Skip to main content
Top
Published in: BMC Medical Informatics and Decision Making 1/2005

Open Access 01-12-2005 | Research article

Design and implementation of GRIP: a computerized glucose control system at a surgical intensive care unit

Authors: Mathijs Vogelzang, Felix Zijlstra, Maarten WN Nijsten

Published in: BMC Medical Informatics and Decision Making | Issue 1/2005

Login to get access

Abstract

Background

Tight glucose control by intensive insulin therapy has become a key part of critical care and is an important field of study in acute coronary care. A balance has to be found between frequency of measurements and the risk of hypoglycemia. Current nurse-driven protocols are paper-based and, therefore, rely on simple rules. For safety and efficiency a computer decision support system that employs complex logic may be superior to paper protocols.

Methods

We designed and implemented GRIP, a stand-alone Java computer program. Our implementation of GRIP will be released as free software. Blood glucose values measured by a point-of-care analyzer were automatically retrieved from the central laboratory database. Additional clinical information was asked from the nurse and the program subsequently advised a new insulin pump rate and glucose sampling interval.

Results

Implementation of the computer program was uneventful and successful. GRIP treated 179 patients for a total of 957 patient-days. Severe hypoglycemia (< 2.2 mmol/L) only occurred once due to human error. With a median (IQR) of 4.9 (4.2 – 6.2) glucose measurements per day the median percentage of time in which glucose fell in the target range was 78%. Nurses rated the program as easy to work with and as an improvement over the preceding paper protocol. They reported no increase in time spent on glucose control.

