Can a Cochlear Implant Be Used as an Electrical Impedance Tomography Device?

IF 2.2 4区 医学 Q3 ENGINEERING, BIOMEDICAL
Friedemarie Fourie, Joshua Thiselton, Tania Hanekom
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Abstract

The imaging of the live cochlea is a challenging task. Regardless of the quality of images obtained from modern clinical imaging techniques, the internal structures of the cochlea mainly remain obscured. Electrical impedance tomography (EIT) is a safe, low-cost alternative medical imaging technique with applications in various clinical scenarios. In this article, EIT is investigated as an alternative method to image and extract the centre of gravity of the modiolus in vivo. This information can be used to augment present postoperative medical imaging techniques to investigate the cochlea. The cochlear implant EIT system was simulated by modelling user-specific electrode array trajectories within a simple conductive medium containing an inhomogeneity representing the modiolus. The method included an adapted adjacent stimulation protocol for data collection. For the image reconstruction, NOSER and Tikhonov priors were considered. A parameter analysis was conducted to find the most robust combination of image priors and hyperparameters for this application. The cochlear implant EIT methodology was validated at different noise levels for four electrode array trajectories. Comparing the NOSER and Tikhonov priors, it was observed that the NOSER prior exhibits superior centre of gravity localisation performance in cochlear implant EIT image reconstruction for different noise levels and user-dependent variability in electrode array trajectories. Image reconstruction, using a NOSER prior at a hyperparameter value of approximately 0.001, resulted in an average centre of gravity localisation error of less than 4% for all electrode array trajectories using difference imaging and less than 5.5% using absolute imaging.

人工耳蜗可以用作电阻抗断层扫描设备吗?
活体耳蜗的成像是一项具有挑战性的任务。无论现代临床成像技术所获得的图像质量如何,耳蜗的内部结构主要仍然模糊不清。电阻抗断层扫描(EIT)是一种安全、低成本的替代医学成像技术,在各种临床场景中都有应用。在本文中,EIT作为一种替代的方法来研究成像和提取的重心在体内的痣。该信息可用于增强目前的术后医学成像技术来研究耳蜗。人工耳蜗EIT系统是通过在一个简单的导电介质中模拟用户特定的电极阵列轨迹来模拟的,该介质中含有代表模量的不均匀性。该方法包括一种适用于数据收集的相邻增产方案。对于图像重建,考虑了NOSER和Tikhonov先验。进行了参数分析,以找到最稳健的图像先验和超参数的组合,为这个应用程序。在不同噪声水平下,对四种电极阵列轨迹进行了人工耳蜗EIT方法的验证。通过对比NOSER和Tikhonov先验算法,我们发现NOSER先验算法在不同噪声水平和电极阵列轨迹的用户依赖变异情况下,在人工耳蜗EIT图像重建中表现出优越的重心定位性能。图像重建,使用超参数值约为0.001的NOSER先验,导致使用差分成像的所有电极阵列轨迹的平均重心定位误差小于4%,使用绝对成像的平均重心定位误差小于5.5%。
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来源期刊
International Journal for Numerical Methods in Biomedical Engineering
International Journal for Numerical Methods in Biomedical Engineering ENGINEERING, BIOMEDICAL-MATHEMATICAL & COMPUTATIONAL BIOLOGY
CiteScore
4.50
自引率
9.50%
发文量
103
审稿时长
3 months
期刊介绍: All differential equation based models for biomedical applications and their novel solutions (using either established numerical methods such as finite difference, finite element and finite volume methods or new numerical methods) are within the scope of this journal. Manuscripts with experimental and analytical themes are also welcome if a component of the paper deals with numerical methods. Special cases that may not involve differential equations such as image processing, meshing and artificial intelligence are within the scope. Any research that is broadly linked to the wellbeing of the human body, either directly or indirectly, is also within the scope of this journal.
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