
We developed our MDA on a dataset of 26 meal events using records from 19 children aged 1-6 years who used the MiniMed CGMS Gold. We then applied this algorithm to CGM records from a DirecNet pilot study of the FreeStyle Navigator continuous glucose sensor. During a research center admission, breakfast insulin was withheld for 1 h, and discrete glucose levels were obtained every 10 min after the meal.
Results:
Based on the Navigator readings, the MDA detected a meal at a mean time of 30 min from the onset of eating, at which time the mean serum glucose was 21 mg/dl above baseline (range 2-36 mg/dl), and >90% of meals were detected before the glucose had risen 40 mg/dl from baseline.
Conclusions:
The MDA will enable automated insulin dosing in response to meals, facilitating the development of an artificial pancreas.
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