title: Cardiorespiratory and cardiovascular interactions in cardiomyopathy patients using joint symbolic dynamic analysis.
abstract: Cardiovascular diseases are the first cause of death in developed countries. Using electrocardiographic (ECG), blood pressure (BP) and respiratory flow signals, we obtained parameters for classifying cardiomyopathy patients. 42 patients with ischemic (ICM) and dilated (DCM) cardiomyopathies were studied. The left ventricular ejection fraction (LVEF) was used to stratify patients with low risk (LR: LVEF>35%, 14 patients) and high risk (HR: LVEF≤ 35%, 28 patients) of heart attack. RR, SBP and TTot time series were extracted from the ECG, BP and respiratory flow signals, respectively. The time series were transformed to a binary space and then analyzed using Joint Symbolic Dynamic with a word length of three, characterizing them by the probability of occurrence of the words. Extracted parameters were then reduced using correlation and statistical analysis. Principal component analysis and support vector machines methods were applied to characterize the cardiorespiratory and cardiovascular interactions in ICM and DCM cardiomyopathies, obtaining an accuracy of 85.7%.
authors.forename: Beatriz F
authors.initials: BF
authors.lastname: Giraldo
authors.forename: Javier
authors.initials: J
authors.lastname: Rodriguez
authors.forename: Pere
authors.initials: P
authors.lastname: Caminal
authors.forename: Antonio
authors.initials: A
authors.lastname: Bayes-Genis
authors.forename: Andreas
authors.initials: A
authors.lastname: Voss
mesh_terms: D000368:Aged; D001794:Blood Pressure / Q000502:physiology; D009202:Cardiomyopathies / Q000503:physiopathology*; D002311:Cardiomyopathy, Dilated / Q000503:physiopathology; D002319:Cardiovascular System / Q000503:physiopathology*; D004562:Electrocardiography; D006801:Humans; D008875:Middle Aged; D009203:Myocardial Infarction / Q000209:etiology; D025341:Principal Component Analysis; D012306:Risk; D012815:Signal Processing, Computer-Assisted; D060388:Support Vector Machine; D016277:Ventricular Function, Left / Q000502:physiology*