Identification of Hypoglycemia and Hyperglycemia in Type 1 Diabetic patients using ECG parameters

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2012, Pages 2716-2719

  Nguyen, Linh Lan ^a   Su, Steven ^a   Nguyen, Hung T ^a  

^a UNIVERSITY OF TECHNOLOGY SYDNEY   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

ABNORMAL CHANGE; ANALYSIS SYSTEM; BLOOD GLUCOSE LEVEL; DIABETES MELLITUS; DIABETIC PATIENT; ECG PARAMETERS; ECG SIGNALS; EXTRACTING FEATURES; HEART RATES; LABVIEW SOFTWARE; PR INTERVALS;

COMPUTER PROGRAMMING LANGUAGES; ELECTROCARDIOGRAPHY; GLUCOSE; INSULIN; SIGNAL PROCESSING;

PARAMETER ESTIMATION;

ARTICLE; ELECTROCARDIOGRAPHY; HUMAN; HYPERGLYCEMIA; HYPOGLYCEMIA; INSULIN DEPENDENT DIABETES MELLITUS; METHODOLOGY; PATHOPHYSIOLOGY;

DIABETES MELLITUS, TYPE 1; ELECTROCARDIOGRAPHY; HUMANS; HYPERGLYCEMIA; HYPOGLYCEMIA;

EID: 84882933748     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2012.6346525     Document Type: Conference Paper

References (28)

1. T. W. Jones, et al., "Mild hypoglycemia and impairment of brain stem and cortical evoked potentials in healthy subjects," Diabetes, vol. 39, pp. 1550-1555, December 1, 1990.
2. D. E. Trachtenbarg, "Diabetic ketoacidosis," American Family Physician, vol. 71, pp. 1705-1714, 2005.
3. S. F. Malin, et al., "Noninvasive prediction of glucose by near-infrared diffuse reflectance spectroscopy," Clin Chem, vol. 45, pp. 1651-8, 1999.
4. J. A. Tamada, et al., "Noninvasive glucose monitoring: comprehensive clinical results. Cygnus Research Team," Jama, vol. 282, pp. 1839-44, 1999.
5. K. Rebrin, et al., "Subcutaneous glucose predicts plasma glucose independent of insulin: implications for continuous monitoring," Am J Physiol, vol. 277, pp. E561-71, 1999.
6. H. T. Nguyen, et al., "Real-time detection of nocturnal hypoglycemic episodes using a novel non-invasive hypoglycemia monitor," in Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2009. EMBC 2009., pp. 3822-3825.
7. H. T. Nguyen, et al., "Detection of nocturnal hypoglycemic episodes (natural occurrence) in children with Type 1 diabetes using an optimal Bayesian neural network algorithm," in 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. EMBS 2008, pp. 1311-1314.
8. T. F. Christensen, et al., "QT interval prolongation during spontaneous episodes of hypoglycaemia in type 1 diabetes: the impact of heart rate correction," Diabetologia, vol. 53, pp. 2036-2041, 2010.
9. C. Alexakis, et al., "Feature extraction and classification of electrocardiogram (ECG) signals related to hypoglycaemia," in Computers in Cardiology, 2003, pp. 537-540.
10. C. Alexakis, et al., "A knowledge-based electrocardiogram-monitoring system for detection of the onset of nocturnal hypoglycaemia in type 1 diabetic patients," in Computers in Cardiology, 2006, pp. 5-8.
11. Nuryani, S. Ling and H. T. Nguyen, "Electrocardiographic T-wave peak-to-end interval for hypoglycaemia detection," in Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2010, pp. 618-621.
12. G. Heger, et al., "Monitoring set-up for selection of parameters for detection of hypoglycaemia in diabetic patients," Medical & Biological Engineering & Computing, vol. 34, pp. 69-75, 1996.
13. J. P. Singh, et al., "Association of hyperglycemia with reduced heart rate variability (The Framingham Heart Study)," The American Journal of Cardiology, vol. 86, pp. 309-312, 2000.
14. R. Marfella, et al., "The effect of acute hyperglycaemia on QTc duration in healthy man," Diabetologia, vol. 43, pp. 571-575, 2000.
15. R. Bathula, et al., "Indian Asians have poorer cardiovascular autonomic function than Europeans: this is due to greater hyperglycaemia and may contribute to their greater risk of heart disease," Diabetologia, vol. 53, pp. 2120-2128, 2010.
16. B. Eckert and C. D. Agardh, "Hypoglycaemia leads to an increased QT interval in normal men," Clin Physiol, vol. 18, pp. 570-5, 1998.
17. R. T. Robinson, et al., "Mechanisms of abnormal cardiac repolarization during insulin-induced hypoglycemia," Diabetes, vol. 52, pp. 1469-74, 2003.
18. R. T. Robinson, et al., "Changes in cardiac repolarization during clinical episodes of nocturnal hypoglycaemia in adults with Type 1 diabetes," Diabetologia, vol. 47, pp. 312-5, 2004.
19. D. Gordin, et al., "Acute hyperglycaemia disturbs cardiac repolarization in Type 1 diabetes," Diabetic Medicine: A Journal Of The British Diabetic Association, vol. 25, pp. 101-105, 2008.
20. G. D. Marfella R, "Hyperglycemia and QT interval: time for reevaluation," Diabetes Nutr Metab, vol. 14, pp. 63-5, 2001 Apr.
21. J. L. Marques, et al., "Altered ventricular repolarization during hypoglycaemia in patients with diabetes," Diabet Med, vol. 14, pp. 648-54, 1997.
22. N. P. Murphy, et al., "Prolonged cardiac repolarisation during spontaneous nocturnal hypoglycaemia in children and adolescents with type 1 diabetes," Diabetologia, vol. 47, pp. 1940-1947, 2004.
23. B. Suys, et al., "Glycemia and Corrected QT Interval Prolongation in Young Type 1 Diabetic Patients: What is the relation?," Diabetes Care, vol. 29, pp. 427-9, 2006.
24. P. Cryer, "Diverse causes of hypoglycemia-associated autonomic failure in diabetes," The New England journal of medicine, vol. 350, pp. 2272-2279, 2004.
25. A. Lorsheyd, et al., "PR and OTc interval prolongation on the electrocardiogram after binge drinking in healthy individuals."
26. H. MK, "Prolonged PR intervals were associated with increased risk for atrial fibrillation, pacemaker implantation, and mortality," Annals of Internal Medicine, vol. 151, pp. JC5-13, November 17, 2009.
27. T. A. Aksnes, et al., "Impact of New-Onset Diabetes Mellitus on Development of Atrial Fibrillation and Heart Failure in High-Risk Hypertension (from the VALUE Trial)," The American Journal of Cardiology, vol. 101, pp. 634-638, 2008.
28. G. Y. Gandhi, et al., "Intraoperative Hyperglycemia and Perioperative Outcomes in Cardiac Surgery Patients," Mayo Clinic Proceedings, vol. 80, pp. 862-866, 2005.