Cargando…

Automated treatment planning for proton pencil beam scanning using deep learning dose prediction and dose‐mimicking optimization

PURPOSE: The purpose of this study is to investigate the use of a deep learning architecture for automated treatment planning for proton pencil beam scanning (PBS). METHODS: A 3‐dimensional (3D) U‐Net model has been implemented in a commercial treatment planning system (TPS) that uses contoured regi...

Descripción completa

Detalles Bibliográficos
Autores principales:	Maes, Dominic, Holmstrom, Mats, Helander, Rasmus, Saini, Jatinder, Fang, Christine, Bowen, Stephen R.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	John Wiley and Sons Inc. 2023
Materias:	Radiation Oncology Physics
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10562035/ https://www.ncbi.nlm.nih.gov/pubmed/37334746 http://dx.doi.org/10.1002/acm2.14065

Ejemplares similares

Validation of automated complex head and neck treatment planning with pencil beam scanning proton therapy
por: Hedrick, Samantha Grace, et al.
Publicado: (2021)

A comparison of the dose distributions from three proton treatment planning systems in the planning of meningioma patients with single‐field uniform dose pencil beam scanning
por: Doolan, Paul J., et al.
Publicado: (2015)

Robust Planning for a Patient Treated in Decubitus Position with Proton Pencil Beam Scanning Radiotherapy
por: Tang, Shikui, et al.
Publicado: (2017)

Pencil Beam Scanning Proton Therapy for Rhabdomyosarcoma of the Biliary Tract
por: Pater, Luke, et al.
Publicado: (2017)

A comparison of two pencil beam scanning treatment planning systems for proton therapy
por: Langner, Ulrich W., et al.
Publicado: (2017)

Evaluation of detectors for acquisition of pristine depth‐dose curves in pencil beam scanning
por: Bäumer, Christian, et al.
Publicado: (2015)

Validation of pencil beam scanning proton therapy with multi‐leaf collimator calculated by a commercial Monte Carlo dose engine
por: Tominaga, Yuki, et al.
Publicado: (2022)

Treatment of ocular tumors through a novel applicator on a conventional proton pencil beam scanning beamline
por: Regmi, Rajesh, et al.
Publicado: (2022)

Evaluation of the range shifter model for proton pencil‐beam scanning for the Eclipse v.11 treatment planning system
por: Matysiak, Witold, et al.
Publicado: (2016)

Measurement‐based study on characterizing symmetric and asymmetric respiratory motion interplay effect on target dose distribution in the proton pencil beam scanning
por: Lee, Eunsin, et al.
Publicado: (2020)

Beam‐specific planning target volumes incorporating 4D CT for pencil beam scanning proton therapy of thoracic tumors
por: Lin, Liyong, et al.
Publicado: (2015)

Commissioning of the world's first compact pencil‐beam scanning proton therapy system
por: Pidikiti, Rajesh, et al.
Publicado: (2017)

Comparing proton treatment plans of pediatric brain tumors in two pencil beam scanning nozzles with different spot sizes
por: Kralik, John C., et al.
Publicado: (2015)

A benchmarking method to evaluate the accuracy of a commercial proton monte carlo pencil beam scanning treatment planning system
por: Lin, Liyong, et al.
Publicado: (2017)

Using patient‐specific bolus for pencil beam scanning proton treatment of periorbital disease
por: Kang, Minglei, et al.
Publicado: (2020)

Dose differences in intensity‐modulated radiotherapy plans calculated with pencil beam and Monte Carlo for lung SBRT
por: Liu, Han, et al.
Publicado: (2015)

Comparison of multi‐institutional Varian ProBeam pencil beam scanning proton beam commissioning data
por: Langner, Ulrich W., et al.
Publicado: (2017)

Small spot size versus large spot size: Effect on plan quality for lung cancer in pencil beam scanning proton therapy
por: Rana, Suresh, et al.
Publicado: (2022)

Validation and clinical implementation of an accurate Monte Carlo code for pencil beam scanning proton therapy
por: Huang, Sheng, et al.
Publicado: (2018)

