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CBCT-Based Dose Monitoring and Adaptive Planning Triggers in Head and Neck PBS Proton Therapy

SIMPLE SUMMARY: Head and neck cancer patients require adaptive radiation therapy due to aggressive tumor response, changes in anatomy, and difficulties with setup reproducibility. Additionally, protons are more sensitive to patient setup uncertainty and anatomical change than photons. At our institu...

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Autores principales: Reiners, Keaton, Dagan, Roi, Holtzman, Adam, Bryant, Curtis, Andersson, Sebastian, Nilsson, Rasmus, Hong, Liu, Johnson, Perry, Zhang, Yawei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10417147/
https://www.ncbi.nlm.nih.gov/pubmed/37568697
http://dx.doi.org/10.3390/cancers15153881
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author Reiners, Keaton
Dagan, Roi
Holtzman, Adam
Bryant, Curtis
Andersson, Sebastian
Nilsson, Rasmus
Hong, Liu
Johnson, Perry
Zhang, Yawei
author_facet Reiners, Keaton
Dagan, Roi
Holtzman, Adam
Bryant, Curtis
Andersson, Sebastian
Nilsson, Rasmus
Hong, Liu
Johnson, Perry
Zhang, Yawei
author_sort Reiners, Keaton
collection PubMed
description SIMPLE SUMMARY: Head and neck cancer patients require adaptive radiation therapy due to aggressive tumor response, changes in anatomy, and difficulties with setup reproducibility. Additionally, protons are more sensitive to patient setup uncertainty and anatomical change than photons. At our institution, verification CTs are often utilized to evaluate changes in anatomy and dose coverage during the treatment course. Nevertheless, they are limited by low frequency and an inability to detect changes in treatment setup. Furthermore, our current clinical workflow does not have definitive thresholds for adaptive therapy plan review, meaning every verification CT must be reviewed by a physician and physicist. We analyzed the feasibility of higher-frequency dose monitoring and triggering a plan review for adaptive proton therapy by recalculating the plan dose on synthetic CTs produced from daily patient setup cone-beam CTs. Plan review triggers were established following the analysis of cohort data. Two synthetic CT algorithms were developed and evaluated. Both resulted in images that outperformed the verification CTs in dosimetric accuracy. A more efficient and accurate adaptive proton therapy workflow was successfully established. ABSTRACT: Purpose: To investigate the feasibility of using cone-beam computed tomography (CBCT)-derived synthetic CTs to monitor the daily dose and trigger a plan review for adaptive proton therapy (APT) in head and neck cancer (HNC) patients. Methods: For 84 HNC patients treated with proton pencil-beam scanning (PBS), same-day CBCT and verification CT (vfCT) pairs were retrospectively collected. The ground truth CT (gtCT) was created by deforming the vfCT to the same-day CBCT, and it was then used as a dosimetric baseline and for establishing plan review trigger recommendations. Two different synthetic CT algorithms were tested; the corrected CBCT (corrCBCT) was created using an iterative image correction method and the virtual CT (virtCT) was created by deforming the planning CT to the CBCT, followed by a low-density masking process. Clinical treatment plans were recalculated on the image sets for evaluation. Results: Plan review trigger criteria for adaptive therapy were established after closely reviewing the cohort data. Compared to the vfCT, the corrCBCT and virtCT reliably produced dosimetric data more similar to the gtCT. The average discrepancy in D99 for high-risk clinical target volumes (CTV) was 1.1%, 0.7%, and 0.4% and for standard-risk CTVs was 1.8%, 0.5%, and 0.5% for the vfCT, corrCBCT, and virtCT, respectively. Conclusion: Streamlined APT has been achieved with the proposed plan review criteria and CBCT-based synthetic CT workflow.
