Enhanced algorithm for glucose estimation using the continuous glucose monitoring system

Medical Science Monitor

Volumn 16, Issue 6, 2010, Pages

  Leal, Yenny ^a   Garcia Gabin, Winston ^a   Bondia, Jorge ^b   Esteve, Eduardo ^c   Ricart, Wifredo ^c   Fernández Real, Jose Manuel ^c,d   Vehi, Josep ^a  

^a UNIVERSITY OF GIRONA   (Spain)

^b UNIVERSITAT POLITÈCNICA DE VALÈNCIA   (Spain)

^c GIRONA BIOMEDICAL RESEARCH INSTITUTE IDIBGI   (Spain)

^d Instituto de Salud Carlos III   (Spain)

Author keywords

Continuous glucose monitoring; Hypoglycemia; Type 1 diabetes

Indexed keywords

GLUCOSE;

ADULT; ALGORITHM; ARTICLE; BLOOD GLUCOSE METER; BLOOD GLUCOSE MONITORING; BLOOD SAMPLING; CLINICAL ARTICLE; COMPARATIVE STUDY; CONTINUOUS GLUCOSE MONITORING SYSTEM; CONTROLLED STUDY; FEMALE; GLUCOSE BLOOD LEVEL; HOSPITALIZATION; HUMAN; HYPOGLYCEMIA; INSULIN DEPENDENT DIABETES MELLITUS; MALE; ADOLESCENT; BIOLOGICAL MODEL; BLOOD; CALIBRATION; DEVICES; DIABETES MELLITUS, TYPE 1; MASS FRAGMENTOGRAPHY; METABOLISM; PATHOLOGY; PROCEDURES; REPRODUCIBILITY; STATISTICAL MODEL;

ADOLESCENT; ADULT; ALGORITHMS; BLOOD GLUCOSE SELF-MONITORING; CALIBRATION; DIABETES MELLITUS, TYPE 1; FEMALE; GAS CHROMATOGRAPHY-MASS SPECTROMETRY; GLUCOSE; HUMANS; HYPOGLYCEMIA; MALE; MODELS, BIOLOGICAL; MODELS, STATISTICAL; REPRODUCIBILITY OF RESULTS;

EID: 78249245831     PISSN: 12341010     EISSN: 16433750     Source Type: Journal    
DOI: None     Document Type: Article

References (41)

