A new method for early detection of myocardial ischemia:cardiodynamicsgram(CDG)

被引:3
作者
Cong WANG [1 ]
Xunde DONG [1 ]
Shanxing OU [2 ]
Wei WANG [3 ]
Junmin HU [1 ]
Feifei YANG [1 ]
机构
[1] College of Automation Science and Engineering, South China University of Technology
[2] Department of Radiology, General Hospital of Guangzhou Military Command
[3] Department 5 of Gerontology, General Hospital of Guangzhou Military Command
关键词
early detection; myocardial ischemia; cardiodynamicsgram(CDG); ECG; deterministic learning; cardiodynamics;
D O I
暂无
中图分类号
R540.41 [];
学科分类号
1002 ; 100201 ;
摘要
Early detection of myocardial ischemia via electrocardiographic methods is important and challenging. In the study, based on the standard 12-lead electrocardiography(ECG), a new method called cardiodynamicsgram(CDG) is proposed for early detection of myocardial ischemia. Using a recently proposed deterministic learning algorithm, the cardiodynamics information is extracted from the ST-T segments of standard 12-lead ECG. The CDG is generated by plotting the three-dimensional cardiodynamics information. By analyzing CDG morphology, it is found that significant correlations exist between CDG and ischemia. By evaluating ischemia patients and healthy controls from the Physikalisch-Technische Bundesanstalt(PTB) database and the General Hospital of Guangzhou Military Command, the CDG method achieves a mean sensitivity of 90.3% and a mean specificity of 87.8%, which are higher than those of both the standard 12-lead ECG and the exercise ECG. As it is noninvasive, convenient, and inexpensive, it is hopeful that CDG may become a cost-effective screening method for early detection of ischemic heart diseases.
引用
收藏
页码:95 / 105
页数:11
相关论文
共 23 条
[1]  
Design and performance analysis of deterministic learning of sampled-data nonlinear systems[J]. YUAN ChengZhi,WANG Cong.Science China(Information Sciences). 2014(03)
[2]  
确定学习与基于数据的建模及控制[J]. 王聪,陈填锐,刘腾飞.自动化学报. 2009(06)
[3]  
Evolution of intravascular assessment of coronary anatomy and physiology: from ultrasound imaging to optical and flow assessment[J] . Elias Sanidas,George Dangas.Eur J Clin Invest . 2013 (9)
[4]  
T wave alternans in experimental myocardial infarction: Time course and predictive value for the assessment of myocardial damage[J] . Marina M. Demidova,Alba Martín-Yebra,Juan Pablo Martínez,Violeta Monasterio,Sasha Koul,Jesper van der Pals,Daniel Romero,Pablo Laguna,David Erlinge,Pyotr G. Platonov.Journal of Electrocardiology . 2013 (3)
[5]   Design of a Fuzzy-based Decision Support System for Coronary Heart Disease Diagnosis [J].
Lahsasna, Adel ;
Ainon, Raja Noor ;
Zainuddin, Roziati ;
Bulgiba, Awang .
JOURNAL OF MEDICAL SYSTEMS, 2012, 36 (05) :3293-3306
[6]  
Heart Disease and Stroke Statistics—2011 Update: A Report From the American Heart Association[J] . Véronique L. Roger,Alan S. Go,Donald M. Lloyd-Jones,Robert J. Adams,Jarett D. Berry,Todd M. Brown,Mercedes R. Carnethon,Shifan Dai,Giovanni de Simone,Earl S. Ford,Caroline S. Fox,Heather J. Fullerton,Cathleen Gillespie,Kurt J. Greenlund,Susan M. Hailpern,John A. Heit,P. Michael Ho,Virginia J. Howard,Brett M. Kissela,Steven J. Kittner,Daniel T. Lackland,Judith H. Lichtman,Lynda D. Lisabeth,Diane M.
[7]   Cardiogoniometric parameters for detection of coronary artery disease at rest as a function of stenosis localization and distribution [J].
Huebner, Thomas ;
Schuepbach, W. M. Michael ;
Seeck, Andrea ;
Sanz, Ernst ;
Meier, Bernhard ;
Voss, Andreas ;
Pilgram, Roland .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2010, 48 (05) :435-446
[8]   Real-time detection of transient cardiac ischemic episodes from ECG signals [J].
Dranca, L. ;
Goni, A. ;
Illarramendi, A. .
PHYSIOLOGICAL MEASUREMENT, 2009, 30 (09) :983-998
[9]   A methodology for the automated creation of fuzzy expert systems for ischaemic and arrhythmic beat classification based on a set of rules obtained by a decision tree [J].
Exarchos, Themis P. ;
Tsipouras, Markos G. ;
Exarchos, Costas P. ;
Papaloukas, Costas ;
Fotiadis, Dimitrios I. ;
Michalis, Lampros K. .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2007, 40 (03) :187-200
[10]  
Body Surface Potential Mapping: Historical Background, Present Possibilities, Diagnostic Challenges[J] . MihályMedvegy,GáborDuray,ArnoldPintér,IstvánPréda.Annals of Noninvasive Electrocardiology . 2006 (2)