Literature DB >> 25646750

Automatic localization of target vertebrae in spine surgery: clinical evaluation of the LevelCheck registration algorithm.

Sheng-Fu L Lo1, Yoshito Otake, Varun Puvanesarajah, Adam S Wang, Ali Uneri, Tharindu De Silva, Sebastian Vogt, Gerhard Kleinszig, Benjamin D Elder, C Rory Goodwin, Thomas A Kosztowski, Jason A Liauw, Mari Groves, Ali Bydon, Daniel M Sciubba, Timothy F Witham, Jean-Paul Wolinsky, Nafi Aygun, Ziya L Gokaslan, Jeffrey H Siewerdsen.   

Abstract

STUDY
DESIGN: A 3-dimensional-2-dimensional (3D-2D) image registration algorithm, "LevelCheck," was used to automatically label vertebrae in intraoperative mobile radiographs obtained during spine surgery. Accuracy, computation time, and potential failure modes were evaluated in a retrospective study of 20 patients.
OBJECTIVE: To measure the performance of the LevelCheck algorithm using clinical images acquired during spine surgery. SUMMARY OF BACKGROUND DATA: In spine surgery, the potential for wrong level surgery is significant due to the difficulty of localizing target vertebrae based solely on visual impression, palpation, and fluoroscopy. To remedy this difficulty and reduce the risk of wrong-level surgery, our team introduced a program (dubbed LevelCheck) to automatically localize target vertebrae in mobile radiographs using robust 3D-2D image registration to preoperative computed tomographic (CT) scan.
METHODS: Twenty consecutive patients undergoing thoracolumbar spine surgery, for whom both a preoperative CT scan and an intraoperative mobile radiograph were available, were retrospectively analyzed. A board-certified neuroradiologist determined the "true" vertebra levels in each radiograph. Registration of the preoperative CT scan to the intraoperative radiograph was calculated via LevelCheck, and projection distance errors were analyzed. Five hundred random initializations were performed for each patient, and algorithm settings (viz, the number of robust multistarts, ranging 50-200) were varied to evaluate the trade-off between registration error and computation time. Failure mode analysis was performed by individually analyzing unsuccessful registrations (>5 mm distance error) observed with 50 multistarts.
RESULTS: At 200 robust multistarts (computation time of ∼26 s), the registration accuracy was 100% across all 10,000 trials. As the number of multistarts (and computation time) decreased, the registration remained fairly robust, down to 99.3% registration accuracy at 50 multistarts (computation time ∼7 s).
CONCLUSION: The LevelCheck algorithm correctly identified target vertebrae in intraoperative mobile radiographs of the thoracolumbar spine, demonstrating acceptable computation time, compatibility with routinely obtained preoperative CT scans, and warranting investigation in prospective studies. LEVEL OF EVIDENCE: N/A.

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Year:  2015        PMID: 25646750      PMCID: PMC4433144          DOI: 10.1097/BRS.0000000000000814

Source DB:  PubMed          Journal:  Spine (Phila Pa 1976)        ISSN: 0362-2436            Impact factor:   3.468


  9 in total

Review 1.  A review of 3D/2D registration methods for image-guided interventions.

Authors:  P Markelj; D Tomaževič; B Likar; F Pernuš
Journal:  Med Image Anal       Date:  2010-04-13       Impact factor: 8.545

2.  The prevalence of wrong level surgery among spine surgeons.

Authors:  Milan G Mody; Ali Nourbakhsh; Daniel L Stahl; Mark Gibbs; Mohammad Alfawareh; Kim J Garges
Journal:  Spine (Phila Pa 1976)       Date:  2008-01-15       Impact factor: 3.468

3.  A comparison of similarity measures for use in 2-D-3-D medical image registration.

Authors:  G P Penney; J Weese; J A Little; P Desmedt; D L Hill; D J Hawkes
Journal:  IEEE Trans Med Imaging       Date:  1998-08       Impact factor: 10.048

4.  Avoidance of wrong-level thoracic spine surgery: intraoperative localization with preoperative percutaneous fiducial screw placement.

Authors:  Cheerag D Upadhyaya; Jau-Ching Wu; Cynthia T Chin; Gopalakrishnan Balamurali; Praveen V Mummaneni
Journal:  J Neurosurg Spine       Date:  2011-11-04

5.  Surgical never events in the United States.

Authors:  Winta T Mehtsun; Andrew M Ibrahim; Marie Diener-West; Peter J Pronovost; Martin A Makary
Journal:  Surgery       Date:  2012-12-17       Impact factor: 3.982

6.  Intraoperative localization of thoracic spine level with preoperative percutaneous placement of intravertebral polymethylmethacrylate.

Authors:  Wesley Hsu; Daniel M Sciubba; A Daniel Sasson; Yevgeniy Khavkin; Jean-Paul Wolinsky; Philippe Gailloud; Ziya L Gokaslan; Kieran Murphy
Journal:  J Spinal Disord Tech       Date:  2008-02

7.  Automatic localization of vertebral levels in x-ray fluoroscopy using 3D-2D registration: a tool to reduce wrong-site surgery.

