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Title: Many-isocenter optimization for robotic radiotherapy

Journal Article · · Physics in Medicine and Biology (Online)

Despite significant dosimetric gains, clinical implementation of the 4π non-coplanar radiotherapy on the widely available C-arm gantry system is hindered by limited clearance, and the need to perform complex coordinated gantry and couch motion. A robotic radiotherapy platform would be conducive to such treatment but a new conflict between field size and MLC modulation resolution needs to be managed for versatile applications. This study investigates the dosimetry and delivery efficiency of purposefully creating many isocenters to achieve simultaneously high MLC modulation resolution and large tumor coverage. An integrated optimization framework was proposed for simultaneous beam orientation optimization (BOO), isocenter selection, and fluence map optimization (FMO). The framework includes a least-square dose fidelity objective, a total variation term for regularizing the fluence smoothness, and a group sparsity term for beam selection. A minimal number of isocenters were identified for efficient target coverage. Colliding beams excluded, high-resolution small-field 4π intensity-modulated radiotherapy (IMRT) treatment plans with 50 cm source-to-isocenter distance (SID-50) on 10 Head and Neck (H&N) cancer patients were compared with low-resolution large-field plans with 100 cm SID (SID-100). With the same or better target coverage, the average reduction of [Dmean, Dmax] of 20-beam SID-50 plans from 20-beam SID-100 plans were [2.09 Gy, 1.19 Gy] for organs at risk (OARs) overall, [3.05 Gy, 0.04 Gy] for parotid gland, [3.62 Gy, 5.19 Gy] for larynx, and [3.27 Gy, 1.10 Gy] for mandible. R50 and integral dose were reduced by 5.3% and 9.6%, respectively. Wilcoxon signed-rank test showed significant difference (p < 0.05) in planning target volume (PTV) homogeneity, PTV Dmax, R50, Integral dose, and OAR Dmean and Dmax. The estimated delivery time of 20-beam [SID-50, SID-100] plans were [19, 18] min and [14, 9] min, assuming 5 fractions and 30 fractions, respectively. Finally, with clinically acceptable delivery efficiency, many-isocenter optimization is dosimetrically desirable for treating large targets with high modulation resolution on the robotic platform.

Research Organization:
RadiaSoft, LLC, Boulder, CO (United States); RadiaBeam Technologies, Santa Monica, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Engineering & Technology. Office of Small Business Innovation Research (SBIR) and Small Business Technology Transfer (STTR) Programs; National Institutes of Health (NIH)
Grant/Contract Number:
SC0017057; SC0017687; R01CA188300; R01CA230278; R21CA228160; R44CA183390
OSTI ID:
1803104
Journal Information:
Physics in Medicine and Biology (Online), Vol. 65, Issue 4; ISSN 1361-6560
Publisher:
IOP PublishingCopyright Statement
Country of Publication:
United States
Language:
English

References (53)

