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基于主动轮廓的频率实现的颈总动脉壁分割:颈总动脉壁的分割。

Segmentation of the common carotid artery walls based on a frequency implementation of active contours: segmentation of the common carotid artery walls.

机构信息

Tecnologías de la Información y las Comunicaciones Department, Universidad Politécnica de Cartagena, Campus Muralla del Mar, Cartagena, Spain.

出版信息

J Digit Imaging. 2013 Feb;26(1):129-39. doi: 10.1007/s10278-012-9481-7.

Abstract

Atherosclerosis is one of the most extended cardiovascular diseases nowadays. Although it may be unnoticed during years, it also may suddenly trigger severe illnesses such as stroke, embolisms or ischemia. Therefore, an early detection of atherosclerosis can prevent adult population from suffering more serious pathologies. The intima-media thickness (IMT) of the common carotid artery (CCA) has been used as an early and reliable indicator of atherosclerosis for years. The IMT is manually computed from ultrasound images, a process that can be repeated as many times as necessary (over different ultrasound images of the same patient), but also prone to errors. With the aim to reduce the inter-observer variability and the subjectivity of the measurement, a fully automatic computer-based method based on ultrasound image processing and a frequency-domain implementation of active contours is proposed. The images used in this work were obtained with the same ultrasound scanner (Philips iU22 Ultrasound System) but with different spatial resolutions. The proposed solution does not extract only the IMT but also the CCA diameter, which is not as relevant as the IMT to predict future atherosclerosis evolution but it is a statistically interesting piece of information for the doctors to determine the cardiovascular risk. The results of the proposed method have been validated by doctors, and these results are visually and numerically satisfactory when considering the medical measurements as ground truth, with a maximum deviation of only 3.4 pixels (0.0248 mm) for IMT.

摘要

动脉粥样硬化是当今最广泛的心血管疾病之一。尽管它可能在多年内未被察觉,但也可能突然引发严重疾病,如中风、栓塞或缺血。因此,早期发现动脉粥样硬化可以防止成年人群遭受更严重的病理。颈总动脉(CCA)的内-中膜厚度(IMT)多年来一直被用作动脉粥样硬化的早期和可靠指标。IMT 是从超声图像手动计算得出的,这个过程可以根据需要重复多次(对同一患者的不同超声图像),但也容易出错。为了减少观察者间的变异性和测量的主观性,提出了一种基于超声图像处理和频域主动轮廓的全自动计算机方法。本工作中使用的图像是使用相同的超声扫描仪(飞利浦 iU22 超声系统)获得的,但具有不同的空间分辨率。所提出的解决方案不仅可以提取 IMT,还可以提取 CCA 直径,虽然与预测未来动脉粥样硬化进展的 IMT 相比,CCA 直径不太相关,但对于医生确定心血管风险来说,这是一个具有统计学意义的信息。该方法的结果已经过医生验证,考虑到医学测量作为基准,这些结果在视觉和数值上都是令人满意的,IMT 的最大偏差仅为 3.4 像素(0.0248 毫米)。

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