Khan Mohammad M R, Labadie Robert F, Noble Jack H
Vanderbilt University, Department of Electrical Engineering and Computer Science, Nashville, Tennessee, United States.
Vanderbilt University Medical Center, Department of Otolaryngology-Head and Neck Surgery, Nashville, Tennessee, United States.
J Med Imaging (Bellingham). 2020 May;7(3):031504. doi: 10.1117/1.JMI.7.3.031504. Epub 2020 Jun 3.
Cochlear implants (CIs) use an array of electrodes surgically threaded into the cochlea to restore hearing sensation. Techniques for predicting the insertion depth of the array into the cochlea could guide surgeons toward more optimal placement of the array to reduce trauma and preserve the residual hearing. In addition to the electrode array geometry, the base insertion depth (BID) and the cochlear size could impact the overall array insertion depth. We investigated using these measurements to develop a linear regression model that can make preoperative or intraoperative predictions of the insertion depth of lateral wall CI electrodes. Computed tomography (CT) images of 86 CI recipients were analyzed. Using previously developed automated algorithms, the relative electrode position inside the cochlea was measured from the CT images. A linear regression model is proposed for insertion depth prediction based on cochlea size, array geometry, and BID. The model is able to accurately predict angular insertion depths with a standard deviation of 41 deg and absolute deviation error of 32 deg. Surgeons may use this model for patient-customized selection of electrode array and/or to plan a BID for a given array that minimizes the likelihood of causing trauma to regions of the cochlea where residual hearing exists.
人工耳蜗(CI)通过手术将一系列电极植入耳蜗,以恢复听觉。预测电极阵列在耳蜗内插入深度的技术,可以引导外科医生更优化地放置阵列,从而减少创伤并保留残余听力。除了电极阵列的几何形状外,基底插入深度(BID)和耳蜗大小也会影响整个阵列的插入深度。我们研究了利用这些测量数据来建立一个线性回归模型,该模型可以在术前或术中预测侧壁CI电极的插入深度。对86名接受CI植入者的计算机断层扫描(CT)图像进行了分析。利用先前开发的自动算法,从CT图像中测量了耳蜗内电极的相对位置。提出了一种基于耳蜗大小、阵列几何形状和BID的插入深度预测线性回归模型。该模型能够准确预测角度插入深度,标准差为41度,绝对偏差误差为32度。外科医生可以使用这个模型为患者定制电极阵列的选择和/或为给定的阵列规划BID,以尽量减少对存在残余听力的耳蜗区域造成创伤的可能性。