IEEE Trans Biomed Eng. 2024 Jun;71(6):1926-1936. doi: 10.1109/TBME.2024.3356390. Epub 2024 May 20.
The objective of this work is to introduce and demonstrate the effectiveness of a novel sensing modality for contact detection between an off-the-shelf aspiration catheter and a thrombus.
A custom robotic actuator with a pressure sensor was used to generate an oscillatory vacuum excitation and sense the pressure inside the extracorporeal portion of the catheter. Vacuum pressure profiles and robotic motion data were used to train a support vector machine (SVM) classification model to detect contact between the aspiration catheter tip and a mock thrombus. Validation consisted of benchtop accuracy verification, as well as user study comparison to the current standard of angiographic presentation.
Benchtop accuracy of the sensing modality was shown to be 99.67%. The user study demonstrated statistically significant improvement in identifying catheter-thrombus contact compared to the current standard. The odds ratio of successful detection of clot contact was 2.86 (p = 0.03) when using the proposed sensory method compared to without it.
The results of this work indicate that the proposed sensing modality can offer intraoperative feedback to interventionalists that can improve their ability to detect contact between the distal tip of a catheter and a thrombus.
By offering a relatively low-cost technology that affords off-the-shelf aspiration catheters as clot-detecting sensors, interventionalists can improve the first-pass effect of the mechanical thrombectomy procedure while reducing procedural times and mental burden.
本研究旨在介绍并展示一种新颖的传感方式,用于检测市售抽吸导管与血栓之间的接触。
采用带有压力传感器的定制机器人执行器,产生振荡真空激励,并感测导管体外部分的压力。使用真空压力曲线和机器人运动数据来训练支持向量机(SVM)分类模型,以检测抽吸导管尖端与模拟血栓之间的接触。验证包括台架准确性验证,以及与当前血管造影标准的用户研究比较。
该传感方式的台架准确性达到 99.67%。用户研究表明,与当前标准相比,该传感方式在识别导管-血栓接触方面具有统计学意义上的显著改善。与没有使用该方法相比,使用所提出的感觉方法检测到血栓接触的成功几率提高了 2.86 倍(p=0.03)。
本研究结果表明,所提出的传感方式可为介入医师提供术中反馈,从而提高其检测导管远端与血栓之间接触的能力。
通过提供一种相对低成本的技术,使市售抽吸导管能够作为血栓检测传感器,介入医师可以提高机械血栓切除术的初次效果,同时减少手术时间和心理负担。