Title :
Hypoglycemia detection based on cardiac repolarization features
Author :
Lipponen, J.A. ; Kemppainen, J. ; Karjalainen, P.A. ; Laitinen, T. ; Mikola, H. ; Kärki, T. ; Tarvainen, M.P.
Author_Institution :
Dept. of Appl. Phys., Univ. of Eastern Finland, Kuopio, Finland
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
Hypoglycemia is known to affect repolarization characteristics of the heart. These changes are shown from ECG by prolonged QT-time and T-wave flattening. In this study we constructed a classifier based on these ECG parameters. By using the classifier we tried to detect hypoglycemic events from measurements of 22 test subjects. Hypoglycemic state was achieved using glucose clamp technique. Used test protocol consisted of three stages: normoglycemic period, transition period (blood glucose concentration decreasing) and hypoglycemic period. Subjects were divided into three groups: 9 healthy controls (Healthy), 6 otherwise healthy type 1 diabetics (T1DM) and 7 type 1 diabetics with disease complications (T1DMc). Detection of hypoglycemic event could be made passably from 15/22 measurements. In addition, we found that detection process is easier for healthy and T1DM groups than T1DMc group diabetics because in T1DMc group subjects´ have lower autonomic response to hypoglycemic events. Also we noticed that changes in ECG occurs few minutes after blood glucose is decreased below 3.5mmol/1.
Keywords :
biochemistry; blood; diseases; electrocardiography; ECG parameters; T-wave flattening; T1DM group; TIDMc group diabetics; blood glucose; cardiac repolarization feature; disease complication; glucose clamp technique; heart; hypoglycemia detection; hypoglycemic state; normoglycemic period; prolonged QT-time; test protocol; type 1 diabetics; Blood; Diabetes; Electrocardiography; Particle measurements; Principal component analysis; Sugar; Time measurement; Diabetes Mellitus, Type 1; Electrocardiography; Heart; Humans; Hypoglycemia; Patch-Clamp Techniques;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6091163