Literature DB >> 29714710

Markerless positional verification using template matching and triangulation of kV images acquired during irradiation for lung tumors treated in breath-hold.

Colien Hazelaar1, Max Dahele, Hassan Mostafavi, Lineke van der Weide, Ben Slotman, Wilko Verbakel.   

Abstract

Lung tumors treated in breath-hold are subject to inter- and intra-breath-hold variations, which makes tumor position monitoring during each breath-hold important. A markerless technique is desirable, but limited tumor visibility on kV images makes this challenging. We evaluated if template matching  +  triangulation of kV projection images acquired during breath-hold stereotactic treatments could determine 3D tumor position. Band-pass filtering and/or digital tomosynthesis (DTS) were used as image pre-filtering/enhancement techniques. On-board kV images continuously acquired during volumetric modulated arc irradiation of (i) a 3D-printed anthropomorphic thorax phantom with three lung tumors (n  =  6 stationary datasets, n  =  2 gradually moving), and (ii) four patients (13 datasets) were analyzed. 2D reference templates (filtered DRRs) were created from planning CT data. Normalized cross-correlation was used for 2D matching between templates and pre-filtered/enhanced kV images. For 3D verification, each registration was triangulated with multiple previous registrations. Generally applicable image processing/algorithm settings for lung tumors in breath-hold were identified. For the stationary phantom, the interquartile range of the 3D position vector was on average 0.25 mm for 12° DTS  +  band-pass filtering (average detected positions in 2D  =  99.7%, 3D  =  96.1%, and 3D excluding first 12° due to triangulation angle  =  99.9%) compared to 0.81 mm for band-pass filtering only (55.8/52.9/55.0%). For the moving phantom, RMS errors for the lateral/longitudinal/vertical direction after 12° DTS  +  band-pass filtering were 1.5/0.4/1.1 mm and 2.2/0.3/3.2 mm. For the clinical data, 2D position was determined for at least 93% of each dataset and 3D position excluding first 12° for at least 82% of each dataset using 12° DTS  +  band-pass filtering. Template matching  +  triangulation using DTS  +  band-pass filtered images could accurately determine the position of stationary lung tumors. However, triangulation was less accurate/reliable for targets with continuous, gradual displacement in the lateral and vertical directions. This technique is therefore currently most suited to detect/monitor offsets occurring between initial setup and the start of treatment, inter-breath-hold variations, and tumors with predominantly longitudinal motion.

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Year:  2018        PMID: 29714710     DOI: 10.1088/1361-6560/aac1a9

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


  6 in total

1.  Scatter imaging during lung stereotactic body radiation therapy characterized with phantom studies.

Authors:  Kevin C Jones; Julius Turian; Gage Redler; Gizem Cifter; John Strologas; Alistair Templeton; Damian Bernard; James C H Chu
Journal:  Phys Med Biol       Date:  2020-08-10       Impact factor: 3.609

2.  The markerless lung target tracking AAPM Grand Challenge (MATCH) results.

Authors:  Marco Mueller; Per Poulsen; Rune Hansen; Wilko Verbakel; Ross Berbeco; Dianne Ferguson; Shinichiro Mori; Lei Ren; John C Roeske; Lei Wang; Pengpeng Zhang; Paul Keall
Journal:  Med Phys       Date:  2021-12-29       Impact factor: 4.071

3.  Single-fraction 34 Gy Lung Stereotactic Body Radiation Therapy Using Proton Transmission Beams: FLASH-dose Calculations and the Influence of Different Dose-rate Methods and Dose/Dose-rate Thresholds.

Authors:  Patricia van Marlen; Wilko F A R Verbakel; Ben J Slotman; Max Dahele
Journal:  Adv Radiat Oncol       Date:  2022-04-10

4.  Automated MV markerless tumor tracking for VMAT.

Authors:  D Ferguson; T Harris; M Shi; M Jacobson; M Myronakis; M Lehmann; P Huber; D Morf; R Fueglistaller; P Baturin; I Valencia Lozano; C Williams; R Berbeco
Journal:  Phys Med Biol       Date:  2020-06-22       Impact factor: 4.174

5.  Delivery of magnetic resonance-guided single-fraction stereotactic lung radiotherapy.

Authors:  Tobias Finazzi; John R van Sörnsen de Koste; Miguel A Palacios; Femke O B Spoelstra; Berend J Slotman; Cornelis J A Haasbeek; Suresh Senan
Journal:  Phys Imaging Radiat Oncol       Date:  2020-05-20

6.  Markerless Real-Time 3-Dimensional kV Tracking of Lung Tumors During Free Breathing Stereotactic Radiation Therapy.

Authors:  Kimmie de Bruin; Max Dahele; Hassan Mostafavi; Berend J Slotman; Wilko F A R Verbakel
Journal:  Adv Radiat Oncol       Date:  2021-04-20
  6 in total

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