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spelling pubmed-104171472023-08-12 CBCT-Based Dose Monitoring and Adaptive Planning Triggers in Head and Neck PBS Proton Therapy Reiners, Keaton Dagan, Roi Holtzman, Adam Bryant, Curtis Andersson, Sebastian Nilsson, Rasmus Hong, Liu Johnson, Perry Zhang, Yawei Cancers (Basel) Article SIMPLE SUMMARY: Head and neck cancer patients require adaptive radiation therapy due to aggressive tumor response, changes in anatomy, and difficulties with setup reproducibility. Additionally, protons are more sensitive to patient setup uncertainty and anatomical change than photons. At our institution, verification CTs are often utilized to evaluate changes in anatomy and dose coverage during the treatment course. Nevertheless, they are limited by low frequency and an inability to detect changes in treatment setup. Furthermore, our current clinical workflow does not have definitive thresholds for adaptive therapy plan review, meaning every verification CT must be reviewed by a physician and physicist. We analyzed the feasibility of higher-frequency dose monitoring and triggering a plan review for adaptive proton therapy by recalculating the plan dose on synthetic CTs produced from daily patient setup cone-beam CTs. Plan review triggers were established following the analysis of cohort data. Two synthetic CT algorithms were developed and evaluated. Both resulted in images that outperformed the verification CTs in dosimetric accuracy. A more efficient and accurate adaptive proton therapy workflow was successfully established. ABSTRACT: Purpose: To investigate the feasibility of using cone-beam computed tomography (CBCT)-derived synthetic CTs to monitor the daily dose and trigger a plan review for adaptive proton therapy (APT) in head and neck cancer (HNC) patients. Methods: For 84 HNC patients treated with proton pencil-beam scanning (PBS), same-day CBCT and verification CT (vfCT) pairs were retrospectively collected. The ground truth CT (gtCT) was created by deforming the vfCT to the same-day CBCT, and it was then used as a dosimetric baseline and for establishing plan review trigger recommendations. Two different synthetic CT algorithms were tested; the corrected CBCT (corrCBCT) was created using an iterative image correction method and the virtual CT (virtCT) was created by deforming the planning CT to the CBCT, followed by a low-density masking process. Clinical treatment plans were recalculated on the image sets for evaluation. Results: Plan review trigger criteria for adaptive therapy were established after closely reviewing the cohort data. Compared to the vfCT, the corrCBCT and virtCT reliably produced dosimetric data more similar to the gtCT. The average discrepancy in D99 for high-risk clinical target volumes (CTV) was 1.1%, 0.7%, and 0.4% and for standard-risk CTVs was 1.8%, 0.5%, and 0.5% for the vfCT, corrCBCT, and virtCT, respectively. Conclusion: Streamlined APT has been achieved with the proposed plan review criteria and CBCT-based synthetic CT workflow. MDPI 2023-07-30 /pmc/articles/PMC10417147/ /pubmed/37568697 http://dx.doi.org/10.3390/cancers15153881 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Reiners, Keaton
Dagan, Roi
Holtzman, Adam
Bryant, Curtis
Andersson, Sebastian
Nilsson, Rasmus
Hong, Liu
Johnson, Perry
Zhang, Yawei
CBCT-Based Dose Monitoring and Adaptive Planning Triggers in Head and Neck PBS Proton Therapy
title CBCT-Based Dose Monitoring and Adaptive Planning Triggers in Head and Neck PBS Proton Therapy
title_full CBCT-Based Dose Monitoring and Adaptive Planning Triggers in Head and Neck PBS Proton Therapy
title_fullStr CBCT-Based Dose Monitoring and Adaptive Planning Triggers in Head and Neck PBS Proton Therapy
title_full_unstemmed CBCT-Based Dose Monitoring and Adaptive Planning Triggers in Head and Neck PBS Proton Therapy
title_short CBCT-Based Dose Monitoring and Adaptive Planning Triggers in Head and Neck PBS Proton Therapy
title_sort cbct-based dose monitoring and adaptive planning triggers in head and neck pbs proton therapy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10417147/
https://www.ncbi.nlm.nih.gov/pubmed/37568697
http://dx.doi.org/10.3390/cancers15153881
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