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Multiscale amplitude-modulation frequency-modulation (AM-FM) texture analysis of ultrasound images of the intima and media layers of the carotid artery

Authors :
Loizou, Christos P.
Murray, V.
Pattichis, Marios S.
Pantzaris, Marios C.
Pattichis, Constantinos S.
Pattichis, Constantinos S. [0000-0003-1271-8151]
Pattichis, Marios S. [0000-0002-1574-1827]
Loizou, Christos P. [0000-0003-1247-8573]
Pantzaris, Marios C. [0000-0003-2937-384X]
Source :
IEEE Transactions on Information Technology in Biomedicine, IEEE Trans.Inf.Technol.Biomed.
Publication Year :
2011

Abstract

The intima-media thickness (IMT) of the common carotid artery (CCA) is widely used as an early indicator of cardiovascular disease (CVD). Clinically, there is strong interest in identifying how the composition and texture of the media layer (ML) can be associated with the risk of stroke. In this study, we use 2-D amplitude-modulation frequency-modulation (AMFM) analysis of the intima-media complex (IMC), the ML, and intima layer (IL) of the CCA to detect texture changes as a function of age and sex. The study was performed on 100 ultrasound images acquired from asymptomatic subjects at risk of atherosclerosis. To investigate texture variations associated with age, we separated them into three age groups: 1) patients younger than 50 2) patients aged between 50 and 60 years old and 3) patients over 60 years old. We also separated the patients by sex. The IMC, ML, and IL were segmented manually by a neurovascular expert and also by a snake-based segmentation system. To reject strong edge artifacts, we prefilter with an AMFM filterbank that is centered along the horizontal frequency axis (parallel to the long axis of the IMC, ML, and IL), while removing the low-pass filter estimates and frequency bands with large, vertical frequency components. To investigate significant texture changes, we extract the instantaneous amplitude (IA) and the magnitude of the instantaneous frequency (IF) over each layer component, for low-, medium-, and high-frequency AMFM components. We detected significant texture differences between the higher risk age group of 60 years versus the lower risk age group of Cited By :18

Details

Database :
OpenAIRE
Journal :
IEEE Transactions on Information Technology in Biomedicine, IEEE Trans.Inf.Technol.Biomed.
Accession number :
edsair.doi.dedup.....60cc00c89bbe67053ec1ff84dd88b4f4