An automated A-value measurement tool for accurate cochlear duct length estimation

被引:23
作者
Iyaniwura, John E. [1 ]
Elfarnawany, Mai [2 ]
Ladak, Hanif M. [1 ,2 ,3 ,4 ]
Agrawal, Sumit K. [1 ,2 ,4 ,5 ]
机构
[1] Western Univ, Biomed Engn Grad Program, 1151 Richmond St, London, ON N6A 3K7, Canada
[2] Western Univ, Dept Otolaryngol Head & Neck Surg, London, ON, Canada
[3] Western Univ, Dept Med Biophys, London, ON, Canada
[4] Western Univ, Dept Elect & Comp Engn, London, ON, Canada
[5] Univ Hosp, London Hlth Sci Ctr, Room B1-333,339 Windermere Rd, London, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Cochlear duct length; A-value; Computer tomography; Atlas-based registration; Cochlear implants; SPEECH-PERCEPTION; ELECTRODE INSERTION; STIMULATION; IMPLANTS; PLACE; REGISTRATION; VARIABILITY; POSITION; SENSITIVITY; MISMATCH;
D O I
10.1186/s40463-018-0253-3
中图分类号
R76 [耳鼻咽喉科学];
学科分类号
100213 ;
摘要
Background: There has been renewed interest in the cochlear duct length (CDL) for preoperative cochlear implant electrode selection and postoperative generation of patient-specific frequency maps. The CDL can be estimated by measuring the A-value, which is defined as the length between the round window and the furthest point on the basal turn. Unfortunately, there is significant intra-and inter-observer variability when these measurements are made clinically. The objective of this study was to develop an automated A-value measurement algorithm to improve accuracy and eliminate observer variability. Method: Clinical and micro-CT images of 20 cadaveric cochleae specimens were acquired. The micro-CT of one sample was chosen as the atlas, and A-value fiducials were placed onto that image. Image registration (rigid affine and non-rigid B-spline) was applied between the atlas and the 19 remaining clinical CT images. The registration transform was applied to the A-value fiducials, and the A-value was then automatically calculated for each specimen. High resolution micro-CT images of the same 19 specimens were used to measure the gold standard A-values for comparison against the manual and automated methods. Results: The registration algorithm had excellent qualitative overlap between the atlas and target images. The automated method eliminated the observer variability and the systematic underestimation by experts. Manual measurement of the A-value on clinical CT had a mean error of 9.5 +/- 4.3% compared to micro-CT, and this improved to an error of 2.7 +/- 2.1% using the automated algorithm. Both the automated and manual methods correlated significantly with the gold standard micro-CT A-values (r = 0.70, p < 0.01 and r = 0.69, p < 0.01, respectively). Conclusion: An automated A-value measurement tool using atlas-based registration methods was successfully developed and validated. The automated method eliminated the observer variability and improved accuracy as compared to manual measurements by experts. This open-source tool has the potential to benefit cochlear implant recipients in the future.
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页数:8
相关论文
共 55 条
[1]  
Alexiades G, 2015, OTOL NEUROTOL, V36, P904, DOI 10.1097/MAO.0000000000000620
[2]  
Ali H, 2015, INT CONF ACOUST SPEE, P5843, DOI 10.1109/ICASSP.2015.7179092
[3]   Neuroradiological Imaging in patients with sensorineural hearing loss prior to cochlear implantation [J].
Biller, A. ;
Bartsch, A. ;
Knaus, C. ;
Mueller, J. ;
Solymosi, L. ;
Bendszus, M. .
ROFO-FORTSCHRITTE AUF DEM GEBIET DER RONTGENSTRAHLEN UND DER BILDGEBENDEN VERFAHREN, 2007, 179 (09) :901-913
[4]   Automatic measurement of the labyrinth using image registration and a deformable inner ear atlas [J].
Christensen, GE ;
He, JC ;
Dill, JA ;
Rubinstein, JT ;
Vannier, MW ;
Wang, G .
ACADEMIC RADIOLOGY, 2003, 10 (09) :988-999
[5]   3D curved multiplanar cone beam CT reconstruction for intracochlear position assessment of straight electrodes array. A temporal bone and clinical study [J].
De Seta, D. ;
Mancini, P. ;
Russo, F. Y. ;
Torres, R. ;
Mosnier, I. ;
Bensimon, J. L. ;
De Seta, E. ;
Heymann, D. ;
Sterkers, O. ;
Bernardeschi, D. ;
Nguyen, Y. .
ACTA OTORHINOLARYNGOLOGICA ITALICA, 2016, 36 (06) :499-505
[6]   Improving melody recognition in cochlear implant recipients through individualized frequency map fitting [J].
Di Nardo, Walter ;
Scorpecci, Alessandro ;
Giannantonio, Sara ;
Cianfrone, Francesca ;
Paludetti, Gaetano .
EUROPEAN ARCHIVES OF OTO-RHINO-LARYNGOLOGY, 2011, 268 (01) :27-39
[7]  
Ehrhardt J, 2004, METHOD INFORM MED, V43, P391
[8]  
Elfarnawany M, 2017, EVALUATION NONRIGID
[9]   Variational Anatomy of the Human Cochlea: Implications for Cochlear Implantation [J].
Erixon, Elsa ;
Hogstorp, Herman ;
Wadin, Karin ;
Rask-Andersen, Helge .
OTOLOGY & NEUROTOLOGY, 2009, 30 (01) :14-22
[10]  
Escude Bernard, 2006, Audiol Neurootol, V11 Suppl 1, P27, DOI 10.1159/000095611