Journal articleMed Phys · August 2026
BACKGROUND: Large language models (LLMs) have recently demonstrated exceptional capabilities, offering the potential to streamline workflows and enhance efficiency across diverse tasks. However, their application in domain-specific areas, such as radiother ...
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Journal articleMed Phys · April 2026
BACKGROUND: Despite the widespread clinical adoption of volumetric modulated arc therapy (VMAT), advances in its fundamental optimization methodology have remained relatively limited, particularly with respect to open and researcher-accessible optimization ...
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Journal articleRadiation Medicine and Protection · April 1, 2026
Objective: To develop an artificial intelligence (AI) driven plan tradeoff decision making assistant for radiation oncologists. Methods: A user interface (UI) was developed to integrate the assistant with the treatment planning system to facilitate prescri ...
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Journal articleAdv Radiat Oncol · February 2026
PURPOSE: Photon-counting computed tomography (PCCT) offers versatile anatomic information because of better energy discrimination and higher spatial resolution than conventional energy-integrating computed tomography (CT). With its rapid applications in di ...
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Journal articlePhys Med Biol · January 9, 2026
Objective.This study aims to develop a multi-modality-guided dose prediction (MMDP)-based auto-planning algorithm for functional lung avoidance radiotherapy (FLART) guided by voxel-wise lung function images.Approach.The proposed auto-planning algorithm con ...
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Journal articlePract Radiat Oncol · 2026
PURPOSE: This study aims to evaluate organs-at-risk (OARs) segmentation variability across 8 commercial artificial intelligence (AI)-based segmentation software using independent multi-institutional data sets, and to provide recommendations for clinical pr ...
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Journal articleMed Phys · January 2026
BACKGROUND: Treatment plan optimization is foundational for radiotherapy. However, the geometry of the underlying search space where feasible solutions reside remains poorly characterized. Understanding this search space is crucial as it: (1) Exposes hidde ...
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Journal articleMed Phys · January 2026
BACKGROUND: Automatic radiotherapy planning based on deep learning-based dose prediction shows promise in improving planning efficiency, consistency, and quality. However, most existing studies have focused on scenario-specific dose prediction models, ther ...
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Journal articleMed Phys · November 2025
BACKGROUND: Treatment planning for intensity-modulated radiation therapy (IMRT) and volumetric modulated arc therapy (VMAT) relies on meticulous operation of the inverse optimization, a complex and iterative process of adjusting dose-volume objectives to a ...
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Journal articleMed Phys · June 2025
BACKGROUND: The medical linear accelerator (Linac) typically operates at a constant but discrete dose rate for both 3D conformal fields and intensity modulation radiotherapy (IMRT) fields. However, in certain clinical and radiobiological scenarios, such as ...
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Journal articlePhys Med Biol · April 22, 2025
Objective.Head-and-neck simultaneous integrated boost (SIB) treatment planning using intensity modulated radiation therapy is particularly challenging due to the proximity to organs-at-risk. Depending on the specific clinical conditions, different parotid- ...
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Journal articleBioengineering (Basel) · March 29, 2025
(1) Objective: To develop and implement an in-house software quality management (ISQM) program to ensure the continuous, consistent quality of in-house software products. (2) Methods: The ISQM program consists of two key components: quality assurance (QA) ...
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Journal articlePhys Med Biol · November 14, 2024
Objective.Artificial intelligence (AI) based treatment planning tools are being implemented in clinic. However, human interactions with such AI tools are rarely analyzed. This study aims to comprehend human planner's interaction with the AI planning tool a ...
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Journal articlePrecis Radiat Oncol · September 2024
BACKGROUND: Nanosecond pulsed electric fields (nsPEF)-based electroporation is a new therapy modality potentially synergized with radiation therapy to improve treatment outcomes. To verify its treatment accuracy intraoperatively, electroacoustic tomography ...
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Journal articlePhys Med Biol · July 17, 2024
Objective.This study aims to develop a fully automatic planning framework for functional lung avoidance radiotherapy (AP-FLART).Approach.The AP-FLART integrates a dosimetric score-based beam angle selection method and a meta-optimization-based plan optimiz ...
