A novel method for interactive multi-objective dose-guided patient positioning. (16th December 2016)
- Record Type:
- Journal Article
- Title:
- A novel method for interactive multi-objective dose-guided patient positioning. (16th December 2016)
- Main Title:
- A novel method for interactive multi-objective dose-guided patient positioning
- Authors:
- Haehnle, Jonas
Süss, Philipp
Landry, Guillaume
Teichert, Katrin
Hille, Lucas
Hofmaier, Jan
Nowak, Dimitri
Kamp, Florian
Reiner, Michael
Thieke, Christian
Ganswindt, Ute
Belka, Claus
Parodi, Katia
Küfer, Karl-Heinz
Kurz, Christopher - Abstract:
- Abstract: In intensity-modulated radiation therapy (IMRT), 3D in-room imaging data is typically utilized for accurate patient alignment on the basis of anatomical landmarks. In the presence of non-rigid anatomical changes, it is often not obvious which patient position is most suitable. Thus, dose-guided patient alignment is an interesting approach to use available in-room imaging data for up-to-date dose calculation, aimed at finding the position that yields the optimal dose distribution. This contribution presents the first implementation of dose-guided patient alignment as multi-criteria optimization problem. User-defined clinical objectives are employed for setting up a multi-objective problem. Using pre-calculated dose distributions at a limited number of patient shifts and dose interpolation, a continuous space of Pareto-efficient patient shifts becomes accessible. Pareto sliders facilitate interactive browsing of the possible shifts with real-time dose display to the user. Dose interpolation accuracy is validated and the potential of multi-objective dose-guided positioning demonstrated for three head and neck (H&N) and three prostate cancer patients. Dose-guided positioning is compared to replanning for all cases. A delineated replanning CT served as surrogate for in-room imaging data. Dose interpolation accuracy was high. Using a 2 % dose difference criterion, a median pass-rate of 95.7% for H&N and 99.6% for prostate cases was determined in a comparison to exactAbstract: In intensity-modulated radiation therapy (IMRT), 3D in-room imaging data is typically utilized for accurate patient alignment on the basis of anatomical landmarks. In the presence of non-rigid anatomical changes, it is often not obvious which patient position is most suitable. Thus, dose-guided patient alignment is an interesting approach to use available in-room imaging data for up-to-date dose calculation, aimed at finding the position that yields the optimal dose distribution. This contribution presents the first implementation of dose-guided patient alignment as multi-criteria optimization problem. User-defined clinical objectives are employed for setting up a multi-objective problem. Using pre-calculated dose distributions at a limited number of patient shifts and dose interpolation, a continuous space of Pareto-efficient patient shifts becomes accessible. Pareto sliders facilitate interactive browsing of the possible shifts with real-time dose display to the user. Dose interpolation accuracy is validated and the potential of multi-objective dose-guided positioning demonstrated for three head and neck (H&N) and three prostate cancer patients. Dose-guided positioning is compared to replanning for all cases. A delineated replanning CT served as surrogate for in-room imaging data. Dose interpolation accuracy was high. Using a 2 % dose difference criterion, a median pass-rate of 95.7% for H&N and 99.6% for prostate cases was determined in a comparison to exact dose calculations. For all patients, dose-guided positioning allowed to find a clinically preferable dose distribution compared to bony anatomy based alignment. For all H&N cases, mean dose to the spared parotid glands was below 26 G y (up to 27.5 G y with bony alignment) and clinical target volume (CTV) V 95 % above 99.1% (compared to 95.1%). For all prostate patients, CTV V 95 % was above 98.9% (compared to 88.5%) and V 50 G y to the rectum below 50 % (compared to 56.1%). Replanning yielded improved results for the H&N cases. For the prostate cases, differences to dose-guided positioning were minor. … (more)
- Is Part Of:
- Physics in medicine & biology. Volume 62:Number 1(2017:Jan.)
- Journal:
- Physics in medicine & biology
- Issue:
- Volume 62:Number 1(2017:Jan.)
- Issue Display:
- Volume 62, Issue 1 (2017)
- Year:
- 2017
- Volume:
- 62
- Issue:
- 1
- Issue Sort Value:
- 2017-0062-0001-0000
- Page Start:
- 165
- Page End:
- 185
- Publication Date:
- 2016-12-16
- Subjects:
- dose-guided positioning -- multi-criteria optimization -- image-guided radiotherapy
Biophysics -- Periodicals
Medical physics -- Periodicals
610.153 - Journal URLs:
- http://ioppublishing.org/ ↗
http://iopscience.iop.org/0031-9155 ↗ - DOI:
- 10.1088/1361-6560/62/1/165 ↗
- Languages:
- English
- ISSNs:
- 0031-9155
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 11127.xml