Title :
Computerized analysis of ultrasound images: Potential associations between texture and motion properties of the diseased arterial wall
Author :
Gastounioti, A. ; Golemati, S. ; Nikita, Konstantina S.
Author_Institution :
Sch. of Electr. & Comput. Eng., Nat. Tech. Univ. of Athens, Athens, Greece
Abstract :
We investigated potential associations between motion and texture features of the diseased arterial wall (atherosclerotic plaques). To this end, various motion indices representing velocity, amplitude and diastole-to-systole displacement, and texture features based on firstand second-order statistics were estimated. Associations were revealed by using the Spearman rank correlation coefficient and the statistical significance of the results was validated through permutation tests. It was concluded that (a) heterogeneous material composition of the plaque reduces its movement in the radial and longitudinal directions, probably because of interactions between different materials and (b) bright image regions (echogenic materials) moved more intensely in the longitudinal direction than darker image regions (anechoic materials), while the opposite was observed for motion in the radial direction. Further investigations including large samples of real data, additional features and histological data, are necessary to draw valid conclusions about motion activities and mechanical interactions of atherosclerotic plaque components.
Keywords :
biomedical ultrasonics; correlation methods; image texture; medical image processing; ultrasonic imaging; Spearman rank correlation coefficient; amplitude; anechoic material; atherosclerotic plaque; computerized ultrasound images analysis; diastole-to-systole displacement; diseased arterial wall; image motion; image texture; longitudinal direction; radial direction; velocity; Acoustics; Atherosclerosis; Carotid arteries; Feature extraction; Materials; Ultrasonic imaging; B-mode ultrasound; Carotid; Spearman rank correlation; atherosclerotic plaque; motion; texture;
Conference_Titel :
Ultrasonics Symposium (IUS), 2012 IEEE International
Conference_Location :
Dresden
Print_ISBN :
978-1-4673-4561-3
DOI :
10.1109/ULTSYM.2012.0172