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Journal articleMed Phys · June 2024
Use of magnetic resonance (MR) imaging in radiation therapy has increased substantially in recent years as more radiotherapy centers are having MR simulators installed, requesting more time on clinical diagnostic MR systems, or even treating with combinati ...
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Journal articleInt J Radiat Oncol Biol Phys · May 1, 2024
Deep learning neural networks (DLNN) in Artificial intelligence (AI) have been extensively explored for automatic segmentation in radiotherapy (RT). In contrast to traditional model-based methods, data-driven AI-based models for auto-segmentation have show ...
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Journal articleExpert Systems with Applications · March 15, 2024
Delineation of prostate boundary is a critical procedure in multi-modal prostate registration and patient-specific anatomical modeling for surgical planning and image-guided biopsy of prostate cancer. Accurate segmentation of the prostate from medical tran ...
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Journal articleFrontiers in Physics · January 1, 2024
Head and neck (HN) cancers pose a difficult problem in the planning of intensity-modulated radiation therapy (IMRT) treatment. The primary tumor can be large and asymmetrical, and multiple organs at risk (OARs) with varying dose-sparing goals lie close to ...
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Journal articlePhys Med Biol · November 29, 2023
Radiation-induced acoustic (RA) imaging is a promising technique for visualizing the invisible radiation energy deposition in tissues, enabling new imaging modalities and real-time therapy monitoring. However, RA imaging signal often suffers from poor sign ...
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Journal articleBiomolecules · October 19, 2023
Background and Objective: Kidney ultrasound (US) imaging is a significant imaging modality for evaluating kidney health and is essential for diagnosis, treatment, surgical intervention planning, and follow-up assessments. Kidney US image segmentation consi ...
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Journal articlePhys Med Biol · October 27, 2022
Dose delivery uncertainty is a major concern in proton therapy, adversely affecting the treatment precision and outcome. Recently, a promising technique, proton-acoustic (PA) imaging, has been developed to provide real-timein vivo3D dose verification. Howe ...
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Journal articlePhys Med Biol · October 21, 2022
Objective. Deep learning (DL) models for fluence map prediction (FMP) have great potential to reduce treatment planning time in intensity-modulated radiation therapy (IMRT) by avoiding the lengthy inverse optimization process. This study aims to improve th ...
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Journal articleComput Methods Programs Biomed · June 2022
BACKGROUND AND OBJECTIVE: Accurate and robust prostate segmentation in transrectal ultrasound (TRUS) images is of great interest for image-guided prostate interventions and prostate cancer diagnosis. However, it remains a challenging task for various reaso ...
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Journal articleMed Phys · April 2022
BACKGROUND: Knowledge-based planning (KBP) is increasingly implemented clinically because of its demonstrated ability to improve treatment planning efficiency and reduce plan quality variations. However, cases with large dose-volume histogram (DVH) predict ...
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Journal articleJ Radiosurg SBRT · 2022
PURPOSE: The epidural space is a frequent site of cancer recurrence after spine stereotactic radiosurgery (SSRS). This may be due to microscopic disease in the epidural space which is underdosed to obey strict spinal cord dose constraints. We hypothesized ...
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Journal articleQuant Imaging Med Surg · December 2021
BACKGROUND: Stereotactic body radiation therapy (SBRT) for liver cancer has shown promising therapeutic effects. Effective treatment relies not only on the precise delivery provided by image-guided radiation therapy (IGRT) but also high dose gradient forme ...
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Journal articleQuant Imaging Med Surg · December 2021
Artificial intelligence (AI) refers to methods that improve and automate challenging human tasks by systematically capturing and applying relevant knowledge in these tasks. Over the past decades, a number of approaches have been developed to address differ ...
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Journal articleQuant Imaging Med Surg · December 2021
BACKGROUND: Artificial intelligence (AI) based radiotherapy treatment planning tools have gained interest in automating the treatment planning process. It is essential to understand their overall robustness in various clinical scenarios. This is an existin ...
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Journal articlePhys Med Biol · November 26, 2021
Purpose.We have previously reported an artificial intelligence (AI) agent that automatically generates intensity-modulated radiation therapy (IMRT) plans via fluence map prediction, by-passing inverse planning. This AI agent achieved clinically comparable ...
