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Automatic segmentation of intra-cochlear anatomy in post-implantation CT of unilateral cochlear implant recipients

机译:单侧人工耳蜗植入物植入后CT中的人工耳蜗内部解剖自动分割

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摘要

A cochlear implant (CI) is a neural prosthetic device that restores hearing by directly stimulating the auditory nerve using an electrode array that is implanted in the cochlea. In CI surgery, the surgeon accesses the cochlea and makes an opening where he/she inserts the electrode array blind to internal structures of the cochlea. Because of this, the final position of the electrode array relative to intra-cochlear anatomy is generally unknown. We have recently developed an approach for determining electrode array position relative to intra-cochlear anatomy using a pre- and a post-implantation CT. The approach is to segment the intra-cochlear anatomy in the pre-implantation CT, localize the electrodes in the post-implantation CT, and register the two CTs to determine relative electrode array position information. Currently, we are using this approach to develop a CI programming technique that uses patient-specific spatial information to create patient-customized sound processing strategies. However, this technique cannot be used for many CI users because it requires a pre-implantation CT that is not always acquired prior to implantation. In this study, we propose a method for automatic segmentation of intra-cochlear anatomy in post-implantation CT of unilateral recipients, thus eliminating the need for pre-implantation CTs in this population. The method is to segment the intra-cochlear anatomy in the implanted ear using information extracted from the normal contralateral ear and to exploit the intra-subject symmetry in cochlear anatomy across ears. To validate our method, we performed experiments on 30 ears for which both a pre- and a post-implantation CT are available. The mean and the maximum segmentation errors are 0.224 and 0.734 mm, respectively. These results indicate that our automatic segmentation method is accurate enough for developing patient-customized CI sound processing strategies for unilateral CI recipients using a post-implantation CT alone.
机译:耳蜗植入物(CI)是一种神经修复装置,可通过使用植入耳蜗中的电极阵列直接刺激听觉神经来恢复听力。在CI手术中,外科医生会进入耳蜗并在他/她将电极阵列插入对耳蜗内部结构不知情的位置开口。因此,电极阵列相对于耳蜗内解剖结构的最终位置通常是未知的。我们最近开发了一种使用植入前和植入后CT确定相对于耳蜗内解剖结构的电极阵列位置的方法。该方法是在植入前CT中分割耳蜗内解剖结构,在植入后CT中定位电极,并注册两个CT以确定相对电极阵列位置信息。当前,我们正在使用这种方法来开发CI编程技术,该技术使用患者特定的空间信息来创建患者自定义的声音处理策略。但是,该技术不能用于许多CI用户,因为它需要植入前CT,而该CT并非总是在植入前就获得的。在这项研究中,我们提出了一种在单侧接受者的植入后CT中自动分割耳蜗内解剖结构的方法,从而消除了该人群的植入前CT需求。该方法是使用从正常对侧耳朵中提取的信息来分割植入耳朵中的耳蜗内解剖结构,并利用跨耳的耳蜗解剖结构中的对象内对称性。为了验证我们的方法,我们在30根耳朵上进行了实验,这些耳朵均具有植入前和植入后CT。平均和最大分割误差分别为0.224和0.734 mm。这些结果表明,我们的自动分割方法足以单独使用植入后CT为单侧CI接受者开发患者定制的CI声音处理策略。

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