Authors:  Y Otake; S Schafer; J W Stayman; W Zbijewski; G Kleinszig; R Graumann; A J Khanna; J H Siewerdsen
Journal:  Phys Med Biol       Date:  2012-08-03       Impact factor: 3.609

8.  Robust 3D-2D image registration: application to spine interventions and vertebral labeling in the presence of anatomical deformation.

Authors:  Yoshito Otake; Adam S Wang; J Webster Stayman; Ali Uneri; Gerhard Kleinszig; Sebastian Vogt; A Jay Khanna; Ziya L Gokaslan; Jeffrey H Siewerdsen
Journal:  Phys Med Biol       Date:  2013-11-18       Impact factor: 3.609

9.  Wrong-level surgery: A unique problem in spine surgery.

Authors:  John Hsiang
Journal:  Surg Neurol Int       Date:  2011-04-19
  9 in total
  12 in total

1.  Automatic Masking for Robust 3D-2D Image Registration in Image-Guided Spine Surgery.

Authors:  M D Ketcha; T De Silva; A Uneri; G Kleinszig; S Vogt; J-P Wolinsky; J H Siewerdsen
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2016-03-18

2.  Virtual fluoroscopy for intraoperative C-arm positioning and radiation dose reduction.

Authors:  Tharindu De Silva; Joshua Punnoose; Ali Uneri; Mahadevappa Mahesh; Joseph Goerres; Matthew Jacobson; Michael D Ketcha; Amir Manbachi; Sebastian Vogt; Gerhard Kleinszig; Akhil Jay Khanna; Jean-Paul Wolinksy; Jeffrey H Siewerdsen; Greg Osgood
Journal:  J Med Imaging (Bellingham)       Date:  2018-02-13

3.  Multi-stage 3D-2D registration for correction of anatomical deformation in image-guided spine surgery.

Authors:  M D Ketcha; T De Silva; A Uneri; M W Jacobson; J Goerres; G Kleinszig; S Vogt; J-P Wolinsky; J H Siewerdsen
Journal:  Phys Med Biol       Date:  2017-04-04       Impact factor: 3.609

4.  Registration of MRI to intraoperative radiographs for target localization in spinal interventions.

Authors:  T De Silva; A Uneri; M D Ketcha; S Reaungamornrat; J Goerres; M W Jacobson; S Vogt; G Kleinszig; A J Khanna; J-P Wolinsky; J H Siewerdsen
Journal:  Phys Med Biol       Date:  2017-01-04       Impact factor: 3.609

5.  C-arm Positioning Using Virtual Fluoroscopy for Image-Guided Surgery.

Authors:  T De Silva; J Punnoose; A Uneri; J Goerres; M Jacobson; M D Ketcha; A Manbachi; S Vogt; G Kleinszig; A J Khanna; J-P Wolinksy; G Osgood; J H Siewerdsen
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2017-03-03

6.  Realistic C-arm to pCT registration for vertebral localization in spine surgery : A hybrid 3D-2D registration framework for intraoperative vertebral pose estimation.

Authors:  Roshan Ramakrishna Naik; Shyamasunder N Bhat; Nishanth Ampar; Raghuraj Kundangar
Journal:  Med Biol Eng Comput       Date:  2022-06-10       Impact factor: 3.079

7.  Pose Estimation of Periacetabular Osteotomy Fragments With Intraoperative X-Ray Navigation.

Authors:  Robert B Grupp; Rachel A Hegeman; Ryan J Murphy; Clayton P Alexander; Yoshito Otake; Benjamin A McArthur; Mehran Armand; Russell H Taylor
Journal:  IEEE Trans Biomed Eng       Date:  2019-05-06       Impact factor: 4.538

8.  3D-2D image registration for target localization in spine surgery: investigation of similarity metrics providing robustness to content mismatch.

Authors:  T De Silva; A Uneri; M D Ketcha; S Reaungamornrat; G Kleinszig; S Vogt; N Aygun; S-F Lo; J-P Wolinsky; J H Siewerdsen
Journal:  Phys Med Biol       Date:  2016-03-18       Impact factor: 3.609

9.  Clinical Translation of the LevelCheck Decision Support Algorithm for Target Localization in Spine Surgery.

Authors:  Amir Manbachi; Tharindu De Silva; Ali Uneri; Matthew Jacobson; Joseph Goerres; Michael Ketcha; Runze Han; Nafi Aygun; David Thompson; Xiaobu Ye; Sebastian Vogt; Gerhard Kleinszig; Camilo Molina; Rajiv Iyer; Tomas Garzon-Muvdi; Michael R Raber; Mari Groves; Jean-Paul Wolinsky; Jeffrey H Siewerdsen
Journal:  Ann Biomed Eng       Date:  2018-07-26       Impact factor: 4.219

10.  Utility of the LevelCheck Algorithm for Decision Support in Vertebral Localization.

Authors:  Tharindu De Silva; Sheng-Fu L Lo; Nafi Aygun; Daniel M Aghion; Akwasi Boah; Rory Petteys; Ali Uneri; Michael D Ketcha; Thomas Yi; Sebastian Vogt; Gerhard Kleinszig; Wei Wei; Markus Weiten; Xiaobu Ye; Ali Bydon; Daniel M Sciubba; Timothy F Witham; Jean-Paul Wolinsky; Jeffrey H Siewerdsen
Journal:  Spine (Phila Pa 1976)       Date:  2016-10-15       Impact factor: 3.241

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