Title :
Optimal electrode placements for the identification of old MI and LVH
Author :
Donnelly, M.P. ; Nugent, C.D. ; Finlay, D.D. ; Black, N D
Author_Institution :
Univ. of Ulster, Jordanstown
Abstract :
Past studies have demonstrated the improved diagnostic utility of the electrocardiogram by utilizing alternative recording sites to that used in the standard 12-lead. The present study proposes new lead sets based on the developments of innovative computational models. Utilizing 744 117-lead body surface potential maps the diagnostic value of different recording site combinations was evaluated. Three lead sets were derived; sites discriminating between subjects with evidence of old myocardial infarction and healthy subjects; sites discriminating between subjects with left ventricular hypertrophy and healthy subjects; and sites discriminating between the two disease types. A wrapper approach incorporating a nearest neigbour classifier was adopted to facilitate the lead selection process. Following 10-fold cross validation the recording sites chosen for LVH vs Normal, MI vs Normal and MI vs LVH yielded sensitivities of 89%, 89% and 75%, and specificities of 91%, 94% and 65%, respectively.
Keywords :
bioelectric potentials; biomedical electrodes; electrocardiography; patient diagnosis; body surface potential map; diagnostic utility; electrocardiogram; left ventricular hypertrophy; myocardial infarction; optimal electrode placement; CD recording; Computational modeling; Data mining; Electrocardiography; Electrodes; Feature extraction; Myocardium; Neodymium; Neural networks; Statistical analysis;
Conference_Titel :
Computers in Cardiology, 2006
Conference_Location :
Valencia
Print_ISBN :
978-1-4244-2532-7