Raj Kiran V, Joseph Jayaraj, M Nabeel P, Sivaprakasam Mohanasankar
Department of Electrical Engineering, Indian Institute of Technology Madras, Chennai, Tamil Nadu, India.
Healthcare Technology Innovation Centre, Indian Institute of Technology Madras, Chennai, Tamil Nadu, India.
Comput Methods Programs Biomed. 2020 Oct;194:105557. doi: 10.1016/j.cmpb.2020.105557. Epub 2020 May 23.
The manual measurement of arterial diameter and wall thickness using imaging modalities demand expertise, and the state-of-art automated or semi-automated measurement features are seldom available in the entry-level systems. The advanced ultrasound modalities are expensive, non-scalable, and less favorable for field and resource-constrained settings. In this work, we present a novel method to measure arterial diameter (D), surrogate intima-media thickness (sIMT), and with them their intra-cardiac cycle changes by employing an affordable image-free ultrasound technology.
The functionality of the method was systematically validated on a simulation testbed, phantoms and, 40 human subjects. The accuracy, agreement, inter-beat, and inter-operator variabilities were quantified. The in-vivo measurement performance of the method was compared against two reference B-mode tools - Carotid Studio and CAROLAB.
Simulations revealed that for the A-mode frames with SNR > 10 dB, the proposed method identifies the desired arterial wall interfaces with an RMSE < 20 μm. The RMSE for the diameter and wall thickness measurements from the static phantom were 111 μm and 14 μm, and for the dynamic phantom were 117 μm and 18 μm, respectively. Strong agreement was seen between the in-vivo measurements of the proposed method and the two reference tools. The mean absolute errors against the two references and the inter-beat variability were smaller than 0.18 mm for D and smaller than 36 μm for sIMT measurements. Likewise, the respective inter-observer variabilities were 0.16 ± 0.23 mm and 43 ± 25 μm.
Acceptable accuracy and repeatability were observed during the validation, that were on a par with the recently reported B-mode techniques in the literature. The technology being real-time, automated, and relatively inexpensive, is promising for field and low-resource settings.
使用成像方式手动测量动脉直径和管壁厚度需要专业知识,而入门级系统很少具备先进的自动或半自动测量功能。先进的超声检查方式价格昂贵、不可扩展,且在现场和资源受限的环境中不太适用。在本研究中,我们提出了一种新颖的方法,通过使用一种经济实惠的无图像超声技术来测量动脉直径(D)、替代内膜中层厚度(sIMT)及其心动周期变化。
该方法的功能在模拟试验台、体模和40名人类受试者上进行了系统验证。对准确性、一致性、心搏间和操作者间的变异性进行了量化。将该方法的体内测量性能与两种参考B模式工具——颈动脉工作室(Carotid Studio)和CAROLAB进行了比较。
模拟显示,对于A模式帧中信号强度大于10dB的情况,该方法识别所需动脉壁界面的均方根误差(RMSE)小于20μm。静态体模直径和壁厚测量的RMSE分别为111μm和14μm,动态体模分别为117μm和18μm。该方法的体内测量结果与两种参考工具之间存在高度一致性。相对于两种参考工具的平均绝对误差以及心搏间变异性,直径测量小于0.18mm,sIMT测量小于36μm。同样,观察者间的变异性分别为0.16±0.23mm和43±25μm。
验证过程中观察到了可接受的准确性和可重复性,与文献中最近报道的B模式技术相当。该技术具有实时、自动化且相对便宜的特点,在现场和低资源环境中具有广阔前景。