A Monte-Carlo-based and GPU-accelerated 4D-dose calculator for a pencil beam scanning proton therapy system
| Autor: | H. Wan Chan Tseung, Erik J. Tryggestad, M. Pepin, Jedediah E. Johnson, Michael G. Herman, Chris Beltran |
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| Rok vydání: | 2018 |
| Předmět: |
Time Factors
Computer science Computation Monte Carlo method FOS: Physical sciences Radiation Dosage 030218 nuclear medicine & medical imaging law.invention 03 medical and health sciences 0302 clinical medicine law Computer Graphics Proton Therapy Humans Four-Dimensional Computed Tomography Pencil-beam scanning Proton therapy Simulation Radiotherapy Planning Computer-Assisted Ranging General Medicine Physics - Medical Physics Test case Calculator 030220 oncology & carcinogenesis Medical Physics (physics.med-ph) Monte Carlo Method Energy (signal processing) |
| Zdroj: | Medical physics. 45(11) |
| ISSN: | 2473-4209 |
| Popis: | Purpose: The presence of respiratory motion during radiation treatment leads to degradation of the expected dose distribution, both for target coverage and healthy-tissue sparing, particularly for techniques like pencil-beam scanning proton therapy which have dynamic delivery systems. While tools exist to estimate this degraded four-dimensional (4D) dose, they typically have one or more deficiencies such as ... Methods: To quickly compute the 4D-dose, the three main tasks of the calculator were run on graphics processing units (GPUs). These tasks were: simulating the delivery of the plan using measured delivery parameters to distribute the plan amongst 4DCT phases characterizing the patient breathing, using an in-house Monte Carlo simulation (MC) dose calculator to determine the dose delivered to each breathing phase, and accumulating the doses from the various breathing phases onto a single phase for evaluation. The accumulation was performed by individually transferring the energy and mass of dose-grid subvoxels, a technique models the transfer of dose in a more physically realistic manner. The calculator was run ... Results: 4D doses were successfully computed for the three test cases with computation times ranging from 4-6 min on a server with eight NVIDIA Titan X graphics cards; the most time-consuming component was the MC dose engine. The subvoxel-based dose-accumulation technique produced stable 4D-dose distributions at subvoxel scales of 0.5-1.0 mm without impairing the total computation time. The uncertainties in the beam-delivery simulation ... Conclusions: A MC-based and GPU-accelerated 4D-dose calculator was developed to estimate the effects of respiratory motion on pencil-beam scanning proton therapy treatments. The calculator can currently be used ... Accepted to Medical Physics. v2 with corrected author styling |
| Databáze: | OpenAIRE |
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