Title :
Exploratory analysis of the spatio-temporal deformation of the myocardium during systole from tagged MRI
Author :
Clarysse, Patrick ; Han, Meimei ; Croisille, Pierre ; Magnin, Isabelle E.
Author_Institution :
CREATIS, French Nat. Center for Sci. Res. Unit, Villeurbanne, France
Abstract :
Myocardial contractile function is, with perfusion, one of the main affected factors in ischemic heart diseases. In this paper, we propose an original framework based on functional data analysis for the quantitative study of spatio-temporal parameters related to the myocardial contraction mechanics. The mechanical strains in the left-ventricular (LV) myocardium are computed from tagged magnetic resonance imaging cardiac sequences. A statistical functional model of the normal contractile function of the LV is build from the study of eight examinations on healthy subjects. We show that it is possible to detect abnormal strain patterns comparatively to this model, by generating distance maps at rest and under pharmacological stress. We demonstrate the consistency of the results for the circumferential deformation parameter on healthy and pathological data sets.
Keywords :
biomechanics; biomedical MRI; cardiology; diseases; image motion analysis; medical image processing; muscle; abnormal strain patterns detection; circumferential deformation parameter; healthy data sets; ischemic heart diseases; left ventricle; magnetic resonance imaging; medical diagnostic imaging; myocardial contraction mechanics; myocardium spatio-temporal deformation; normal contractile function; pathological data sets; pharmacological stress; spatio-temporal parameters study; statistical functional model; systole; tagged MRI; Biomedical imaging; Cardiac disease; Data analysis; Data mining; Magnetic field induced strain; Magnetic resonance imaging; Myocardium; Pathology; Positron emission tomography; Tagging; Algorithms; Cluster Analysis; Dobutamine; Echocardiography, Stress; Exercise Test; Heart Ventricles; Humans; Image Interpretation, Computer-Assisted; Magnetic Resonance Imaging, Cine; Models, Cardiovascular; Models, Statistical; Myocardial Contraction; Myocardium; Principal Component Analysis; Reference Values; Reproducibility of Results; Sensitivity and Specificity; Systole;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2002.804587