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

PURPOSE: To develop a practice-based training strategy to transition from radiation oncologist to therapist-driven prostate MR-Linac adaptive radiotherapy. METHODS AND MATERIALS: In phase 1, 7 therapists independently contoured the prostate and organs-at-risk on T2-weighted MR images from 11 previou...

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Autores principales: Li, Winnie, Padayachee, Jerusha, Navarro, Inmaculada, Winter, Jeff, Dang, Jennifer, Raman, Srinivas, Kong, Vickie, Berlin, Alejandro, Catton, Charles, Glicksman, Rachel, Malkov, Victor, McPartlin, Andrew, Kataki, Kaushik, Lindsay, Patricia, Chung, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10230256/
https://www.ncbi.nlm.nih.gov/pubmed/37265510
http://dx.doi.org/10.1016/j.tipsro.2023.100212
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author Li, Winnie
Padayachee, Jerusha
Navarro, Inmaculada
Winter, Jeff
Dang, Jennifer
Raman, Srinivas
Kong, Vickie
Berlin, Alejandro
Catton, Charles
Glicksman, Rachel
Malkov, Victor
McPartlin, Andrew
Kataki, Kaushik
Lindsay, Patricia
Chung, Peter
author_facet Li, Winnie
Padayachee, Jerusha
Navarro, Inmaculada
Winter, Jeff
Dang, Jennifer
Raman, Srinivas
Kong, Vickie
Berlin, Alejandro
Catton, Charles
Glicksman, Rachel
Malkov, Victor
McPartlin, Andrew
Kataki, Kaushik
Lindsay, Patricia
Chung, Peter
author_sort Li, Winnie
collection PubMed
description PURPOSE: To develop a practice-based training strategy to transition from radiation oncologist to therapist-driven prostate MR-Linac adaptive radiotherapy. METHODS AND MATERIALS: In phase 1, 7 therapists independently contoured the prostate and organs-at-risk on T2-weighted MR images from 11 previously treated MR-Linac prostate patients. Contours were evaluated quantitatively (i.e. Dice similarity coefficient [DSC] calculated against oncologist generated online contours) and qualitatively (i.e. oncologist using a 5-point Likert scale; a score ≥ 4 was deemed a pass, a 90% pass rate was required to proceed to the next phase). Phase 2 consisted of supervised online workflow with therapists required no intervention from the oncologist on 10 total cases to advance. Phase 3 involved unsupervised therapist-driven workflow, with offline support from oncologists prior to the next fraction. RESULTS: In phase 1, the mean DSC was 0.92 (range 0.85–0.97), and mean Likert score was 3.7 for the prostate. Five therapists did not attain a pass rate (3–5 cases with prostate contour score < 4), underwent follow-up one-on-one review, and performed contours on a further training set (n = 5). Each participant completed a median of 12 (range 10–13) cases in phase 2; of 82 cases, minor direction were required from the oncologist on 5 regarding target contouring. Radiation oncologists reviewed 179 treatment fractions in phase 3, and deemed 5 cases acceptable but with suggestions for next fraction; all other cases were accepted without suggestions. CONCLUSION: A training stepwise program was developed and successfully implemented to enable a therapist-driven workflow for online prostate MR-Linac adaptive radiotherapy.
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spelling pubmed-102302562023-06-01 Practice-based training strategy for therapist-driven prostate MR-Linac adaptive radiotherapy Li, Winnie Padayachee, Jerusha Navarro, Inmaculada Winter, Jeff Dang, Jennifer Raman, Srinivas Kong, Vickie Berlin, Alejandro Catton, Charles Glicksman, Rachel Malkov, Victor McPartlin, Andrew Kataki, Kaushik Lindsay, Patricia Chung, Peter Tech Innov Patient Support Radiat Oncol Research article PURPOSE: To develop a practice-based training strategy to transition from radiation oncologist to therapist-driven prostate MR-Linac adaptive radiotherapy. METHODS AND MATERIALS: In phase 1, 7 therapists independently contoured the prostate and organs-at-risk on T2-weighted MR images from 11 previously treated MR-Linac prostate patients. Contours were evaluated quantitatively (i.e. Dice similarity coefficient [DSC] calculated against oncologist generated online contours) and qualitatively (i.e. oncologist using a 5-point Likert scale; a score ≥ 4 was deemed a pass, a 90% pass rate was required to proceed to the next phase). Phase 2 consisted of supervised online workflow with therapists required no intervention from the oncologist on 10 total cases to advance. Phase 3 involved unsupervised therapist-driven workflow, with offline support from oncologists prior to the next fraction. RESULTS: In phase 1, the mean DSC was 0.92 (range 0.85–0.97), and mean Likert score was 3.7 for the prostate. Five therapists did not attain a pass rate (3–5 cases with prostate contour score < 4), underwent follow-up one-on-one review, and performed contours on a further training set (n = 5). Each participant completed a median of 12 (range 10–13) cases in phase 2; of 82 cases, minor direction were required from the oncologist on 5 regarding target contouring. Radiation oncologists reviewed 179 treatment fractions in phase 3, and deemed 5 cases acceptable but with suggestions for next fraction; all other cases were accepted without suggestions. CONCLUSION: A training stepwise program was developed and successfully implemented to enable a therapist-driven workflow for online prostate MR-Linac adaptive radiotherapy. Elsevier 2023-05-13 /pmc/articles/PMC10230256/ /pubmed/37265510 http://dx.doi.org/10.1016/j.tipsro.2023.100212 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research article
Li, Winnie
Padayachee, Jerusha
Navarro, Inmaculada
Winter, Jeff
Dang, Jennifer
Raman, Srinivas
Kong, Vickie
Berlin, Alejandro
Catton, Charles
Glicksman, Rachel
Malkov, Victor
McPartlin, Andrew
Kataki, Kaushik
Lindsay, Patricia
Chung, Peter
Practice-based training strategy for therapist-driven prostate MR-Linac adaptive radiotherapy
title Practice-based training strategy for therapist-driven prostate MR-Linac adaptive radiotherapy
title_full Practice-based training strategy for therapist-driven prostate MR-Linac adaptive radiotherapy
title_fullStr Practice-based training strategy for therapist-driven prostate MR-Linac adaptive radiotherapy
title_full_unstemmed Practice-based training strategy for therapist-driven prostate MR-Linac adaptive radiotherapy
title_short Practice-based training strategy for therapist-driven prostate MR-Linac adaptive radiotherapy
title_sort practice-based training strategy for therapist-driven prostate mr-linac adaptive radiotherapy
topic Research article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10230256/
https://www.ncbi.nlm.nih.gov/pubmed/37265510
http://dx.doi.org/10.1016/j.tipsro.2023.100212
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