Skip to main content
Top

2018 | OriginalPaper | Chapter

MARCEL (Inter-Modality Affine Registration with CorrELation Ratio): An Application for Brain Shift Correction in Ultrasound-Guided Brain Tumor Resection

Authors : Nima Masoumi, Yiming Xiao, Hassan Rivaz

Published in: Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Tissue deformation during brain tumor removal often renders the original surgical plan invalid. This can greatly affect the quality of resection, and thus threaten the patient’s survival rate. Therefore, correction of such deformation is needed, which can be achieved through image registration between pre- and intra-operative images. We proposed a novel automatic inter-modal affine registration technique based on the correlation ratio (CR) similarity metric. The technique was demonstrated through registering intra-operative ultrasound (US) scans with magnetic resonance (MR) images of patients, who underwent brain gliomas resection. By using landmark-based mean target registration errors (TRE) for evaluation, our technique has achieved a result of 2.32 ± 0.68 mm from the initial 5.13 ± 2.78 mm.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Holland, E.C.: Progenitor cells and glioma formation. Curr. Opin. Neurol. 14(6), 683–688 (2001)CrossRef Holland, E.C.: Progenitor cells and glioma formation. Curr. Opin. Neurol. 14(6), 683–688 (2001)CrossRef
2.
go back to reference Dolecek, T.A., et al.: CBTRUS statistical report: primary brain and central nervous system tumors diagnosed in the United States in 2005–2009. Neuro-Oncol. 14(suppl 5), v1–v49 (2012)MathSciNetCrossRef Dolecek, T.A., et al.: CBTRUS statistical report: primary brain and central nervous system tumors diagnosed in the United States in 2005–2009. Neuro-Oncol. 14(suppl 5), v1–v49 (2012)MathSciNetCrossRef
3.
go back to reference Gerard, I.J., et al.: Brain shift in neuronavigation of brain tumors: a review. Med. Image Anal. 35, 403–420 (2017)CrossRef Gerard, I.J., et al.: Brain shift in neuronavigation of brain tumors: a review. Med. Image Anal. 35, 403–420 (2017)CrossRef
4.
go back to reference De Nigris, D., Collins, D.L., Arbel, T.: Multi-modal image registration based on gradient orientations of minimal uncertainty. IEEE Trans. Med. Imaging 31(12), 2343–2354 (2012)CrossRef De Nigris, D., Collins, D.L., Arbel, T.: Multi-modal image registration based on gradient orientations of minimal uncertainty. IEEE Trans. Med. Imaging 31(12), 2343–2354 (2012)CrossRef
5.
go back to reference Xiao, Y., et al.: REtroSpective Evaluation of Cerebral Tumors (RESECT): a clinical database of pre-operative MRI and intra-operative ultrasound in low-grade glioma surgeries. Med. Phys. 44, 3875–3882 (2017)CrossRef Xiao, Y., et al.: REtroSpective Evaluation of Cerebral Tumors (RESECT): a clinical database of pre-operative MRI and intra-operative ultrasound in low-grade glioma surgeries. Med. Phys. 44, 3875–3882 (2017)CrossRef
6.
go back to reference Roche, A., et al.: Multimodal image registration by maximization of the correlation ratio. Ph.D. thesis. INRIA (1998) Roche, A., et al.: Multimodal image registration by maximization of the correlation ratio. Ph.D. thesis. INRIA (1998)
7.
go back to reference Rivaz, H., Chen, S.J.S., Collins, D.L.: Automatic deformable MR-ultrasound registration for image-guided neurosurgery. IEEE Trans. Med. Imaging 34(2), 366–380 (2015)CrossRef Rivaz, H., Chen, S.J.S., Collins, D.L.: Automatic deformable MR-ultrasound registration for image-guided neurosurgery. IEEE Trans. Med. Imaging 34(2), 366–380 (2015)CrossRef
8.
go back to reference Klein, S., Staring, M., Pluim, J.P.W.: Evaluation of optimization methods for nonrigid medical image registration using mutual information and B-splines. IEEE Trans. Image Process. 16(12), 2879–2890 (2007)MathSciNetCrossRef Klein, S., Staring, M., Pluim, J.P.W.: Evaluation of optimization methods for nonrigid medical image registration using mutual information and B-splines. IEEE Trans. Image Process. 16(12), 2879–2890 (2007)MathSciNetCrossRef
9.
go back to reference Rivaz, H., Collins, D.L.: Near real-time robust non-rigid registration of volumetric ultrasound images for neurosurgery. Ultrasound Med. Biol. 41(2), 574–587 (2015)CrossRef Rivaz, H., Collins, D.L.: Near real-time robust non-rigid registration of volumetric ultrasound images for neurosurgery. Ultrasound Med. Biol. 41(2), 574–587 (2015)CrossRef
10.
go back to reference Daga, P., et al.: Accurate localization of optic radiation during neurosurgery in an interventional MRI suite. IEEE Trans. Med. Imaging 31(4), 882–891 (2012)CrossRef Daga, P., et al.: Accurate localization of optic radiation during neurosurgery in an interventional MRI suite. IEEE Trans. Med. Imaging 31(4), 882–891 (2012)CrossRef
Metadata
Title
MARCEL (Inter-Modality Affine Registration with CorrELation Ratio): An Application for Brain Shift Correction in Ultrasound-Guided Brain Tumor Resection
Authors
Nima Masoumi
Yiming Xiao
Hassan Rivaz
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-75238-9_5

Premium Partner