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Synthetic CT for single-fraction neoadjuvant partial breast irradiation on an MRI-linac
- Source :
- Physics in Medicine and Biology, 66, 8, Physics in Medicine and Biology, 66, Physics in medicine and biology, 66(8):085010. IOP Publishing Ltd.
- Publication Year :
- 2021
-
Abstract
- A synthetic computed tomography (sCT) is required for daily plan optimization on an MRI-linac. Yet, only limited information is available on the accuracy of dose calculations on sCT for breast radiotherapy. This work aimed to (1) evaluate dosimetric accuracy of treatment plans for single-fraction neoadjuvant partial breast irradiation (PBI) on a 1.5 T MRI-linac calculated on a) bulk-density sCT mimicking the current MRI-linac workflow and b) deep learning-generated sCT, and (2) investigate the number of bulk-density levels required. For ten breast cancer patients we created three bulk-density sCTs of increasing complexity from the planning-CT, using bulk-density for: (1) body, lungs, and GTV (sCTBD1); (2) volumes for sCTBD1 plus chest wall and ipsilateral breast (sCTBD2); (3) volumes for sCTBD2 plus ribs (sCTBD3); and a deep learning-generated sCT (sCTDL) from a 1.5 T MRI in supine position. Single-fraction neoadjuvant PBI treatment plans for a 1.5 T MRI-linac were optimized on each sCT and recalculated on the planning-CT. Image evaluation was performed by assessing mean absolute error (MAE) and mean error (ME) in Hounsfield Units (HU) between the sCTs and the planning-CT. Dosimetric evaluation was performed by assessing dose differences, gamma pass rates, and dose-volume histogram (DVH) differences. The following results were obtained (median across patients for sCTBD1/sCTBD2/sCTBD3/sCTDL respectively): MAE inside the body contour was 106/104/104/75 HU and ME was 8/9/6/28 HU, mean dose difference in the PTVGTV was 0.15/0.00/0.00/−0.07 Gy, median gamma pass rate (2%/2 mm, 10% dose threshold) was 98.9/98.9/98.7/99.4%, and differences in DVH parameters were well below 2% for all structures except for the skin in the sCTDL. Accurate dose calculations for single-fraction neoadjuvant PBI on an MRI-linac could be performed on both bulk-density and deep learning sCT, facilitating further implementation of MRI-guided radiotherapy for breast cancer. Balancing simplicity and accuracy, sCTBD2 showed the optimal number of bulk-density levels for a bulk-density approach.
- Subjects :
- convolutional networks
Supine position
medicine.medical_treatment
pseudo-CT
030218 nuclear medicine & medical imaging
03 medical and health sciences
Tumours of the digestive tract Radboud Institute for Health Sciences [Radboudumc 14]
0302 clinical medicine
Breast cancer
immune system diseases
Hounsfield scale
hemic and lymphatic diseases
Humans
Medicine
Radiology, Nuclear Medicine and imaging
MRI-only radiotherapy
Mri linac
Radiological and Ultrasound Technology
business.industry
partial breast irradiation
Radiotherapy Planning, Computer-Assisted
Partial Breast Irradiation
Radiotherapy Dosage
medicine.disease
Magnetic Resonance Imaging
Neoadjuvant Therapy
Single fraction
Radiation therapy
surgical procedures, operative
030220 oncology & carcinogenesis
Ipsilateral breast
Tomography, X-Ray Computed
business
Nuclear medicine
MRI-linac
therapeutics
human activities
Subjects
Details
- Language :
- English
- ISSN :
- 00319155
- Volume :
- 66
- Issue :
- 8
- Database :
- OpenAIRE
- Journal :
- Physics in medicine and biology
- Accession number :
- edsair.doi.dedup.....efeead831c344c53a7c9e772f6dfaac3