» Articles » PMID: 35268279

Proposal and Evaluation of a Physician-Free, Real-Time On-Table Adaptive Radiotherapy (PF-ROAR) Workflow for the MRIdian MR-Guided LINAC

Overview
Journal J Clin Med
Specialty General Medicine
Date 2022 Mar 10
PMID 35268279
Authors
Affiliations
Soon will be listed here.
Abstract

With the implementation of MR-LINACs, real-time adaptive radiotherapy has become a possibility within the clinic. However, the process of adapting a patient's plan is time consuming and often requires input from the entire clinical team, which translates to decreased throughput and limited patient access. In this study, the authors propose and simulate a workflow to address these inefficiencies in staffing and patient throughput. Two physicians, three radiation therapists (RTT), and a research fellow each adapted bladder and bowel contours for 20 fractions from 10 representative patient plans. Contouring ability was compared via calculation of a Dice Similarity Index (DSI). The DSI for bladder and bowel based on each potential physician-therapist pair, as well as an inter-physician comparison, exhibited good overlap amongst all comparisons ( = 0.868). Plan quality was compared through calculation of the conformity index (CI), as well as an evaluation of the plan's dose to a 'gold standard' set of structures. Overall, non-physician plans passed 91.2% of the time. Of the eight non-physician plans that failed their clinical evaluation, six also failed their evaluation against the 'gold standard'. Another two plans that passed their clinical evaluation subsequently failed in their evaluation against the 'gold standard'. Thus, the PF-ROAR process has a success rate of 97.5%, with 78/80 plans correctly adapted to the gold standard or halted at treatment. These findings suggest that a physician-free workflow can be well tolerated provided RTTs continue to develop knowledge of MR anatomy and careful attention is given to understanding the complexity of the plan prior to treatment.

Citing Articles

Geometric and dosimetric evaluation of CTV contour adaptations by radiation therapists for adaptive prostate radiotherapy on a 0.35 T MR-Linac.

Kalkhoven B, Hilberts M, Verdonk M, Verrijssen A, van der Toorn P, Budiharto T Tech Innov Patient Support Radiat Oncol. 2025; 33:100302.

PMID: 39911134 PMC: 11795812. DOI: 10.1016/j.tipsro.2025.100302.


Practice-based training strategy for therapist-driven prostate MR-Linac adaptive radiotherapy.

Li W, Padayachee J, Navarro I, Winter J, Dang J, Raman S Tech Innov Patient Support Radiat Oncol. 2023; 27:100212.

PMID: 37265510 PMC: 10230256. DOI: 10.1016/j.tipsro.2023.100212.


Patient specific contouring region of interest for abdominal stereotactic adaptive radiotherapy.

Price A, Zachary C, Laugeman E, Maraghechi B, Zhu T, Henke L Phys Imaging Radiat Oncol. 2023; 25:100423.

PMID: 36852334 PMC: 9958469. DOI: 10.1016/j.phro.2023.100423.


Introduction of radiation therapist-led adaptive treatments on a 1.5 T MR-Linac.

Picton M, Crawford D, Jameson M, Alvares S, Hogan L, Loo C J Med Radiat Sci. 2022; 70 Suppl 2:94-98.

PMID: 36572532 PMC: 10122921. DOI: 10.1002/jmrs.643.


Old dogs, new tricks: MR-Linac training and credentialing of radiation oncologists, radiation therapists and medical physicists.

Hogan L, Jameson M, Crawford D, Alvares S, Loo C, Picton M J Med Radiat Sci. 2022; 70 Suppl 2:99-106.

PMID: 36502538 PMC: 10122927. DOI: 10.1002/jmrs.640.


References
1.
Henke L, Kashani R, Robinson C, Curcuru A, DeWees T, Bradley J . Phase I trial of stereotactic MR-guided online adaptive radiation therapy (SMART) for the treatment of oligometastatic or unresectable primary malignancies of the abdomen. Radiother Oncol. 2017; 126(3):519-526. DOI: 10.1016/j.radonc.2017.11.032. View

2.
Garibaldi C, Jereczek-Fossa B, Marvaso G, Dicuonzo S, Rojas D, Cattani F . Recent advances in radiation oncology. Ecancermedicalscience. 2017; 11:785. PMC: 5718253. DOI: 10.3332/ecancer.2017.785. View

3.
Cao M, Gao Y, Yoon S, Yang Y, Sheng K, Ballas L . Interfractional Geometric Variations and Dosimetric Benefits of Stereotactic MRI Guided Online Adaptive Radiotherapy (SMART) of Prostate Bed after Radical Prostatectomy: Post-Hoc Analysis of a Phase II Trial. Cancers (Basel). 2021; 13(11). PMC: 8200117. DOI: 10.3390/cancers13112802. View

4.
Schaule J, Chamberlain M, Wilke L, Baumgartl M, Krayenbuhl J, Zamburlini M . Intrafractional stability of MR-guided online adaptive SBRT for prostate cancer. Radiat Oncol. 2021; 16(1):189. PMC: 8474766. DOI: 10.1186/s13014-021-01916-0. View

5.
Brock K . Adaptive Radiotherapy: Moving Into the Future. Semin Radiat Oncol. 2019; 29(3):181-184. PMC: 7219982. DOI: 10.1016/j.semradonc.2019.02.011. View