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Automated Estimation of Aortic Intima-Media Thickness from Fetal Ultrasound

机译:胎儿超声自动估计主动脉内膜中层厚度

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摘要

Intima-media thickness (aIMT) of the abdominal aorta has proven to be an early marker for atherosclerosis and cardiovascular diseases risk assessment in young adults and children. Despite recent studies have highlighted the potential usefulness of its estimation at the fetal stage from ultrasound images, this relies on error-prone and tedious manual tracing. In this study, an automated technique for aIMT estimation from fetal ultrasound images is presented and tested against manual tracing. The proposed technique is based on narrow-band level-set methods applied to the regions surrounding the aortic lumen in order to segment the portions between the blood-intima and media-adventitia interfaces and thus estimate the aIMT. This approach was tested on images acquired from 11 subject at a mean gestational age of 29 weeks. Automatically extracted aIMT values were compared to reference values manually extracted by two interpreters using Pearson's correlation coefficients, Bland-Altman and linear regression analyses. The results indicate that the accuracy of the proposed technique is comparable to that of manual tracing. As a consequence, this approach could be potentially adopted as an alternative to manual analysis for the automated estimation of aIMT.
机译:事实证明,腹主动脉内膜中层厚度(aIMT)是年轻人和儿童中动脉粥样硬化和心血管疾病风险评估的早期标志。尽管最近的研究已经强调了在胎儿阶段根据超声图像进行估计的潜在有用性,但这依赖于容易出错和繁琐的手动追踪。在这项研究中,提出了一种自动技术,可根据胎儿超声图像进行aIMT估计,并针对手动跟踪进行了测试。所提出的技术基于应用于主动脉腔周围区域的窄带水平集方法,以便分割血液内膜和中膜-外膜界面之间的部分,从而估计aIMT。该方法在平均胎龄为29周的11位受试者的图像上进行了测试。使用Pearson相关系数,Bland-Altman和线性回归分析,将自动提取的aIMT值与两个解释器手动提取的参考值进行比较。结果表明,所提出的技术的准确性可与手动跟踪的准确性相提并论。结果,该方法可能被潜在地用作自动估算aIMT的手动分析的替代方法。

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