DocumentCode :
3101788
Title :
Multiresolution features of carotid artery wall and plaque toward identifying vulnerable asymptomatic cases from B-mode ultrasound
Author :
Golemati, S. ; Lehareas, S. ; Tsiaparas, Nikolaos N. ; Chatziioannou, Aristotelis ; Nikita, Konstantina S. ; Perrea, D.N.
Author_Institution :
Med. Sch., Nat. & Kapodistrian Univ. of Athens, Athens, Greece
fYear :
2013
fDate :
21-25 July 2013
Firstpage :
872
Lastpage :
875
Abstract :
Efficient management of asymptomatic carotid atherosclerosis remains a crucial issue in clinical practice, because the currently used determinant for deciding surgical or medical treatment, namely the stenosis degree, has proven inadequate. Various features derived from ultrasound image analysis have shown promise for enhancing the effectiveness of decision making. Among these, multiresolution, i.e. wavelet-transform-based, texture analysis has been shown to adequately characterise atheromatous tissue, especially in terms of horizontally oriented texture in longitudinal B-mode sections. We sought to investigate the horizontally-oriented multiresolution textural properties of arterial wall and plaque in a carefully selected sample of asymptomatic male subjects. Of the 19 carotid arteries that were interrogated, 7 had low stenosis degrees (50-69%) and 12 had high stenosis degrees (70-100%); the two groups had similar ages. Multiresolution analysis was performed using wavelet packets and the coiflet 1 wavelet, for three levels of decomposition. Seven features were derived from the resulting approximation (A) and horizontal detail (Dh) images, for two segments in each artery, namely plaque and the adjacent intima-media complex (IM). All features were statistically similar between low and high stenosis cases, suggesting that stenosis degree may not be sufficient to characterise the two case types. Differences between IM and plaque were observed for most multiresolution features. The differences were more prominent for higher decomposition levels. The feature Dh3A2A1 was different between plaque and IM in the low stenosis cases but was not different in the high stenosis cases. The opposite was observed for Dh2Dh1. Such differences suggest discontinuities in tissue properties and therefore increased vulnerability. In conclusion, multiresolution texture analysis may provide valuable information about normal and atheromatous tissue, because certain tis- ue properties are revealed at high decomposition levels.
Keywords :
biomedical ultrasonics; blood vessels; diseases; feature extraction; image texture; medical image processing; statistical analysis; wavelet transforms; B-mode ultrasound; Dh2Dh1 feature; Dh3A2A1 feature; approximation images; arterial segments; asymptomatic carotid atherosclerosis management; asymptomatic male subjects; atheromatous tissue characterisation; carotid arteries; carotid artery wall multiresolution features; clinical practice; coiflet 1 wavelet; decision making effectiveness enhancement; feature extraction; high decomposition levels; high stenosis degrees; horizontal detail images; horizontally oriented texture; horizontally-oriented multiresolution textural properties; intima-media complex; longitudinal B-mode sections; low stenosis degrees; medical treatment determinant; multiresolution texture analysis; plaque multiresolution features; statistical analysis; surgical treatment determinant; tissue property discontinuities; ultrasound image analysis; vulnerable asymptomatic case identification; wavelet packets; wavelet-transform-based texture analysis; Approximation methods; Atherosclerosis; Carotid arteries; Image resolution; Materials; Ultrasonic imaging; Wavelet packets; B-mode ultrasound; Carotid; atherosclerotic plaque; multiresolution; texture;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Ultrasonics Symposium (IUS), 2013 IEEE International
Conference_Location :
Prague
ISSN :
1948-5719
Print_ISBN :
978-1-4673-5684-8
Type :
conf
DOI :
10.1109/ULTSYM.2013.0224
Filename :
6725296
Link To Document :
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