Literature DB >> 31698351

Soft-tissue prostate intrafraction motion tracking in 3D cine-MR for MR-guided radiotherapy.

D M de Muinck Keizer1, L G W Kerkmeijer, M Maspero, A Andreychenko, J R N van der Voort van Zyp, C A T van den Berg, B W Raaymakers, J J W Lagendijk, J C J de Boer.   

Abstract

To develop a method to automatically determine intrafraction motion of the prostate based on soft tissue contrast on 3D cine-magnetic resonance (MR) images with high spatial and temporal resolution. Twenty-nine patients who underwent prostate stereotactic body radiotherapy (SBRT), with four implanted cylindrical gold fiducial markers (FMs), had cine-MR imaging sessions after each of five weekly fractions. Each cine-MR session consisted of 55 sequentially obtained 3D data sets ('dynamics') and was acquired over an 11 s period, covering a total of 10 min. The prostate was delineated on the first dynamic of every dataset and this delineation was used as the starting position for the soft tissue tracking (SST). Each subsequent dynamic was rigidly aligned to the first dynamic, based on the contrast of the prostate. The obtained translation and rotation describes the intrafraction motion of the prostate. The algorithm was applied to 6270 dynamics over 114 scans of 29 patients and the results were validated by comparing to previously obtained fiducial marker tracking data of the same dataset. Our proposed tracking method was also retro-perspectively applied to cine-MR images acquired during MR-guided radiotherapy of our first prostate patient treated on the MR-Linac. The difference in the 3D translation results between the soft tissue and marker tracking was below 1 mm for 98.2% of the time. The mean translation at 10 min were X: 0.0 [Formula: see text] 0.8 mm, Y: 1.0 [Formula: see text] 1.8 mm and Z: [Formula: see text] mm. The mean rotation results at 10 min were X: [Formula: see text], Y: 0.1 [Formula: see text] 0.6° and Z: 0.0 [Formula: see text] 0.7°. A fast, robust and accurate SST algorithm was developed which obviates the need for FMs during MR-guided prostate radiotherapy. To our knowledge, this is the first data using full 3D cine-MR images for real-time soft tissue prostate tracking, which is validated against previously obtained marker tracking data.

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Year:  2019        PMID: 31698351     DOI: 10.1088/1361-6560/ab5539

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   3.609


  7 in total

1.  Fast contour propagation for MR-guided prostate radiotherapy using convolutional neural networks.

Authors:  K A J Eppenhof; M Maspero; M H F Savenije; J C J de Boer; J R N van der Voort van Zyp; B W Raaymakers; A J E Raaijmakers; M Veta; C A T van den Berg; J P W Pluim
Journal:  Med Phys       Date:  2020-01-23       Impact factor: 4.071

2.  Delivered dose quantification in prostate radiotherapy using online 3D cine imaging and treatment log files on a combined 1.5T magnetic resonance imaging and linear accelerator system.

Authors:  Charis Kontaxis; Daan M de Muinck Keizer; Linda G W Kerkmeijer; Thomas Willigenburg; Mariska D den Hartogh; Jochem R N van der Voort van Zyp; Eline N de Groot-van Breugel; Jochem Hes; Bas W Raaymakers; Jan J W Lagendijk; Hans C J de Boer
Journal:  Phys Imaging Radiat Oncol       Date:  2020-07-13

3.  Focal salvage treatment for radiorecurrent prostate cancer: A magnetic resonance-guided stereotactic body radiotherapy versus high-dose-rate brachytherapy planning study.

Authors:  Thomas Willigenburg; Ellis Beld; Jochem Hes; Jan J W Lagendijk; Hans C J de Boer; Marinus A Moerland; Jochem R N van der Voort van Zyp
Journal:  Phys Imaging Radiat Oncol       Date:  2020-08-07

4.  Nonrigid 3D motion estimation at high temporal resolution from prospectively undersampled k-space data using low-rank MR-MOTUS.

Authors:  Niek R F Huttinga; Tom Bruijnen; Cornelis A T van den Berg; Alessandro Sbrizzi
Journal:  Magn Reson Med       Date:  2020-11-10       Impact factor: 4.668

5.  On-line daily plan optimization combined with a virtual couch shift procedure to address intrafraction motion in prostate magnetic resonance guided radiotherapy.

Authors:  Daan M de Muinck Keizer; Jochem R N van der Voort van Zyp; Eline N de Groot-van Breugel; Bas W Raaymakers; Jan J W Lagendijk; Hans C J de Boer
Journal:  Phys Imaging Radiat Oncol       Date:  2021-07-25

6.  Fast and accurate deformable contour propagation for intra-fraction adaptive magnetic resonance-guided prostate radiotherapy.

Authors:  Thomas Willigenburg; Cornel Zachiu; Jan J W Lagendijk; Jochem R N van der Voort van Zyp; Hans C J de Boer; Bas W Raaymakers
Journal:  Phys Imaging Radiat Oncol       Date:  2022-02-17

7.  AI-based optimization for US-guided radiation therapy of the prostate.

Authors:  Stefan Gerlach; Theresa Hofmann; Christoph Fürweger; Alexander Schlaefer
Journal:  Int J Comput Assist Radiol Surg       Date:  2022-05-20       Impact factor: 3.421

  7 in total

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