Document Detail


Multilead analysis of T-wave alternans in the ECG using principal component analysis.
MedLine Citation:
PMID:  19272977     Owner:  NLM     Status:  MEDLINE    
Abstract/OtherAbstract:
T-wave alternans (TWA) is a cardiac phenomenon associated with the mechanisms leading to sudden cardiac death. Several methods exist to automatically detect and estimate TWA in the ECG on a single-lead basis, and their main drawback is their poor sensitivity to low-amplitude TWA. In this paper, we propose a multilead analysis scheme to improve the detection and estimation of TWA. It combines principal component analysis with a single-lead method based on the generalized likelihood ratio test. The proposed scheme is evaluated and compared to a single-lead scheme by means of a simulation study, in which different types of simulated and physiological noise are considered under realistic conditions. Simulation results show that the multilead scheme can detect TWA with an SNR 30 dB lower and allows the estimation of TWA with an SNR 25 dB lower than the single-lead scheme. The two analysis schemes are also applied to stress test ECG records. Results show that the multilead scheme provides a higher detection power and that TWA detections obtained with this scheme are significantly different in healthy volunteers and ischemic patients, whereas they are not with the single-lead scheme.
Authors:
Violeta Monasterio; Pablo Laguna; Juan Pablo Martínez
Related Documents :
7352507 - Statistical fluctuations in heart rate variability indices.
24974987 - Implementation of an advanced hybrid mpc-pid control system using pat tools into a dire...
23110837 - Contribution of modeling approaches and virtual populations in transposing the results ...
19562487 - Non-invasive imaging of cardiac activation and recovery.
24327067 - Empirical correction to the likelihood ratio statistic for structural equation modeling...
21495157 - Towards an improved understanding of the dynamics of vineyard-infesting scaphoideus tit...
Publication Detail:
Type:  Journal Article; Research Support, Non-U.S. Gov't     Date:  2009-03-04
Journal Detail:
Title:  IEEE transactions on bio-medical engineering     Volume:  56     ISSN:  1558-2531     ISO Abbreviation:  IEEE Trans Biomed Eng     Publication Date:  2009 Jul 
Date Detail:
Created Date:  2009-06-16     Completed Date:  2009-09-18     Revised Date:  2009-11-11    
Medline Journal Info:
Nlm Unique ID:  0012737     Medline TA:  IEEE Trans Biomed Eng     Country:  United States    
Other Details:
Languages:  eng     Pagination:  1880-90     Citation Subset:  IM    
Affiliation:
Centro de Investigación Biomédica en Red de Bioingeniería, Biomateriales y Nanomedicina, Communications Technology Group, Aragón Institute of Engineering Research, University of Zaragoza, Zaragoza 50018, Spain. violeta.monasterio@unizar.es
Export Citation:
APA/MLA Format     Download EndNote     Download BibTex
MeSH Terms
Descriptor/Qualifier:
Algorithms
Computer Simulation
Electrocardiography / methods*
Exercise Test
Humans
Monte Carlo Method
Principal Component Analysis / methods*
Signal Processing, Computer-Assisted*

From MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine


Previous Document:  Fluorescence spectroscopy: an adjunct diagnostic tool to image-guided core needle biopsy of the brea...
Next Document:  Bite weight prediction from acoustic recognition of chewing.