Title :
Shape and motion analysis of left ventricle dyssynchrony from real-time 3D echocardiography
Author :
Zhang, Honghai ; Abiose, Ademola K. ; Campbell, Dwayne N. ; Sonka, Milan ; Martins, James B. ; Wahle, Andreas
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Iowa, Iowa City, IA, USA
Abstract :
The diagnosis of left ventricular mechanical dyssynchrony (LVMD) and identifying cardiac resynchronization therapy (CRT) candidates are challenging problems due to the limitation of the currently applied regional volume-curve analysis. In this study, four-dimensional (4D, 3D+time) left ventricle (LV) regional shape models of 26 LVMD patients were constructed from pre- and/or post- CRT real-time 3D echocardiography (RT3DE) datasets that include 9,900 traced slices on 663 cardiac phases. The shape model analysis based on principal components were compared to volume curve model analysis. The results suggested that the 4D shape modal indices correctly capture LVMD motion patterns and their relative changes after CRT, comparably to the volume curve analysis, and they are also likely to capture unique LVMD shape and motion features that cannot be found by volume curve analysis.
Keywords :
echocardiography; image motion analysis; medical image processing; principal component analysis; LVMD motion patterns; cardiac resynchronization therapy; four-dimensional left ventricle regional shape models; left ventricular mechanical dyssynchrony; motion analysis; principal components; real-time 3D echocardiography; shape model analysis; volume curve analysis; Cathode ray tubes; Cities and towns; Echocardiography; Heart; Medical diagnostic imaging; Medical treatment; Motion analysis; Pattern analysis; Shape; Testing; Real-time 3D echocardiography; four-dimensional statistical shape model; left-ventricular shape and motion modeling; principal component analysis; regional volume curves;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490101