1. Klonoff DC: Continuous glucose monitoring: roadmap for 21st century diabetes therapy. Diabetes Care, 2005; 28: 1231-39
2. Kovatchev B, Clarke WL: Continuous glucose monitoring (CGM) reduces risks for hypo- and hyperglycemia and glucose variability in diabetes. Diabetes, 2007; 56(Suppl.1): A23
3. Tansey MJ, Beck RW, Buckingham BA et al: Accuracy of the modified Continuous Glucose Monitoring System (CGMS) sensor in an outpatient setting: results from a diabetes research in children network (DirecNet) study. Diabetes Technol Ther, 2005; 7: 109-14
4. Gandrud LM, Xing D, Kollman C et al: The Medtronic Minimed Gold continuous glucose monitoring system: an effective means to discover hypo- and hyperglycemia in children under 7 years of age. Diabetes Technol Ther, 2007; 9: 307-16
5. Kerssen A, de Valk HW, Visser GH: The Continuous Glucose Monitoring System during pregnancy of women with type 1 diabetes mellitus: accuracy assessment. Diabetes Technol Ther, 2004; 6: 645-51
6. Bühling KJ, Kurzidim B, Wolf C et al: Introductory experience with the continuous glucose monitoring system (CGMS; Medtronic Minimed) in detecting hyperglycemia by comparing the self-monitoring of blood glucose (SMBG) in non-pregnant women and in pregnant women with impaired glucose tolerance and gestational diabetes. Exp Clin Endocrinol Diabetes, 2004; 112: 556-60
7. Zhou J, Jia W, Bao Y et al: Glycemic variability and its responses to intensive insulin treatment in newly diagnosed type 2 diabetes. Med Sci Monit, 2008; 14(11): CR552-58
8. Skubala A, Zywiec J, Zełobowska K et al: Continuous glucose monitoring system in 72-hour glucose profile assessment in patients with endstage renal disease on maintenance continuous ambulatory peritoneal dialysis. Med Sci Monit, 2010; 16(2): CR75-83
9. Juvenile Diabetes Research Foundation Continuous Glucose Monitoring Study Group, Tamborlane WV, Beck RW, et al. Continuous glucose monitoring and intensive treatment of type 1 diabetes. N Engl J Med, 2008; 359: 1464-76
10. Ellis SL, Bookout T, Garg SK, Izuora KE: Use of continuous glucose monitoring to improve diabetes mellitus management. Endocrinol Metab Clin North Am, 2008; 36(Suppl.2): 47-68
11. Gross TM, Bode BW, Einhorn D et al: Performance evaluation of the MiniMed Continuous Glucose Monitoring System during patient home use. Diabetes Technol Ther, 2000; 2: 49-56
12. Steil GM, Rebrin K, Mastrototaro J et al: Determination of plasma glucose during rapid glucose excursions with a subcutaneous glucose sensor. Diabetes Technol Ther, 2003; 5: 27-31
13. Kerssen A, De Valk HW, Visser GH: Validation of the Continuous Glucose Monitoring System (CGMS) by the use of two CGMS simultaneously in pregnant women with type 1 diabetes mellitus. Diabetes Technol Ther, 2005; 7: 699-706
14. Clarke WL, Anderson S, Farhy L et al: Evaluating the clinical accuracy of two continuous glucose sensors using continuous glucose-error grid analysis. Diabetes Care, 2005; 28: 2412-17
15. Høi-Hansen T, Pedersen-Bjergaard U, Thorsteinsson B: Reproducibility and reliability of hypoglycaemic episodes recorded with Continuous Glucose Monitoring System (CGMS) in daily life. Diabet Med, 2005; 22: 858-62
16. Fiallo-Scharer R, Diabetes Research in Children Network Study Group: Eight-point glucose testing versus the continuous glucose monitoring system in evaluation of glycemic control in type 1 diabetes. J Clin Endocrinol Metab, 2005; 90: 3387-91
17. Lesperance LM, Spektor A, Mcleod KJ: Calibration of the continuous glucose monitoring system for transient glucose monitoring. Diabetes Technol Ther, 2007; 9: 183-90
18. King C, Anderson S, Breton M et al: Modeling of calibration effectiveness and blood-to-interstitial glucose dynamics as potential confounders of the accuracy of continuous glucose sensors during hyperinsulinemic clamp. J Diabetes Sci Technol, 2007; 1: 317-22
19. Buckingham B: Dawn of real-time continuous glucose sensing. Diabetes Technol Ther, 2003; 5: 381-83
20. Weinzimer SA, DeLucia MC, Boland EA et al: Analysis of continuous glucose monitoring data from non-diabetic and diabetic children: a tale of two algorithms. Diabetes Technol Ther, 2003; 5: 375-80
21. Diabetes Research in Children Network (Direcnet) Study Group, Buckingham BA, Kollman C, et al: Evaluation of factors affecting CGMS calibration. Diabetes Technol Ther, 2006; 8: 318-25
22. Panteleon AE, Rebrin K, Steil GM: The role of the independent variable to glucose sensor calibration. Diabetes Technol Ther, 2003; 5: 401-10
23. Facchinetti A, Sparacino G, Zanderigo F, Cobelli C: Reconstruction of glucose in plasma from interstitial fluid continuous glucose monitoring data: role of sensor calibration. J Diabetes Sci Technol, 2007; 1: 617-23
24. Breton M, Kovatchev BP: Analysis, modeling, and simulation of the accuracy of continuous glucose sensors. J Diabetes Sci Technol, 2008; 2: 853-62
25. Leal Y, Garcia-Gabin W, Bondia J et al: Real-time glucose estimation algorithm for continuous glucose monitoring using autoregressive models. J Diabetes Sci Technol, 2010; 4: 391-403
26. Wentholt IM, Hart AA, Hoekstra JB, Devries JH: How to asses and compare the accuracy of continuous glucose monitors?. Diabetes Technol Ther, 2008; 10: 57-68
27. Clarke WL, Kovatchev B: Continuous glucose sensors: Continuing questions about clinical accuracy. Journal of Diabetes Science and Technology, 2007; 1: 669-75
28. Ginsberg B: How accurate are accuracy measurements of continuous glucose sensing. Diabetes Technol Ther, 2005; 7: 673-74
29. Kollman C, Wilson DM, Wysocki T et al: Limitations of statistical measures of error in assessing the accuracy of continuous glucose sensors. Diabetes Technol Ther, 2005; 7: 665-72
30. Clarke W, Kovatchev B: Statistical tools to analyze continuous glucose monitor data. Diabetes Technol Ther, 2009; 11: S45-54
31. International Organization for Standardization: ISO 15197. In vitro diagnostic test systems - requirements for blood-glucose monitoring systems for self-testing in managing diabetes mellitus. International Organization for Standardization (ISO), 2003
32. Clarke WL, Cox D, Gonder-Frederick LA et al: Evaluating clinical accuracy of systems for self-monitoring of blood glucose. Diabetes Care, 1987; 10: 622-28
33. Parkes JL, Slatin SL, Pardo S, Ginsberg BH: A new consensus error grid to evaluate the clinical significance of inaccuracies in the measurement of blood glucose. Diabetes Care, 2000; 23: 1143-48
34. ® System Solutions™ Software: User Guide MMT-7310 Version 3.0C, 2003
35. Bondia J, Tarín C, Garcia-Gabin W et al: Using support vector machines to detect therapeutically incorrect measurements by the MiniMed CGMS. J Diabetes Sci Technol, 2008; 2: 622-29
36. Wentholt IM, Vollebregt MA, Hart AA et al: Comparison of a needletype and a microdialysis continuous glucose monitor in type 1 diabetic patients. Diabetes Care, 2000; 23: 1143-48
37. Mastrototaro JJ, Gross T, Shin M, John J: Glucose monitor calibration methods. EP 1 154 718 B1, 05 2007
38. Statistics Toolbox. Natick, MA: The MathWorks, Inc., 2007 39. Erdfelder E, Faul F, Buchner A: GPOWER: A general power analysis program. Behavior Research Methods, Instruments & Computers, 1996; 28: 1-11
39. Kovatchev BP, Gonder-Frederick LA, Cox DJ, Clarke WL: Evaluating the accuracy of continuous glucose-monitoring sensors: continuous glucoseerror grid analysis illustrated by TheraSense Freestyle Navigator data. Diabetes Care, 2004; 27: 1922-28
40. Goldberg PA, Siegel MD, Russell RR et al: Experience with the Continuous Glucose Monitoring System in a medical intensive care unit. Diabetes Technol Ther, 2004; 6: 339-47
41. Guerci B, Floriot M, Bohme P et al: Clinical performance of CGMS in type 1 diabetic patients treated by continuous subcutaneous insulin infusion using insulin analogs. Diabetes Care, 2003; 26: 582-89