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Journal articleBiomed Phys Eng Express · November 12, 2021
Deep learning algorithms for radiation therapy treatment planning automation require large patient datasets and complex architectures that often take hundreds of hours to train. Some of these algorithms require constant dose updating (such as with reinforc ...
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Journal articleInternational journal of radiation oncology, biology, physics · November 2021
Purpose/objective(s)To develop a tutoring program to help physician and physics residents to learn pancreas stereotactic body radiation therapy (SBRT) treatment planning via carefully collected cases and a series of specially designed knowledge mo ...
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Journal articleMed Phys · June 2021
PURPOSE: To develop an artificial intelligence (AI) agent for fully automated rapid head-and-neck intensity-modulated radiation therapy (IMRT) plan generation without time-consuming dose-volume-based inverse planning. METHODS: This AI agent was trained via ...
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Journal articleInt J Radiat Oncol Biol Phys · March 15, 2021
PURPOSE: Pancreas stereotactic body radiation therapy (SBRT) treatment planning requires planners to make sequential, time-consuming interactions with the treatment planning system to reach the optimal dose distribution. We sought to develop a reinforcemen ...
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Journal articlePract Radiat Oncol · 2021
PURPOSE: This guideline reviews the evidence and provides recommendations for the indications and appropriate technique and dose of neoadjuvant radiation therapy (RT) in the treatment of localized rectal cancer. METHODS: The American Society for Radiation ...
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Journal articleAdv Radiat Oncol · 2021
PURPOSE: The machine learning-based automated treatment planning (MLAP) tool has been developed and evaluated for breast radiation therapy planning at our institution. We implemented MLAP for patient treatment and assessed our clinical experience for its p ...
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Journal articleAdv Radiat Oncol · 2021
PURPOSE: Treatment planning for pancreas stereotactic body radiation therapy (SBRT) is a challenging task, especially with simultaneous integrated boost treatment approaches. We propose a deep learning (DL) framework to accurately predict fluence maps from ...
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Journal articleFront Artif Intell · 2021
Treatment planning for prostate volumetric modulated arc therapy (VMAT) can take 5-30 min per plan to optimize and calculate, limiting the number of plan options that can be explored before the final plan decision. Inspired by the speed and accuracy of mod ...
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Journal articleMed Phys · December 2020
PURPOSE: There is a strong clinical need to evaluate different multi-criteria optimization (MCO) algorithms, including inverse optimization sampling algorithms and machine learning-based predictions. This study aims to develop and compare several interpola ...
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Journal articlePhys Med Biol · September 8, 2020
The purpose of this work was to develop a deep learning (DL) based algorithm, Automatic intensity-modulated radiotherapy (IMRT) Planning via Static Field Fluence Prediction (AIP-SFFP), for automated prostate IMRT planning with real-time planning efficiency ...
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Journal articleInt J Radiat Oncol Biol Phys · April 1, 2020
PURPOSE: To develop a tradeoff hyperplane model to facilitate tradeoff decision-making before inverse planning. METHODS AND MATERIALS: We propose a model-based approach to determine the tradeoff hyperplanes that allow physicians to navigate the clinically ...
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Journal articleFront Artif Intell · 2020
Purpose: Artificial intelligence (AI) employs knowledge models that often behave as a black-box to the majority of users and are not designed to improve the skill level of users. In this study, we aim to demonstrate the feasibility that AI can serve as an ...
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Journal articleFront Artif Intell · 2020
Purpose: Treatment planning for pancreas stereotactic body radiation therapy (SBRT) is a difficult and time-consuming task. In this study, we aim to develop a novel deep learning framework to generate clinical-quality plans by direct prediction of fluence ...
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Journal articleMed Phys · September 2019
PURPOSE: The purpose of this study is to develop an accurate and reliable dose volume histogram (DVH) prediction method for external beam radiation therapy plans with multiple planning target volumes (PTVs). MATERIALS AND METHODS: We present a novel DVH pr ...
