Fiducial marker based intra-fraction motion assessment on cine-MR for MR-linac treatment of prostate cancer

Publication date

2019-04

Authors

De, D. M. Muinck Keizer
Pathmanathan, A. U.
Andreychenko, AnnaISNI 0000000390144085
Kerkmeijer, Linda G WISNI 0000000393809169
van der Voort van Zyp, Jochem R NISNI 0000000393775683
Tree, A. C.
van den Berg, CATORCID 0000-0002-5565-6889
de Boer, Johannes C J

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Advisors

Supervisors

Document Type

Article

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License

taverne

Abstract

We have developed a method to determine intrafraction motion of the prostate through automatic fiducial marker (FM) tracking on 3D cine-magnetic resonance (MR) images with high spatial and temporal resolution. Twenty-nine patients undergoing prostate stereotactic body radiotherapy (SBRT), with four implanted cylindrical gold FMs, had cine-MR imaging sessions after each of five weekly fractions. Each cine-MR examination consisted of 55 sequentially obtained 3D datasets ('dynamics'), acquired over a 11 s period, covering a total of 10 min. FM locations in the first dynamic were manually identified by a clinician, FM centers in subsequent dynamics were automatically determined. Center of mass (COM) translations and rotations were determined by calculating the rigid transformations between the FM template of the first and subsequent dynamics. The algorithm was applied to 7315 dynamics over 133 scans of 29 patients and the obtained results were validated by comparing the COM locations recorded by the clinician at the halfway-dynamic (after 5 min) and end dynamic (after 10 min). The mean COM translations at 10 min were X: 0.0 0.8 mm, Y: 1.0 1.9 mm and Z: 0.9 2.0 mm. The mean rotation results at 10 min were X: 0.1 3.9°, Y: 0.0 1.3° and Z: 0.1 1.2°. The tracking success rate was 97.7% with a mean 3D COM error of 1.1 mm. We have developed a robust, fast and accurate FM tracking algorithm for cine-MR data, which allows for continuous monitoring of prostate motion during MR-guided radiotherapy (MRgRT). These results will be used to validate automatic prostate tracking based on soft-tissue contrast.

Keywords

cine-MR, fiducial marker, hypofractionation, intrafraction motion, prostate cancer, tracking, Taverne, Radiological and Ultrasound Technology, Radiology Nuclear Medicine and imaging

Citation

Keizer, D M D M, Pathmanathan, A U, Andreychenko, A, Kerkmeijer, L G W, van Zyp, J R N V D V, Tree, A C, van den Berg, C A T & de Boer, J C J 2019, 'Fiducial marker based intra-fraction motion assessment on cine-MR for MR-linac treatment of prostate cancer', Physics in Medicine and Biology, vol. 64, no. 7, 07NT02, pp. 07NT02. https://doi.org/10.1088/1361-6560/ab09a6