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Feasibility of an Online MR-Guided Scan-Plan-Treat Workflow for Emergency Palliation.

Authors :
Paulson, E.S.
Chen, X.
Ahunbay, E.E.
O'Connell, N.
Thill, D.
Xu, J.
Awan, M.J.
Hall, W.A.
Source :
International Journal of Radiation Oncology, Biology, Physics. 2024 Supplement, Vol. 120 Issue 2, pe176-e176. 1p.
Publication Year :
2024

Abstract

Single fraction palliative radiotherapy is resource intensive, often requiring several hours to prepare and multiple table transfers for patients in pain. MR Linacs support online adaptation with high soft tissue contrast images. However, a typical MR-guided radiotherapy (MRgRT) workflow is often more complex than conventional RT workflows. We investigate here the feasibility of using an online MR-guided scan-plan-treat workflow for emergency palliation. An anthropomorphic phantom and three heathy volunteers were included in the study. Abdominothoracic breath held 3D T1 Dixon images were acquired at end expiration on a 1.5T MR Linac. Target volumes (vertebral bodies) were constructed on in-phase Dixon images. Deep learning (DL)-based synthetic CT images were derived from standardized, opposed-phase Dixon images using a 2D cycleGAN model trained using 154 images. The synthetic CT was then thresholded to create air, bone, and unspecified tissue contours, which were then transferred to the in-phase Dixon image. Reference plans designed to deliver 800 cGy in one fraction were created on the in-phase Dixon images using a 3D AP/PA beam arrangement in offline treatment planning software, with electron densities (ED) extracted from the synthetic CT. Approved reference plans were then promoted and configured in electronic patient information management system. A treatment session was initiated and in-phase 3D T1 Dixon verification images were acquired and sent to online treatment planning software. The Adapt-To-Position (ATP) workflow was performed using segment aperture morphing (Adapt Segments). Approved adaptive plans were then downloaded and delivered. The total time required to perform the workflow was recorded. The total time to complete the online MRgRT scan-plan-treat workflow, including reference and verification imaging, synthetic CT generation, contouring, reference and adaptive planning, software-based QA checks, and delivery of 800 cGy, was 18.5 minutes in phantom and 23.5 +/- 2.9 minutes (mean +/- standard deviation) for the healthy volunteers. Use of the DL synthetic CT removed dependence on prior diagnostic CT images for ED assignment. Average reference and ATP plan Dmax values were 113.2% and 114.2% of the prescription dose, respectively. Average reference and ATP plan target D95% values were 755.4 cGy and 759.1 cGy, respectively. Small shifts (<5 mm), introduced through the automated couch insertion process in offline treatment planning software and detected when registering verification images to reference images in online treatment planning software, were compensated with the Adapt Segments mode. Emergency palliation using an online MR-guided scan-plan-treat workflow is feasible. Despite increased complexity, online MRgRT scan-plan-treat workflows can be performed in under 30 minutes, minimizing resources, time, and number of table transfers for patients in pain. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03603016
Volume :
120
Issue :
2
Database :
Academic Search Index
Journal :
International Journal of Radiation Oncology, Biology, Physics
Publication Type :
Academic Journal
Accession number :
179875321
Full Text :
https://doi.org/10.1016/j.ijrobp.2024.07.396