Evaluation of deformable image registration accuracy for CT images of the thorax region. (January 2019)
- Record Type:
- Journal Article
- Title:
- Evaluation of deformable image registration accuracy for CT images of the thorax region. (January 2019)
- Main Title:
- Evaluation of deformable image registration accuracy for CT images of the thorax region
- Authors:
- Sarudis, Sebastian
Karlsson, Anna
Bibac, Dan
Nyman, Jan
Bäck, Anna - Abstract:
- Highlights: Visually acceptable DIRs of phantom CTs were achieved for tumor shifts ≤30 mm. The accuracy of a DIR was not affected by CT image slice thickness. Visually acceptable DIRs of patient CTs were achieved for structure shifts ≤16 mm. Visually acceptable DIRs gave DVH deviations ≤3.6%. Abstract: Purpose: Evaluate the performance of three commercial deformable image registration (DIR) solutions on computed tomography (CT) image-series of the thorax. Methods: DIRs were performed on CT image-series of a thorax phantom with tumor inserts and on six 4-dimensional patient CT image-series of the thorax. The center of mass shift (CMS), dice similarity coefficient (DSC) and dose-volume-histogram (DVH) parameters were used to evaluate the accuracy. Dose calculations on deformed patient images were compared to calculations on un-deformed images for the gross tumor volume (GTV) (Dmean, D98% ), lung (V20Gy, V12Gy ), heart and spinal cord (D2% ). Results: Phantom structures with constant volume and shifts ≤30 mm were reproduced with visually acceptable accuracy (DSC ≥ 0.91, CMS ≤ 0.9 mm) for all software solutions. Deformations including volume changes were less accurate with 9/12 DIRs considered visually unacceptable. In patients, organs were reproduced with DSC ≥ 0.83. GTV shifts ≤1.6 cm were reproduced with visually acceptable accuracy by all software while larger shifts resulted in failures for at least one of the software. In total, the best software succeeded in 18/25 DIRsHighlights: Visually acceptable DIRs of phantom CTs were achieved for tumor shifts ≤30 mm. The accuracy of a DIR was not affected by CT image slice thickness. Visually acceptable DIRs of patient CTs were achieved for structure shifts ≤16 mm. Visually acceptable DIRs gave DVH deviations ≤3.6%. Abstract: Purpose: Evaluate the performance of three commercial deformable image registration (DIR) solutions on computed tomography (CT) image-series of the thorax. Methods: DIRs were performed on CT image-series of a thorax phantom with tumor inserts and on six 4-dimensional patient CT image-series of the thorax. The center of mass shift (CMS), dice similarity coefficient (DSC) and dose-volume-histogram (DVH) parameters were used to evaluate the accuracy. Dose calculations on deformed patient images were compared to calculations on un-deformed images for the gross tumor volume (GTV) (Dmean, D98% ), lung (V20Gy, V12Gy ), heart and spinal cord (D2% ). Results: Phantom structures with constant volume and shifts ≤30 mm were reproduced with visually acceptable accuracy (DSC ≥ 0.91, CMS ≤ 0.9 mm) for all software solutions. Deformations including volume changes were less accurate with 9/12 DIRs considered visually unacceptable. In patients, organs were reproduced with DSC ≥ 0.83. GTV shifts ≤1.6 cm were reproduced with visually acceptable accuracy by all software while larger shifts resulted in failures for at least one of the software. In total, the best software succeeded in 18/25 DIRs while the worst succeeded in 12/25 DIRs. Visually acceptable DIRs resulted in deviations ≤3.0% of the prescribed dose and ≤3.6% of the total structure volume in the evaluated DVH-parameters. Conclusions: The take home message from the results of this study is the importance to have a visually acceptable registration. DSC and CMS are not predictive of the associated dose deviation. Visually acceptable DIRs implied dose deviations ≤3.0%. … (more)
- Is Part Of:
- Physica medica. Volume 57(2019)
- Journal:
- Physica medica
- Issue:
- Volume 57(2019)
- Issue Display:
- Volume 57, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 57
- Issue:
- 2019
- Issue Sort Value:
- 2019-0057-2019-0000
- Page Start:
- 191
- Page End:
- 199
- Publication Date:
- 2019-01
- Subjects:
- Deformable image registration -- Breathing motion -- Adaptive radiotherapy -- Lung cancer
Medical physics -- Periodicals
Biophysics -- Periodicals
Biophysics -- Periodicals
Imagerie médicale -- Périodiques
Radiothérapie -- Périodiques
Rayons X -- Sécurité -- Mesures -- Périodiques
Physique -- Périodiques
Médecine -- Périodiques
610.153 - Journal URLs:
- http://www.sciencedirect.com/science/journal/11201797 ↗
http://www.clinicalkey.com/dura/browse/journalIssue/11201797 ↗
http://www.clinicalkey.com.au/dura/browse/journalIssue/11201797 ↗
http://www.elsevier.com/journals ↗
http://www.physicamedica.com ↗ - DOI:
- 10.1016/j.ejmp.2018.12.030 ↗
- Languages:
- English
- ISSNs:
- 1120-1797
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6475.070000
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