Robust optimization incorporating weekly predicted anatomical CTs in IMPT of nasopharyngeal cancer

<i>Objective.</i>This study proposes a robust optimization (RO) strategy utilizing virtual CTs (vCTs) predicted by an anatomical model in intensity-modulated proton therapy (IMPT) for nasopharyngeal cancer (NPC).<i>Methods and Materials.</i>For ten NPC patients, vCTs capturing anatomical changes at different treatment weeks were generated using a population average anatomy model. Two RO strategies of a 6 beams IMPT with 3 mm setup uncertainty (SU) and 3% range uncertainty (RU) were compared: conventional robust optimization (cRO) based on a single planning CT (pCT), and anatomical RO incorporating 2 and 3 predicted anatomies (aRO2 and aRO3). The robustness of these plans was assessed by recalculating them on weekly CTs (week 2-7) and extracting the voxel wise-minimum and maximum doses with 1 mm SU and 3% RU (voxmin\voxmax<sub>1mm3%</sub>).<i>Results.</i>The aRO plans demonstrated improved robustness in high-risk CTV1 and low-risk CTV 2 coverage compared to cRO plans. The weekly evaluation showed a lower plan adaptation rate for aRO3 (40%) vs. cRO (70%). The weekly nominal and voxmax<sub>1mm3%</sub>doses to OARs, especially spinal cord, are better controlled relative to their baseline doses at week 1 with aRO plans. The accumulated dose analysis showed that CTV1&2 had adequate coverage and serial organs (spinal cord and brainstem) were within their dose tolerances in the voxmin\voxmax<sub>1mm3%</sub>, respectively.<i>Conclusion.</i>Incorporating predicted weekly CTs from a population based average anatomy model in RO improves week-to-week target dose coverage and reduces false plan adaptations without increasing normal tissue doses. This approach enhances IMPT plan robustness, potentially facilitating reduced SU and further lowering OAR doses.

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Publication Details

Journal
Physics in Medicine and Biology
Published
2024-10-17
DOI
https://doi.org/10.1088/1361-6560/ad8859
Citations
5
Primary Topic
Head and Neck Cancer Studies
Type
article
Field-Weighted Citation Impact
2.90
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article

Robust optimization incorporating weekly predicted anatomical CTs in IMPT of nasopharyngeal cancer

M Chan, Ying Zhang
5 citations
Physics in Medicine and Biology
Head and Neck Cancer Studies
2.90
article

Robust optimization incorporating weekly predicted anatomical CTs in IMPT of nasopharyngeal cancer

M Chan, Ying Zhang
article en
5 citations

Abstract

<i>Objective.</i>This study proposes a robust optimization (RO) strategy utilizing virtual CTs (vCTs) predicted by an anatomical model in intensity-modulated proton therapy (IMPT) for nasopharyngeal cancer (NPC).<i>Methods and Materials.</i>For ten NPC patients, vCTs capturing anatomical changes at different treatment weeks were generated using a population average anatomy model. Two RO strategies of a 6 beams IMPT with 3 mm setup uncertainty (SU) and 3% range uncertainty (RU) were compared: conventional robust optimization (cRO) based on a single planning CT (pCT), and anatomical RO incorporating 2 and 3 predicted anatomies (aRO2 and aRO3). The robustness of these plans was assessed by recalculating them on weekly CTs (week 2-7) and extracting the voxel wise-minimum and maximum doses with 1 mm SU and 3% RU (voxmin\voxmax<sub>1mm3%</sub>).<i>Results.</i>The aRO plans demonstrated improved robustness in high-risk CTV1 and low-risk CTV 2 coverage compared to cRO plans. The weekly evaluation showed a lower plan adaptation rate for aRO3 (40%) vs. cRO (70%). The weekly nominal and voxmax<sub>1mm3%</sub>doses to OARs, especially spinal cord, are better controlled relative to their baseline doses at week 1 with aRO plans. The accumulated dose analysis showed that CTV1&2 had adequate coverage and serial organs (spinal cord and brainstem) were within their dose tolerances in the voxmin\voxmax<sub>1mm3%</sub>, respectively.<i>Conclusion.</i>Incorporating predicted weekly CTs from a population based average anatomy model in RO improves week-to-week target dose coverage and reduces false plan adaptations without increasing normal tissue doses. This approach enhances IMPT plan robustness, potentially facilitating reduced SU and further lowering OAR doses.

Physics in Medicine and BiologyVol. 69(21)
University College London (GB), University of Nebraska Medical Center (US)
Openalex Percentile: Top 9%
Head and Neck Cancer Studies
2.90
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