Treatment plan comparison between stereotactic body radiation therapy techniques for prostate cancer: Non-isocentric CyberKnife versus isocentric RapidArc journal September 2014
Volumetric modulated arc radiotherapy for carcinomas of the oro-pharynx, hypo-pharynx and larynx: A treatment planning comparison with fixed field IMRT journal July 2009
Multileaf collimator leaf sequencing algorithm for intensity modulated beams with multiple static segments journal August 1998
Recent developments in non-coplanar radiotherapy journal May 2019
Single-isocenter hybrid IMRT plans versus two-isocenter conventional plans and impact of intrafraction motion for the treatment of breast cancer with supraclavicular lymph nodes involvement journal July 2015
Comparison of Elekta VMAT with helical tomotherapy and fixed field IMRT: Plan quality, delivery efficiency and accuracy: Comparison of VMAT with tomotherapy and IMRT journal March 2010
4 π plan optimization for cortical-sparing brain radiotherapy journal April 2018
A simple approach of three-isocenter IMRT planning for craniospinal irradiation journal January 2013
iCycle: Integrated, multicriterial beam angle, and profile optimization for generation of coplanar and noncoplanar IMRT plans: iCycle: multicriteria beam angle optimization journal January 2012
Stereotactic radiotherapy for irregular targets: Comparison between non-coplanar arcs and static non-coplanar conformal beams journal January 1993
Integrated multicriterial optimization of beam angles and intensity profiles for coplanar and noncoplanar head and neck IMRT and implications for VMAT: Beam angles and profile optimization for head-and-neck IMRT journal July 2012
A comprehensive formulation for volumetric modulated arc therapy planning: Comprehensive formulation for VMAT journal June 2016
Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers January 2010
State of the art on dose prescription, reporting and recording in Intensity-Modulated Radiation Therapy (ICRU report No. 83) journal October 2011
Feasibility of extreme dose escalation for glioblastoma multiforme using 4π radiotherapy journal November 2014
Red Shell: Defining a High-Risk Zone of Normal Tissue Damage in Stereotactic Body Radiation Therapy journal July 2010
Normalized Iterative Hard Thresholding: Guaranteed Stability and Performance journal April 2010
A Column Generation Approach to Radiation Therapy Treatment Planning Using Aperture Modulation journal January 2005
Treatment planning comparison of IMPT, VMAT and 4π radiotherapy for prostate cases journal January 2017
A simple and robust trajectory-based stereotactic radiosurgery treatment journal January 2017
TSPLIB—A Traveling Salesman Problem Library journal November 1991
Dose domain regularization of MLC leaf patterns for highly complex IMRT plans: Dose domain optimization of MLC journal March 2015
Using total-variation regularization for intensity modulated radiation therapy inverse planning with field-specific numbers of segments journal November 2008
Volumetric modulated arc therapy: a review of current literature and clinical use in practice journal November 2011
A Prospective 4π Radiation Therapy Clinical Study in Recurrent High-Grade Glioma Patients journal May 2018
Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers book January 2011
Trajectory optimization for dynamic couch rotation during volumetric modulated arc radiotherapy journal November 2013
IMRT of large fields: whole-abdomen irradiation journal September 2002
Feasibility of using intermediate x-ray energies for highly conformal extracranial radiotherapy: Intermediate x-ray energies for highly conformal extracranial radiotherapy journal March 2014
Incorporating prior knowledge into beam orientaton optimization in IMRT journal December 2002
Dynamic intensity-modulated non-coplanar arc radiotherapy (INCA) for head and neck cancer journal November 2006
Role of beam orientation optimization in intensity-modulated radiation therapy journal June 2001
GPU Computing journal May 2008
Cochlea-sparing acoustic neuroma treatment with 4π radiation therapy journal April 2018
A particle swarm optimization algorithm for beam angle selection in intensity-modulated radiotherapy planning journal July 2005
Dosimetric accuracy of dynamic couch rotation during volumetric modulated arc therapy (DCR-VMAT) for primary brain tumours journal April 2019
Parallel beamlet dose calculation via beamlet contexts in a distributed multi‐GPU framework journal June 2019
VMAT optimization with dynamic collimator rotation journal May 2018
The development and verification of a highly accurate collision prediction model for automated noncoplanar plan delivery journal October 2015
Non-coplanar trajectories to improve organ at risk sparing in volumetric modulated arc therapy for primary brain tumors journal October 2016
A First-Order Primal-Dual Algorithm for Convex Problems with Applications to Imaging journal December 2010
Potential benefits of using non coplanar field and intensity modulated radiation therapy to preserve the heart in irradiation of lung tumors in the middle and lower lobes journal September 2006
Feasibility of prostate robotic radiation therapy on conventional C-arm linacs journal July 2014
Viability of Noncoplanar VMAT for liver SBRT compared with coplanar VMAT and beam orientation optimized 4π IMRT journal January 2016
The Annals of Mathematical Statistics journal February 1930
4π Non-Coplanar Liver SBRT: A Novel Delivery Technique journal April 2013
A two isocenter IMRT technique with a controlled junction dose for long volume targets journal July 2007
Solution of an integral equation encountered in rotation therapy journal October 1982
Automatic beam angle selection in IMRT planning using genetic algorithm journal April 2004
Deterministic direct aperture optimization using multiphase piecewise constant segmentation journal September 2017
Whole Breast and Lymph Node Irradiation using Halcyon™ 2.0 Utilizing Automatic Multi-isocenter Treatment Delivery and Daily Kilovoltage Cone-beam Computed Tomography journal May 2019
Non-coplanar beam direction optimization for intensity-modulated radiotherapy journal September 2003
4π Noncoplanar Stereotactic Body Radiation Therapy for Centrally Located or Larger Lung Tumors journal July 2013