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Personalized automation of treatment planning in head-neck cancer: A step forward for quality in radiation therapy?
- Source :
- Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB). 82
- Publication Year :
- 2020
-
Abstract
- Purpose: To perform a comprehensive dosimetric and clinical evaluation of the new Pinnacle Personalized automated planning system for complex head-and-neck treatments. Methods: Fifteen consecutive head-neck patients were enrolled. Radiotherapy was prescribed using VMAT with simultaneous integrated boost strategy. Personalized planning integrates the Feasibility engine able to supply an “a priori” DVH prediction of the achievability of planning goals. Comparison between clinically accepted manually-generated (MP) and automated (AP) plans was performed using dose-volume histograms and a blinded clinical evaluation by two radiation oncologists. Planning time between MP and AP was compared. Dose accuracy was validated using the PTW Octavius-4D phantom together with the 1500 2D-array. Results: For similar targets coverage, AP plans reported less irradiation of healthy tissue, with significant dose reduction for spinal cord, brainstem and parotids. On average, the mean dose to parotids and maximal doses to spinal cord and brainstem were reduced by 13–15% (p < 0.001), 9% (p < 0.001) and 16% (p < 0.001), respectively. The integral dose was reduced by 16% (p < 0.001). The dose conformity for the three PTVs was significantly higher with AP plans (p < 0.001). The two oncologists chose AP plans in more than 80% of cases. Overall planning times were reduced to
- Subjects :
- Simultaneous integrated boost
Pinnacle
Organs at Risk
medicine.medical_specialty
Artificial intelligence
medicine.medical_treatment
Biophysics
General Physics and Astronomy
Dose accuracy
VMAT
Head neck cancer
030218 nuclear medicine & medical imaging
03 medical and health sciences
Automation
0302 clinical medicine
Medicine
Humans
Radiology, Nuclear Medicine and imaging
Medical physics
Radiation treatment planning
business.industry
Radiotherapy Planning, Computer-Assisted
SIB
Radiotherapy Dosage
General Medicine
Quality
Radiation therapy
Head and Neck Neoplasms
030220 oncology & carcinogenesis
Dose reduction
Radiotherapy, Intensity-Modulated
business
Subjects
Details
- ISSN :
- 1724191X
- Volume :
- 82
- Database :
- OpenAIRE
- Journal :
- Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB)
- Accession number :
- edsair.doi.dedup.....b41a2a034b8a1e7759a0d19d801dd224