1. Development and validation of an MR-driven dose-of-the-day procedure for online adaptive radiotherapy in upper gastrointestinal cancer patients.
- Author
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Semeniuk O, Shessel A, Velec M, Fodor T, Rocca CC, Barry A, Lukovic J, Yan M, Mesci A, Kim J, Wong R, Dawson LA, Hosni A, and Stanescu T
- Subjects
- Humans, Radiotherapy, Image-Guided methods, Pancreatic Neoplasms radiotherapy, Pancreatic Neoplasms diagnostic imaging, Radiation Dosage, Time Factors, Gastrointestinal Neoplasms radiotherapy, Gastrointestinal Neoplasms diagnostic imaging, Liver Neoplasms radiotherapy, Liver Neoplasms diagnostic imaging, Radiotherapy Dosage, Radiotherapy Planning, Computer-Assisted methods, Magnetic Resonance Imaging
- Abstract
Objective. To develop and validate a dose-of-the-day (DOTD) treatment plan verification procedure for liver and pancreas cancer patients treated with an magnetic resonance (MR)-Linac system. Approach. DOTD was implemented as an automated process that uses 3D datasets collected during treatment delivery. Particularly, the DOTD pipeline's input included the adapt-to-shape (ATS) plan-i.e. 3D-MR dataset acquired at beginning of online session, anatomical contours, dose distribution-and 3D-MR dataset acquired during beam-on (BON). The DOTD automated analysis included (a) ATS-to-BON image intensity-based deformable image registration (DIR), (b) ATS-to-BON contours mapping via DIR, (c) BON-to-ATS contours copying through rigid registration, (d) determining ATS-to-BON dosimetric differences, and (e) PDF report generation. The DIR process was validated by two expert reviewers. ATS-plans were recomputed on BON datasets to assess dose differences. DOTD analysis was performed retrospectively for 75 treatment fractions (12-liver and 5-pancreas patients). Main results. The accuracy of DOTD process relied on DIR and mapped contours quality. Most DIR-generated contours (99.6%) were clinically acceptable. DICE correlated with depreciation of DIR-based region of interest mapping process. The ATS-BON plan difference was found negligible (<1%). The duodenum and large bowel exhibited highest variations, 24% and 39% from fractional values, for 5-fraction liver and pancreas. For liver 1-fraction, a 62% variation was observed for duodenum. Significance. The DOTD methodology provides an automated approach to quantify 3D dosimetric differences between online plans and their delivery. This analysis offers promise as a valuable tool for plan quality assessment and decision-making in the verification stage of the online workflow., (© 2024 Institute of Physics and Engineering in Medicine.)
- Published
- 2024
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