Literature DB >> 32419717

Deformable registration of X-ray to MRI for post-implant dosimetry in prostate brachytherapy.

Seyoun Park1, Danny Y Song1, Junghoon Lee1.   

Abstract

Post-implant dosimetric assessment in prostate brachytherapy is typically performed using CT as the standard imaging modality. However, poor soft tissue contrast in CT causes significant variability in target contouring, resulting in incorrect dose calculations for organs of interest. CT-MR fusion-based approach has been advocated taking advantage of the complementary capabilities of CT (seed identification) and MRI (soft tissue visibility), and has proved to provide more accurate dosimetry calculations. However, seed segmentation in CT requires manual review, and the accuracy is limited by the reconstructed voxel resolution. In addition, CT deposits considerable amount of radiation to the patient. In this paper, we propose an X-ray and MRI based post-implant dosimetry approach. Implanted seeds are localized using three X-ray images by solving a combinatorial optimization problem, and the identified seeds are registered to MR images by an intensity-based points-to-volume registration. We pre-process the MR images using geometric and Gaussian filtering. To accommodate potential soft tissue deformation, our registration is performed in two steps, an initial affine transformation and local deformable registration. An evolutionary optimizer in conjunction with a points-to-volume similarity metric is used for the affine registration. Local prostate deformation and seed migration are then adjusted by the deformable registration step with external and internal force constraints. We tested our algorithm on six patient data sets, achieving registration error of (1.2±0.8) mm in < 30 sec. Our proposed approach has the potential to be a fast and cost-effective solution for post-implant dosimetry with equivalent accuracy as the CT-MR fusion-based approach.

Entities:  

Keywords:  Post-implant dosimetry; X-ray to MRI registration; deformable registration; prostate brachytherapy

Year:  2016        PMID: 32419717      PMCID: PMC7229773          DOI: 10.1117/12.2216911

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  8 in total

1.  REDMAPS: reduced-dimensionality matching for prostate brachytherapy seed reconstruction.

Authors:  Junghoon Lee; Christian Labat; Ameet K Jain; Danny Y Song; Everette Clif Burdette; Gabor Fichtinger; Jerry L Prince
Journal:  IEEE Trans Med Imaging       Date:  2010-07-19       Impact factor: 10.048

2.  An image-guidance system for dynamic dose calculation in prostate brachytherapy using ultrasound and fluoroscopy.

Authors:  Nathanael Kuo; Ehsan Dehghan; Anton Deguet; Omar Y Mian; Yi Le; E Clif Burdette; Gabor Fichtinger; Jerry L Prince; Danny Y Song; Junghoon Lee
Journal:  Med Phys       Date:  2014-09       Impact factor: 4.071

3.  Automatic segmentation of radiographic fiducial and seeds from X-ray images in prostate brachytherapy.

Authors:  Nathanael Kuo; Anton Deguet; Danny Y Song; Everette C Burdette; Jerry L Prince; Junghoon Lee
Journal:  Med Eng Phys       Date:  2011-07-29       Impact factor: 2.242

4.  Ultrasound-fluoroscopy registration for prostate brachytherapy dosimetry.

Authors:  Ehsan Dehghan; Junghoon Lee; Pascal Fallavollita; Nathanael Kuo; Anton Deguet; Yi Le; E Clif Burdette; Danny Y Song; Jerry L Prince; Gabor Fichtinger
Journal:  Med Image Anal       Date:  2012-06-16       Impact factor: 8.545

5.  Intraoperative 3D reconstruction of prostate brachytherapy implants with automatic pose correction.

Authors:  Junghoon Lee; Nathanael Kuo; Anton Deguet; Ehsan Dehghan; Danny Y Song; Everette C Burdette; Jerry L Prince
Journal:  Phys Med Biol       Date:  2011-07-19       Impact factor: 3.609

6.  Prostate brachytherapy seed reconstruction with Gaussian blurring and optimal coverage cost.

Authors:  Junghoon Lee; Xiaofeng Liu; Ameet K Jain; Danny Y Song; Everette C Burdette; Jerry L Prince; Gabor Fichtinger
Journal:  IEEE Trans Med Imaging       Date:  2009-07-14       Impact factor: 10.048

7.  Comparison of combined x-ray radiography and magnetic resonance (XMR) imaging-versus computed tomography-based dosimetry for the evaluation of permanent prostate brachytherapy implants.

Authors:  Peter Acher; Kawal Rhode; Stephen Morris; Andrew Gaya; Marc Miquel; Rick Popert; Ivan Tham; Janette Nichol; Kate McLeish; Charles Deehan; Prokar Dasgupta; Ronald Beaney; Stephen F Keevil
Journal:  Int J Radiat Oncol Biol Phys       Date:  2008-05-29       Impact factor: 7.038

8.  Dosimetry accuracy as a function of seed localization uncertainty in permanent prostate brachytherapy: increased seed number correlates with less variability in prostate dosimetry.

Authors:  Yi Su; Brian J Davis; Keith M Furutani; Michael G Herman; Richard A Robb
Journal:  Phys Med Biol       Date:  2007-05-10       Impact factor: 3.609

  8 in total

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