Conclusion

A computer driven protocol is a safe and effective means of glucose control at a surgical ICU. Future improvements in the recommendation algorithm may further improve safety and efficiency.
Appendix
Available only for authorised users
Literature
1.
go back to reference Mizock BA: Alterations in fuel metabolism in critical illness: hyperglycaemia. Best Pract Res Clin Endocrinol Metab. 2001, 15 (4): 533-551. 10.1053/beem.2001.0168.CrossRefPubMed Mizock BA: Alterations in fuel metabolism in critical illness: hyperglycaemia. Best Pract Res Clin Endocrinol Metab. 2001, 15 (4): 533-551. 10.1053/beem.2001.0168.CrossRefPubMed
2.
go back to reference Umpierrez GE, Isaacs SD, Bazargan N, You X, Thaler LM, Kitabchi AE: Hyperglycemia: an independent marker of in-hospital mortality in patients with undiagnosed diabetes. J Clin Endocrinol Metab. 2002, 87 (3): 978-982. 10.1210/jc.87.3.978.CrossRefPubMed Umpierrez GE, Isaacs SD, Bazargan N, You X, Thaler LM, Kitabchi AE: Hyperglycemia: an independent marker of in-hospital mortality in patients with undiagnosed diabetes. J Clin Endocrinol Metab. 2002, 87 (3): 978-982. 10.1210/jc.87.3.978.CrossRefPubMed
3.
go back to reference Capes SE, Hunt D, Malmberg K, Gerstein HC: Stress hyperglycaemia and increased risk of death after myocardial infarction in patients with and without diabetes: a systematic overview. Lancet. 2000, 355 (9206): 773-778. 10.1016/S0140-6736(99)08415-9.CrossRefPubMed Capes SE, Hunt D, Malmberg K, Gerstein HC: Stress hyperglycaemia and increased risk of death after myocardial infarction in patients with and without diabetes: a systematic overview. Lancet. 2000, 355 (9206): 773-778. 10.1016/S0140-6736(99)08415-9.CrossRefPubMed
4.
go back to reference Capes SE, Hunt D, Malmberg K, Pathak P, Gerstein HC: Stress hyperglycemia and prognosis of stroke in nondiabetic and diabetic patients: a systematic overview. Stroke. 2001, 32 (10): 2426-2432.CrossRefPubMed Capes SE, Hunt D, Malmberg K, Pathak P, Gerstein HC: Stress hyperglycemia and prognosis of stroke in nondiabetic and diabetic patients: a systematic overview. Stroke. 2001, 32 (10): 2426-2432.CrossRefPubMed
5.
go back to reference van den Berghe G, Wouters P, Weekers F, Verwaest C, Bruyninckx F, Schetz M, Vlasselaers D, Ferdinande P, Lauwers P, Bouillon R: Intensive insulin therapy in critically ill patients. N Engl J Med. 2001, 345 (19): 1359-1367. 10.1056/NEJMoa011300.CrossRefPubMed van den Berghe G, Wouters P, Weekers F, Verwaest C, Bruyninckx F, Schetz M, Vlasselaers D, Ferdinande P, Lauwers P, Bouillon R: Intensive insulin therapy in critically ill patients. N Engl J Med. 2001, 345 (19): 1359-1367. 10.1056/NEJMoa011300.CrossRefPubMed
6.
go back to reference Krinsley JS: Effect of an intensive glucose management protocol on the mortality of critically ill adult patients. Mayo Clin Proc. 2004, 79 (8): 992-1000.CrossRefPubMed Krinsley JS: Effect of an intensive glucose management protocol on the mortality of critically ill adult patients. Mayo Clin Proc. 2004, 79 (8): 992-1000.CrossRefPubMed
7.
go back to reference Dellinger RP, Carlet JM, Masur H, Gerlach H, Calandra T, Cohen J, Gea-Banacloche J, Keh D, Marshall JC, Parker MM, Ramsay G, Zimmerman JL, Vincent JL, Levy MM, Surviving Sepsis Campaign Management Guidelines Committee: Surviving Sepsis Campaign guidelines for management of severe sepsis and septic shock. Crit Care Med. 2004, 32 (3): 858-873. 10.1097/01.CCM.0000117317.18092.E4.CrossRefPubMed Dellinger RP, Carlet JM, Masur H, Gerlach H, Calandra T, Cohen J, Gea-Banacloche J, Keh D, Marshall JC, Parker MM, Ramsay G, Zimmerman JL, Vincent JL, Levy MM, Surviving Sepsis Campaign Management Guidelines Committee: Surviving Sepsis Campaign guidelines for management of severe sepsis and septic shock. Crit Care Med. 2004, 32 (3): 858-873. 10.1097/01.CCM.0000117317.18092.E4.CrossRefPubMed
8.
go back to reference Brown G, Dodek P: Intravenous insulin nomogram improves blood glucose control in the critically ill. Crit Care Med. 2001, 29 (9): 1714-1719. 10.1097/00003246-200109000-00010.CrossRefPubMed Brown G, Dodek P: Intravenous insulin nomogram improves blood glucose control in the critically ill. Crit Care Med. 2001, 29 (9): 1714-1719. 10.1097/00003246-200109000-00010.CrossRefPubMed
9.
go back to reference Goldberg PA, Siegel MD, Sherwin RS, Halickman JI, Lee M, Bailey VA, Lee SL, Dziura JD, Inzucchi SE: Implementation of a safe and effective insulin infusion protocol in a medical intensive care unit. Diabetes Care. 2004, 27 (2): 461-467.CrossRefPubMed Goldberg PA, Siegel MD, Sherwin RS, Halickman JI, Lee M, Bailey VA, Lee SL, Dziura JD, Inzucchi SE: Implementation of a safe and effective insulin infusion protocol in a medical intensive care unit. Diabetes Care. 2004, 27 (2): 461-467.CrossRefPubMed