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Journal articleJ Appl Clin Med Phys · August 2019
PURPOSE: To assess three advanced radiation therapy treatment planning tools on the intensity-modulated radiation therapy (IMRT) quality and consistency when compared to the clinically approved plans, referred as manual plans, which were planned without us ...
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Journal articleMed Phys · June 2019
PURPOSE: Intensity-Modulated Radiation Therapy (IMRT), including its variations (including IMRT, Volumetric Arc Therapy (VMAT), and Tomotherapy), is a widely used and critically important technology for cancer treatment. It is a knowledge-intensive technol ...
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Journal articleTechnol Cancer Res Treat · January 1, 2019
AIM: The aim of the study is to develop a geometrically adaptive and statistically robust plan quality inference method. METHODS AND MATERIALS: We propose a knowledge-based plan quality inference method that references to similar plans in the historical da ...
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Journal articleTechnol Cancer Res Treat · January 1, 2019
PURPOSE: To develop an automated optimization program to generate optimal beam settings for whole-breast radiation therapy driven by clinically oriented goals. MATERIALS AND METHODS: Forty patients were retrospectively included in this study. Each patient' ...
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Journal articleFront Oncol · 2019
Purpose: To develop an automatic treatment planning system for whole breast radiation therapy (WBRT) based on two intensity-modulated tangential fields, enabling near-real-time planning. Methods and Materials: A total of 40 WBRT plans from a single institu ...
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Journal articleTechnol Cancer Res Treat · January 1, 2019
Knowledge models in radiotherapy capture the relation between patient anatomy and dosimetry to provide treatment planning guidance. When treatment schemes evolve, existing models struggle to predict accurately. We propose a case-based reasoning framework d ...
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Journal articleOral Oncol · October 2018
OBJECTIVES: To analyze the correlation between dose-volume-histograms (DVHs) with three patterns (edema, enhancement, and necrosis) of temporal lobe injury (TLI) in patients receiving intensity modulated radiation therapy (IMRT) for nasopharyngeal carcinom ...
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Journal articleMed Phys · October 2018
With the era of big data, the utilization of machine learning algorithms in radiation oncology is rapidly growing with applications including: treatment response modeling, treatment planning, contouring, organ segmentation, image-guidance, motion tracking, ...
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Journal articlePhys Med Biol · July 6, 2018
Beam angle configuration is a major planning decision in intensity modulated radiation treatment (IMRT) that has a significant impact on dose distributions and thus quality of treatment, especially in complex planning cases such as those for lung cancer tr ...
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Journal articleInt J Radiat Oncol Biol Phys · March 15, 2018
PURPOSE: To use knowledge-based planning (KBP) as a method of producing high-quality, consistent, protocol-compliant treatment plans in a complex setting of spine stereotactic body radiation therapy on NRG Oncology Radiation Therapy Oncology Group (RTOG) 0 ...
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Journal articleInt J Radiat Oncol Biol Phys · March 15, 2018
A substantial barrier to the single- and multi-institutional aggregation of data to supporting clinical trials, practice quality improvement efforts, and development of big data analytics resource systems is the lack of standardized nomenclatures for expre ...
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Journal articleFront Oncol · 2018
Knowledge-based planning (KBP) utilizes experienced planners' knowledge embedded in prior plans to estimate optimal achievable dose volume histogram (DVH) of new cases. In the regression-based KBP framework, previously planned patients' anatomical features ...
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Journal articleMed Phys · November 2017
PURPOSE: The purpose of this study was to apply statistical metrics to identify outliers and to investigate the impact of outliers on knowledge-based planning in radiation therapy of pelvic cases. We also aimed to develop a systematic workflow for identify ...
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Journal articleInt J Radiat Oncol Biol Phys · June 1, 2017
PURPOSE: To provide a benchmark for seminal vesicle (SV) margin selection to account for intrafractional motion and to investigate the effectiveness of 2 motion surrogates in predicting intrafractional SV coverage. METHODS AND MATERIALS: Fifteen prostate p ...
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Journal articleJ Appl Clin Med Phys · September 8, 2016
The purpose of this work was to evaluate the potential of a new transmission detector for real-time quality assurance of dynamic-MLC-based radiotherapy. The accuracy of detecting dose variation and static/dynamic MLC position deviations was measured, as we ...
