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Published on: June 11, 2012
Blood glucose control by a model predictive control algorithm with variable sampling rate versus a routine glucose
Roman Hovorka1, Jaromir Kremen, Jan Blaha
1Department of Pediatrics, University of Cambridge, UK.
The Journal of Clinical Endocrinology and Metabolism
|June 7, 2007
Summary
Enhanced model predictive control (eMPC) improved blood glucose management in cardiac surgery patients compared to routine protocols. This advanced algorithm achieved better glycemic control and safety, reducing mean blood glucose levels.
Area of Science:
- Critical care medicine
- Endocrinology
- Medical device technology
Background:
- Critically ill patients frequently experience elevated blood glucose levels.
- Intensive insulin therapy for tight glucose control significantly improves outcomes in critically ill patients.
Purpose of the Study:
- To compare the efficacy and safety of a laptop-based enhanced model predictive control (eMPC) algorithm with a variable sampling rate against a routine glucose management protocol (RMP) for peri- and postoperative blood glucose control.
- To evaluate glycemic control in elective cardiac surgery patients using eMPC versus RMP.
Main Methods:
- A randomized controlled trial involving 60 elective cardiac surgery patients.
- Patients were randomized to either eMPC (n=30) or RMP (n=30) treatment groups.
- Continuous insulin infusion was used, with RMP also incorporating IV insulin boluses, to maintain a target blood glucose range of 4.4-6.1 mmol/liter over 24 hours postoperatively.
Main Results:
- The eMPC group achieved a significantly lower mean blood glucose (6.2 ± 1.1 mmol/liter) compared to the RMP group (7.2 ± 1.1 mmol/liter; P < 0.05).
- Patients in the eMPC group spent a significantly greater percentage of time within the target glucose range (60.4 ± 22.8%) versus the RMP group (27.5 ± 16.2%; P < 0.05).
- No severe hypoglycemia (< 2.9 mmol/liter) was observed in either group; however, the eMPC group required a higher mean insulin infusion rate (4.7 ± 3.3 IU/h vs. 2.6 ± 1.7 IU/h; P < 0.05).
Conclusions:
- The eMPC algorithm demonstrated superior effectiveness in maintaining euglycemia for cardiac surgery patients compared to the RMP.
- The eMPC algorithm provided comparable safety to RMP in managing blood glucose levels during the peri- and postoperative periods.
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