10.
go back to reference Chant C, Wilson G, Friedrich JO: Validation of an insulin infusion nomogram for intensive glucose control in critically ill patients. Pharmacotherapy. 2005, 25 (3): 352-359. 10.1592/phco.25.3.352.61594.CrossRefPubMed Chant C, Wilson G, Friedrich JO: Validation of an insulin infusion nomogram for intensive glucose control in critically ill patients. Pharmacotherapy. 2005, 25 (3): 352-359. 10.1592/phco.25.3.352.61594.CrossRefPubMed
11.
go back to reference van der Horst IC, Zijlstra F, van't Hof AW, Doggen CJ, de Boer MJ, Suryapranata H, Hoorntje JC, Dambrink JH, Gans RO, Bilo HJ, Zwolle Infarct Study Group: Glucose-insulin-potassium infusion in patients treated with primary angioplasty for acute myocardial infarction: the glucose-insulin-potassium study: a randomized trial. J Am Coll Cardiol. 2003, 42 (5): 784-791. 10.1016/S0735-1097(03)00830-1.CrossRefPubMed van der Horst IC, Zijlstra F, van't Hof AW, Doggen CJ, de Boer MJ, Suryapranata H, Hoorntje JC, Dambrink JH, Gans RO, Bilo HJ, Zwolle Infarct Study Group: Glucose-insulin-potassium infusion in patients treated with primary angioplasty for acute myocardial infarction: the glucose-insulin-potassium study: a randomized trial. J Am Coll Cardiol. 2003, 42 (5): 784-791. 10.1016/S0735-1097(03)00830-1.CrossRefPubMed
12.
go back to reference Mehta SR, Yusuf S, Díaz R, Zhu J, Pais P, Xavier D, Paolasso E, Ahmed R, Xie C, Kazmi K, Tai J, Orlandini A, Pogue J, Liu L, CREATE-ECLA Trial Group Investigators: Effect of glucose-insulin-potassium infusion on mortality in patients with acute ST-segment elevation myocardial infarction: the CREATE-ECLA randomized controlled trial. JAMA. 2005, 293 (4): 437-446. 10.1001/jama.293.14.1746.CrossRefPubMed Mehta SR, Yusuf S, Díaz R, Zhu J, Pais P, Xavier D, Paolasso E, Ahmed R, Xie C, Kazmi K, Tai J, Orlandini A, Pogue J, Liu L, CREATE-ECLA Trial Group Investigators: Effect of glucose-insulin-potassium infusion on mortality in patients with acute ST-segment elevation myocardial infarction: the CREATE-ECLA randomized controlled trial. JAMA. 2005, 293 (4): 437-446. 10.1001/jama.293.14.1746.CrossRefPubMed
13.
go back to reference Malmberg K, Rydén L, Efendic S, Herlitz J, Nicol P, Waldenström A, Wedel H, Welin L: Randomized trial of insulin-glucose infusion followed by subcutaneous insulin treatment in diabetic patients with acute myocardial infarction (DIGAMI study): effects on mortality at 1 year. J Am Coll Cardiol. 1995, 26: 57-65. 10.1016/0735-1097(95)00126-K.CrossRefPubMed Malmberg K, Rydén L, Efendic S, Herlitz J, Nicol P, Waldenström A, Wedel H, Welin L: Randomized trial of insulin-glucose infusion followed by subcutaneous insulin treatment in diabetic patients with acute myocardial infarction (DIGAMI study): effects on mortality at 1 year. J Am Coll Cardiol. 1995, 26: 57-65. 10.1016/0735-1097(95)00126-K.CrossRefPubMed
14.
go back to reference Malmberg K, Rydén L, Wedel H, Birkeland K, Bootsma A, Dickstein K, Efendic S, Fisher M, Hamsten A, Herlitz J, Hildebrandt P, MacLeod K, Laakso M, Torp-Pedersen C, Waldenström A, DIGAMI 2 Investigators : Intense metabolic control by means of insulin in patients with diabetes mellitus and acute myocardial infarction (DIGAMI 2): effects on mortality and morbidity. Eur Heart J. 2005, 26 (7): 650-661. 10.1093/eurheartj/ehi199.CrossRefPubMed Malmberg K, Rydén L, Wedel H, Birkeland K, Bootsma A, Dickstein K, Efendic S, Fisher M, Hamsten A, Herlitz J, Hildebrandt P, MacLeod K, Laakso M, Torp-Pedersen C, Waldenström A, DIGAMI 2 Investigators : Intense metabolic control by means of insulin in patients with diabetes mellitus and acute myocardial infarction (DIGAMI 2): effects on mortality and morbidity. Eur Heart J. 2005, 26 (7): 650-661. 10.1093/eurheartj/ehi199.CrossRefPubMed
15.
go back to reference Kawamoto K, Houlihan CA, Balas EA, Lobach DF: Improving clinical practice using clinical decision support systems: a systematic review of trials to identify features critical to success. BMJ. 2005, 330 (7494): 765-10.1136/bmj.38398.500764.8F.CrossRefPubMedPubMedCentral Kawamoto K, Houlihan CA, Balas EA, Lobach DF: Improving clinical practice using clinical decision support systems: a systematic review of trials to identify features critical to success. BMJ. 2005, 330 (7494): 765-10.1136/bmj.38398.500764.8F.CrossRefPubMedPubMedCentral
16.
