Technical Note : Efficient and accurate MRI-only based treatment planning of the prostate using bulk density assignment through atlas-based segmentation
© 2020 American Association of Physicists in Medicine..
PURPOSE: This study investigates the dosimetric accuracy as well as the robustness of a bulk density assignment approach to magnetic resonance imaging (MRI)-only based treatment planning of the prostate, with bulk density regions automatically identified using atlas-based segmentation (ABS).
METHODS: Twenty prostate radiotherapy patients received planning computed tomography (CT) and MRI scans and were treated with volumetric modulated arc therapy (VMAT). Two bulk densities were set, one for bone and one for soft tissue. The bone contours were created by using ABS followed by manual modification if considered necessary. A range of soft tissue and bone density pairs, between 0.95 and 1.03 g/cm3 with increments of 0.01 for soft tissue, and between 1.15 and 1.65 g/cm3 with increments of 0.05 for bone, were evaluated. Using the density pair giving the lowest dose difference compared to the CT-based dose, dose differences were calculated using both the manually modified bone contours and the bone contours from ABS. Contour overlap measurements between the ABS contours and the manually modified contours were calculated.
RESULTS: The dose comparison shows a very good agreement with the CT when using 0.98 g/cm3 for soft tissue and 1.20 g/cm3 for bone, with a dose difference less than 1 % in average dose in all regions of interest. The mean Dice similarity coefficient for bone was 0.94 and the Mean Distance to Agreement was <1 mm in most cases.
CONCLUSIONS: Using bulk density assignment on MR images with suitable densities for bone and soft tissue results in clinically acceptable dose differences compared to dose calculated on the CT, for both atlas-based and manual bone contours. This demonstrates that an integrated MRI-only pathway utilizing a bulk density assignment for two tissue types is a feasible and robust approach for patients with prostate cancer treated with VMAT.
| Medienart: |
E-Artikel |
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| Erscheinungsjahr: |
2020 |
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| Erschienen: |
2020 |
| Enthalten in: |
Zur Gesamtaufnahme - volume:47 |
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| Enthalten in: |
Medical physics - 47(2020), 10 vom: 24. Okt., Seite 4758-4762 |
| Sprache: |
Englisch |
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| Beteiligte Personen: |
McCallum, Hazel Mhairi [VerfasserIn] |
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| Links: |
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| Themen: |
Atlas-based segmentation |
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| Anmerkungen: |
Date Completed 14.05.2021 Date Revised 14.05.2021 published: Print-Electronic Citation Status MEDLINE |
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| doi: |
10.1002/mp.14406 |
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| funding: |
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| Förderinstitution / Projekttitel: |
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| PPN (Katalog-ID): |
NLM312586590 |
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| 245 | 1 | 0 | |a Technical Note |b Efficient and accurate MRI-only based treatment planning of the prostate using bulk density assignment through atlas-based segmentation |
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| 500 | |a Date Revised 14.05.2021 | ||
| 500 | |a published: Print-Electronic | ||
| 500 | |a Citation Status MEDLINE | ||
| 520 | |a © 2020 American Association of Physicists in Medicine. | ||
| 520 | |a PURPOSE: This study investigates the dosimetric accuracy as well as the robustness of a bulk density assignment approach to magnetic resonance imaging (MRI)-only based treatment planning of the prostate, with bulk density regions automatically identified using atlas-based segmentation (ABS) | ||
| 520 | |a METHODS: Twenty prostate radiotherapy patients received planning computed tomography (CT) and MRI scans and were treated with volumetric modulated arc therapy (VMAT). Two bulk densities were set, one for bone and one for soft tissue. The bone contours were created by using ABS followed by manual modification if considered necessary. A range of soft tissue and bone density pairs, between 0.95 and 1.03 g/cm3 with increments of 0.01 for soft tissue, and between 1.15 and 1.65 g/cm3 with increments of 0.05 for bone, were evaluated. Using the density pair giving the lowest dose difference compared to the CT-based dose, dose differences were calculated using both the manually modified bone contours and the bone contours from ABS. Contour overlap measurements between the ABS contours and the manually modified contours were calculated | ||
| 520 | |a RESULTS: The dose comparison shows a very good agreement with the CT when using 0.98 g/cm3 for soft tissue and 1.20 g/cm3 for bone, with a dose difference less than 1 % in average dose in all regions of interest. The mean Dice similarity coefficient for bone was 0.94 and the Mean Distance to Agreement was <1 mm in most cases | ||
| 520 | |a CONCLUSIONS: Using bulk density assignment on MR images with suitable densities for bone and soft tissue results in clinically acceptable dose differences compared to dose calculated on the CT, for both atlas-based and manual bone contours. This demonstrates that an integrated MRI-only pathway utilizing a bulk density assignment for two tissue types is a feasible and robust approach for patients with prostate cancer treated with VMAT | ||
| 650 | 4 | |a Journal Article | |
| 650 | 4 | |a MRI-only based radiotherapy | |
| 650 | 4 | |a VMAT | |
| 650 | 4 | |a atlas-based segmentation | |
| 650 | 4 | |a bulk density assignment | |
| 650 | 4 | |a magnetic resonance | |
| 650 | 4 | |a prostate patients | |
| 700 | 1 | |a Andersson, Sebastian |e verfasserin |4 aut | |
| 700 | 1 | |a Wyatt, Jonathan James |e verfasserin |4 aut | |
| 700 | 1 | |a Richmond, Neil |e verfasserin |4 aut | |
| 700 | 1 | |a Walker, Christopher Paul |e verfasserin |4 aut | |
| 700 | 1 | |a Svensson, Stina |e verfasserin |4 aut | |
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