Calculating percent depth dose with the electron pencil‐beam redefinition algorithm
por: Price, Michael J., et al.
Publicado: (2007)

Investigating volumetric repainting to mitigate interplay effect on 4D robustly optimized lung cancer plans in pencil beam scanning proton therapy
por: Rana, Suresh, et al.
Publicado: (2021)

Fast MCsquare-Based Independent Dose Verification Platform for Pencil Beam Scanning Proton Therapy
por: Liu, Chunbo, et al.
Publicado: (2021)

Intrafraction tumor motion monitoring and dose reconstruction for liver pencil beam scanning proton therapy
por: Nankali, Saber, et al.
Publicado: (2023)

RONC-15. OUTCOMES OF BRAIN AND SKULL-BASE TUMOURS IN ADOLESCENTS AND YOUNG ADULTS TREATED WITH PENCIL BEAM SCANNING PROTON THERAPY
por: Lim, Pei Shuen, et al.
Publicado: (2020)

Selecting Optimal Proton Pencil Beam Scanning Plan Parameters to Reduce Dose Discrepancy between Discrete Spot Plan and Continuous Scanning: A Proof-of-Concept Study
por: Liang, Xiaoying, et al.
Publicado: (2023)

Intensity Modulated Proton Therapy with Advanced Planning Techniques in a Challenging Hepatocellular Carcinoma Patient
por: Apisarnthanarax, Smith, et al.
Publicado: (2017)

Impact of errors in spot size and spot position in robustly optimized pencil beam scanning proton‐based stereotactic body radiation therapy (SBRT) lung plans
por: Rana, Suresh, et al.
Publicado: (2021)

Use of a novel two‐dimensional ionization chamber array for pencil beam scanning proton therapy beam quality assurance
por: Lin, Liyong, et al.
Publicado: (2015)

Application of dose kernel calculation using a simplified Monte Carlo method to treatment plan for scanned proton beams
por: Mizutani, Shohei, et al.
Publicado: (2016)

Auto‐Trending daily quality assurance program for a pencil beam scanning proton system aligned with TG 224
por: Shi, Chengyu, et al.
Publicado: (2020)

A framework for defining FLASH dose rate for pencil beam scanning
por: Folkerts, Michael M., et al.
Publicado: (2020)

RONC-02. Clinical outcome after craniospinal irradiation with pencil beam scanning proton therapy for children and young adults/adolescents with brain tumors
por: Bachmann, Nicolas, et al.
Publicado: (2022)

Treatment Planning of Bulky Tumors Using Pencil Beam Scanning Proton GRID Therapy
por: Halthore, Aditya, et al.
Publicado: (2022)

Impact of magnetic field regulation in conjunction with the volumetric repainting technique on the spot positions and beam range in pencil beam scanning proton therapy
por: Rana, Suresh, et al.
Publicado: (2020)

Impact of planned dose reporting methods on Gamma pass rates for IROC lung and liver motion phantoms treated with pencil beam scanning protons
por: Kang, Yixiu, et al.
Publicado: (2019)

Quantitative Assessment of 3D Dose Rate for Proton Pencil Beam Scanning FLASH Radiotherapy and Its Application for Lung Hypofractionation Treatment Planning
por: Kang, Minglei, et al.
Publicado: (2021)

Simulation and experimental verification of ambient neutron doses in a pencil beam scanning proton therapy room as a function of treatment plan parameters
por: Van Hoey, Olivier, et al.
Publicado: (2022)

Development of Optical Fiber Based Measurement System for the Verification of Entrance Dose Map in Pencil Beam Scanning Proton Beam
por: Son, Jaeman, et al.
Publicado: (2018)

Evaluation of GATE‐RTion (GATE/Geant4) Monte Carlo simulation settings for proton pencil beam scanning quality assurance
por: Winterhalter, Carla, et al.
Publicado: (2020)

Absolute dosimetry for FLASH proton pencil beam scanning radiotherapy
por: Lourenço, Ana, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_355n15gjoq0gf4rugp3fbf4va3