Title :
Principal component analysis of the T wave: 24 hour monitoring of repolarization complexity in dialysis patients
Author :
Severi, S. ; Grandi, E. ; Alessandrini, G. ; Santoro, A. ; Cavalcanti, S.
Author_Institution :
Univ. of Bologna, Cesena
Abstract :
The 24-hour changes in the complexity of ventricular repolarization in hemodialysis (HD) patients were quantified by principal component analysis (PCA) of the T wave. The effects of dialysis sessions leading to different plasma potassium levels (´Ktow´ and ´Khigh´) were analyzed. Forty-six Hotter recordings were collected from twelve patients. PCA was applied to the T waves extracted from each beat. Repolarization complexity was quantified by the ratio of the second to the first eigenvalue (PCA ratio). Hemodialysis caused a significant increase in the PCA ratio (+50% at the end of the sessions), which recovered to the basal value during the first hour post-dialysis. In the last two hours of dialysis PCA ratio was significantly higher in Klow sessions than in Khigh ones. Results show a significant HD-induced increase of the T wave complexity, strongly related to the therapy-induced potassium depletion.
Keywords :
electrocardiography; patient treatment; potassium; principal component analysis; Hotter recordings; K; T wave PCA; blood plasma potassium levels; dialysis effects; hemodialysis; principal component analysis; repolarization complexity monitoring; therapy induced potassium depletion; time 24 hour; ventricular repolarization complexity; Eigenvalues and eigenfunctions; Electrocardiography; Heart rate interval; Heart rate variability; High definition video; Medical treatment; Patient monitoring; Plasma measurements; Plasma waves; Principal component analysis;
Conference_Titel :
Computers in Cardiology, 2006
Conference_Location :
Valencia
Print_ISBN :
978-1-4244-2532-7