Loizou Christos P, Pattichis Constantinos S, Nicolaides Andrew N, Pantziaris Marios
Department of Computer Science, School of Sciences, Intercollege, Limassol, Cyprus.
IEEE Trans Ultrason Ferroelectr Freq Control. 2009 May;56(5):983-94. doi: 10.1109/TUFFC.2009.1130.
The intima-media thickness (IMT) of the common carotid artery (CCA) is widely used as an early indicator of the development of cardiovascular disease (CVD). It was proposed but not thoroughly investigated that the media layer (ML) thickness (MLT), its composition, and its texture may be indicative of cardiovascular risk and for differentiating between patients with high and low risk. In this study, we investigate an automated method for segmenting the ML and the intima layer (IL) and measurement of the MLT and the intima layer thickness (ILT) in ultrasound images of the CCA. The snakes segmentation method was used and was evaluated on 100 longitudinal ultrasound images acquired from asymptomatic subjects, against manual segmentation performed by a neurovascular expert. The mean +/- standard deviation (sd) for the first and second sets of manual and the automated IMT, MLT, and ILT measurements were 0.71 +/- 0.17 mm, 0.72 +/- 0.17 mm, 0.67 +/- 0.12 mm; 0.25 +/- 0.12 mm, 0.27 +/- 0.14 mm, 0.25 +/- 0.11 mm; and 0.43 +/- 0.10 mm, 0.44 +/- 0.13 mm, and 0.42 +/- 0.10 mm, respectively. There was overall no significant difference between the manual and the automated IMC, ML, and IL segmentation measurements. Therefore, the automated segmentation method proposed in this study may be used successfully in the measurement of the MLT and ILT complementing the manual measurements. MLT was also shown to increase with age (for both the manual and the automated measurements). Future research will incorporate the extraction of texture features from the segmented ML and IL bands, which may indicate the risk of future cardiovascular events. However, more work is needed for validating the proposed technique in a larger sample of subjects.
颈总动脉(CCA)的内膜中层厚度(IMT)被广泛用作心血管疾病(CVD)发展的早期指标。有人提出,中膜层(ML)厚度(MLT)、其组成及其纹理可能指示心血管风险,并用于区分高风险和低风险患者,但尚未进行深入研究。在本研究中,我们研究了一种自动方法,用于在CCA的超声图像中分割ML和内膜层(IL),并测量MLT和内膜层厚度(ILT)。使用了蛇形分割方法,并在从无症状受试者获取的100幅纵向超声图像上进行了评估,与神经血管专家进行的手动分割进行对比。手动和自动测量的第一组和第二组IMT、MLT和ILT测量的平均值±标准差(sd)分别为0.71±0.17毫米、0.72±0.17毫米、0.67±0.12毫米;0.25±0.12毫米、0.27±0.14毫米、0.25±0.11毫米;以及0.43±0.10毫米、0.44±0.13毫米和0.42±0.10毫米。手动和自动IMC、ML和IL分割测量总体上没有显著差异。因此,本研究中提出的自动分割方法可成功用于测量MLT和ILT,作为手动测量的补充。MLT也显示随年龄增长而增加(手动和自动测量均如此)。未来的研究将纳入从分割的ML和IL带中提取纹理特征,这可能指示未来心血管事件的风险。然而,需要更多工作在更大样本的受试者中验证所提出的技术。