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Development of an automated radiotherapy dose accumulation workflow for locally advanced high‐risk prostate cancer – A technical report
An automated dose accumulation and contour propagation workflow using daily cone beam computed tomography (CBCTs) images for prostate cases that require pelvic lymph nodes irradiation (PLNs) was developed. This workflow was constructed using MIM® software with the intention to provide accurate dose...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8168070/ https://www.ncbi.nlm.nih.gov/pubmed/33058720 http://dx.doi.org/10.1002/jmrs.442 |
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author | Ong, Ashley Knight, Kellie Panettieri, Vanessa Dimmock, Matthew Tuan, Jeffrey Kit Loong Tan, Hong Qi Master, Zubin Wright, Caroline |
author_facet | Ong, Ashley Knight, Kellie Panettieri, Vanessa Dimmock, Matthew Tuan, Jeffrey Kit Loong Tan, Hong Qi Master, Zubin Wright, Caroline |
author_sort | Ong, Ashley |
collection | PubMed |
description | An automated dose accumulation and contour propagation workflow using daily cone beam computed tomography (CBCTs) images for prostate cases that require pelvic lymph nodes irradiation (PLNs) was developed. This workflow was constructed using MIM® software with the intention to provide accurate dose transformations for plans with two different isocentres, whereby two sequential treatment phases were prescribed. The pre‐processing steps for data extractions from treatment plans, CBCTs, determination of couch shift information and management of missing CBCTs are described. To ensure that the imported translational couch shifts were in the correct orientation and readable in MIM, phantom commissioning was performed. For dose transformation, rigid registration with corrected setup shifts and scaled fractional dose was performed for pCT to daily CBCTs, which were then deformed onto CBCT(1). Fractional dose summation resulted in the final accumulated dose for the patient allowing differences in dosimetry between the planned and accumulated dose to be analysed. Contour propagations of the prostate, bladder and rectum were performed within the same workflow. Transformed contours were then deformed onto daily CBCTs to generate trending reports for analysis, including Dice Similarity Coefficient (DSC) and Mean Distance to Agreement (MDA). Results obtained from phantom commissioning (DSC = 0.96, MDA = 0.89 mm) and geometrical analysis of the propagated contours for twenty patients; prostate (DSC: 0.9 ± 0.0, MDA: 1.0 ± 0.3 mm), rectum (DSC: 0.8 ± 0.1, mm, MDA: 1.7 ± 0.6 mm) and bladder (DSC: 0.8 ± 0.1, MDA: 2.8 ± 1.0 mm) were within clinically accepted tolerances for both DSC (>0.8) and MDA (< 0.3 mm). The developed workflow is being performed on a larger patient cohort for predictive model building, with the goal of correlating observed toxicity with the actual accumulated dose received by the patient. |
format | Online Article Text |
id | pubmed-8168070 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-81680702021-06-05 Development of an automated radiotherapy dose accumulation workflow for locally advanced high‐risk prostate cancer – A technical report Ong, Ashley Knight, Kellie Panettieri, Vanessa Dimmock, Matthew Tuan, Jeffrey Kit Loong Tan, Hong Qi Master, Zubin Wright, Caroline J Med Radiat Sci Technical Evaluation An automated dose accumulation and contour propagation workflow using daily cone beam computed tomography (CBCTs) images for prostate cases that require pelvic lymph nodes irradiation (PLNs) was developed. This workflow was constructed using MIM® software with the intention to provide accurate dose transformations for plans with two different isocentres, whereby two sequential treatment phases were prescribed. The pre‐processing steps for data extractions from treatment plans, CBCTs, determination of couch shift information and management of missing CBCTs are described. To ensure that the imported translational couch shifts were in the correct orientation and readable in MIM, phantom commissioning was performed. For dose transformation, rigid registration with corrected setup shifts and scaled fractional dose was performed for pCT to daily CBCTs, which were then deformed onto CBCT(1). Fractional dose summation resulted in the final accumulated dose for the patient allowing differences in dosimetry between the planned and accumulated dose to be analysed. Contour propagations of the prostate, bladder and rectum were performed within the same workflow. Transformed contours were then deformed onto daily CBCTs to generate trending reports for analysis, including Dice Similarity Coefficient (DSC) and Mean Distance to Agreement (MDA). Results obtained from phantom commissioning (DSC = 0.96, MDA = 0.89 mm) and geometrical analysis of the propagated contours for twenty patients; prostate (DSC: 0.9 ± 0.0, MDA: 1.0 ± 0.3 mm), rectum (DSC: 0.8 ± 0.1, mm, MDA: 1.7 ± 0.6 mm) and bladder (DSC: 0.8 ± 0.1, MDA: 2.8 ± 1.0 mm) were within clinically accepted tolerances for both DSC (>0.8) and MDA (< 0.3 mm). The developed workflow is being performed on a larger patient cohort for predictive model building, with the goal of correlating observed toxicity with the actual accumulated dose received by the patient. John Wiley and Sons Inc. 2020-10-15 2021-06 /pmc/articles/PMC8168070/ /pubmed/33058720 http://dx.doi.org/10.1002/jmrs.442 Text en © 2020 The Authors. Journal of Medical Radiation Sciences published by John Wiley & Sons Australia, Ltd on behalf of Australian Society of Medical Imaging and Radiation Therapy and New Zealand Institute of Medical Radiation Technology https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Technical Evaluation Ong, Ashley Knight, Kellie Panettieri, Vanessa Dimmock, Matthew Tuan, Jeffrey Kit Loong Tan, Hong Qi Master, Zubin Wright, Caroline Development of an automated radiotherapy dose accumulation workflow for locally advanced high‐risk prostate cancer – A technical report |
title | Development of an automated radiotherapy dose accumulation workflow for locally advanced high‐risk prostate cancer – A technical report |
title_full | Development of an automated radiotherapy dose accumulation workflow for locally advanced high‐risk prostate cancer – A technical report |
title_fullStr | Development of an automated radiotherapy dose accumulation workflow for locally advanced high‐risk prostate cancer – A technical report |
title_full_unstemmed | Development of an automated radiotherapy dose accumulation workflow for locally advanced high‐risk prostate cancer – A technical report |
title_short | Development of an automated radiotherapy dose accumulation workflow for locally advanced high‐risk prostate cancer – A technical report |
title_sort | development of an automated radiotherapy dose accumulation workflow for locally advanced high‐risk prostate cancer – a technical report |
topic | Technical Evaluation |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8168070/ https://www.ncbi.nlm.nih.gov/pubmed/33058720 http://dx.doi.org/10.1002/jmrs.442 |
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