go back to reference Prigeon RL, Røder ME, Porte D, Kahn SE: The effect of insulin dose on the measurement of insulin sensitivity by the minimal model technique. Evidence for saturable insulin transport in humans. J Clin Invest. 1996, 97 (2): 501-507.CrossRefPubMedPubMedCentral Prigeon RL, Røder ME, Porte D, Kahn SE: The effect of insulin dose on the measurement of insulin sensitivity by the minimal model technique. Evidence for saturable insulin transport in humans. J Clin Invest. 1996, 97 (2): 501-507.CrossRefPubMedPubMedCentral
17.
go back to reference Finney SJ, Zekveld C, Elia A, Evans TW: Glucose control and mortality in critically ill patients. JAMA. 2003, 290 (15): 2041-2047. 10.1001/jama.290.15.2041.CrossRefPubMed Finney SJ, Zekveld C, Elia A, Evans TW: Glucose control and mortality in critically ill patients. JAMA. 2003, 290 (15): 2041-2047. 10.1001/jama.290.15.2041.CrossRefPubMed
18.
go back to reference van den Berghe G, Bouillon R: Optimal control of glycemia among critically ill patients. JAMA. 2004, 291 (10): 1198-1199. 10.1001/jama.291.10.1198-b.PubMed van den Berghe G, Bouillon R: Optimal control of glycemia among critically ill patients. JAMA. 2004, 291 (10): 1198-1199. 10.1001/jama.291.10.1198-b.PubMed
19.
go back to reference Chase JG, Shaw GM, Lin J, Doran CV, Hann C, Lotz T, Wake GC, Broughton B: Targeted glycemic reduction in critical care using closed-loop control. Diabetes Technol Ther. 2005, 7 (2): 274-282. 10.1089/dia.2005.7.274.CrossRefPubMed Chase JG, Shaw GM, Lin J, Doran CV, Hann C, Lotz T, Wake GC, Broughton B: Targeted glycemic reduction in critical care using closed-loop control. Diabetes Technol Ther. 2005, 7 (2): 274-282. 10.1089/dia.2005.7.274.CrossRefPubMed
21.
go back to reference Vogelzang M, van der Horst IC, Nijsten MW: Hyperglycaemic index as a tool to assess glucose control: a retrospective study. Crit Care. 2004, 8 (3): R122-R127. 10.1186/cc2840.CrossRefPubMedPubMedCentral Vogelzang M, van der Horst IC, Nijsten MW: Hyperglycaemic index as a tool to assess glucose control: a retrospective study. Crit Care. 2004, 8 (3): R122-R127. 10.1186/cc2840.CrossRefPubMedPubMedCentral
22.
go back to reference Chee F, Fernando TL, Savkin AV, van Heeden V: Expert PID control system for blood glucose control in critically ill patients. IEEE Trans Inf Technol Biomed. 2003, 7 (4): 419-425. 10.1109/TITB.2003.821326.CrossRefPubMed Chee F, Fernando TL, Savkin AV, van Heeden V: Expert PID control system for blood glucose control in critically ill patients. IEEE Trans Inf Technol Biomed. 2003, 7 (4): 419-425. 10.1109/TITB.2003.821326.CrossRefPubMed
23.
go back to reference Goldberg PA, Siegel MD, Russell RR, Sherwin RS, Halickman JI, Cooper DA, Dziura JD, Inzucchi SE: Experience with the continuous glucose monitoring system in a medical intensive care unit. Diabetes Technol Ther. 2004, 6 (3): 339-347. 10.1089/152091504774198034.CrossRefPubMed Goldberg PA, Siegel MD, Russell RR, Sherwin RS, Halickman JI, Cooper DA, Dziura JD, Inzucchi SE: Experience with the continuous glucose monitoring system in a medical intensive care unit. Diabetes Technol Ther. 2004, 6 (3): 339-347. 10.1089/152091504774198034.CrossRefPubMed
24.
go back to reference Hann CE, Chase JG, Lin J, Lotz T, Doran CV, Shaw GM: Integral-based parameter identification for long-term dynamic verification of a glucose-insulin system model. Comput Methods Programs Biomed. 2005, 77 (3): 259-270. 10.1016/j.cmpb.2004.10.006.CrossRefPubMed Hann CE, Chase JG, Lin J, Lotz T, Doran CV, Shaw GM: Integral-based parameter identification for long-term dynamic verification of a glucose-insulin system model. Comput Methods Programs Biomed. 2005, 77 (3): 259-270. 10.1016/j.cmpb.2004.10.006.CrossRefPubMed
25.
go back to reference Rood E, Bosman RJ, van der Spoel JI, Taylor P, Zandstra DF: Use of a computerized guideline for glucose regulation in the intensive care unit improved both guideline adherence and glucose regulation. J Am Med Inform Assoc. 2005, 12 (2): 172-180. 10.1197/jamia.M1598.CrossRefPubMedPubMedCentral Rood E, Bosman RJ, van der Spoel JI, Taylor P, Zandstra DF: Use of a computerized guideline for glucose regulation in the intensive care unit improved both guideline adherence and glucose regulation. J Am Med Inform Assoc. 2005, 12 (2): 172-180. 10.1197/jamia.M1598.CrossRefPubMedPubMedCentral
Metadata
Title
Design and implementation of GRIP: a computerized glucose control system at a surgical intensive care unit
Authors
Mathijs Vogelzang
Felix Zijlstra
Maarten WN Nijsten
Publication date
01-12-2005
Publisher
BioMed Central
Published in
BMC Medical Informatics and Decision Making / Issue 1/2005
Electronic ISSN: 1472-6947
DOI
https://doi.org/10.1186/1472-6947-5-38

Other articles of this Issue 1/2005

BMC Medical Informatics and Decision Making 1/2005 Go to the issue