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Journal articleJ Appl Clin Med Phys · September 2016
The purpose of this work was to evaluate the potential of a new transmission detector for real-time quality assurance of dynamic-MLC-based radiotherapy. The accuracy of detecting dose variation and static/dynamic MLC position deviations was measured, as we ...
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Journal articleMed Phys · June 2016
PURPOSE: To create a model that will better predict the survival time for patients that were treated with stereotactic radiosurgery for brain metastases using a support vector machine regression model. METHODS: This study utilized data from 481 patients, w ...
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Journal articleMed Phys · June 2016
PURPOSE: To investigate the impact of outliers on knowledge modeling in radiation therapy, and develop a systematic workflow for identifying and analyzing geometric and dosimetric outliers using pelvic cases. METHODS: Four groups (G1-G4) of pelvic plans we ...
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Journal articleMed Phys · June 2016
Treatment planning is a central part of radiation therapy, including delineation in tumor volumes and critical organs, setting treatment goals of prescription doses to the tumor targets and tolerance doses to the critical organs, and finally generation of ...
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Journal articleMed Phys · June 2016
PURPOSE: To improve the robustness of a knowledge based automatic lung IMRT planning method and to further validate the reliability of this algorithm by utilizing for the planning of clinical cases with non-coplanar beams. METHODS: A lung IMRT planning met ...
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Journal articleMed Phys · June 2016
PURPOSE: To enable near-real-time (<20sec) and interactive planning without compromising quality for whole breast RT treatment planning using tangential fields. METHODS: Whole breast RT plans from 20 patients treated with single energy (SE, 6MV, 10 patient ...
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Journal articleRadiat Oncol · May 4, 2016
BACKGROUND: To establish the feasibility of the dosimetric compliance criteria of the RTOG 1308 trial through testing against Intensity Modulation Radiation Therapy (IMRT) and Passive Scattering Proton Therapy (PSPT) plans. METHODS: Twenty-six lung IMRT an ...
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Journal articlePhys Med Biol · September 21, 2015
An atlas-based IMRT planning technique for prostate cancer was developed and evaluated. A multi-dose atlas was built based on the anatomy patterns of the patients, more specifically, the percent distance to the prostate and the concaveness angle formed by ...
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Journal articlePhys Med Biol · June 21, 2015
Increased interest regarding sensitivity of pre-treatment intensity modulated radiotherapy and volumetric modulated arc radiotherapy (VMAT) quality assurance (QA) to delivery errors has led to the development of dose-volume histogram (DVH) based analysis. ...
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Journal articleMed Phys · June 2015
PURPOSE: To provide benchmark for seminal vesicles (SVs) margin selection to account for intra-fractional motion; and to investigate the effectiveness of two motion surrogates in predicting intra-fractional SV underdosage. METHODS: 9 prostate SBRT patients ...
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Journal articleMed Phys · June 2015
PURPOSE: To investigate the choice of fixed margin or online adaptation when treating intermediate-risk prostate cancer including seminal vesicles (SV) using stereotactic body radiation therapy (SBRT). METHODS: 9 prostate SBRT patients were retrospectively ...
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Journal articleMed Phys · June 2015
PURPOSE: There is growing recognition of need for increased clarity and consistency in the nomenclatures used for body and organ structures, DVH metrics, toxicity, dose and volume units, etc. Standardization has multiple benefits; e.g. facilitating data co ...
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Journal articleMed Phys · June 2015
UNLABELLED: The knowledge-based treatment planning automation has evolved from academic research from the clinical application with the involvement of the major industry TPS vendors. Previous work proved the concept that IMRT or VMAT plans can be designed ...
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Journal articleMed Phys · June 2015
PURPOSE: To develop and evaluate a model that predicts the dose volume histogram (DVH) of head and neck IMPT plans based on knowledge of prior plans. METHODS: Total of forty Head-Neck cancer patients underwent IMPT were used in the study. Using thirty pati ...
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Journal articleJ Appl Clin Med Phys · March 8, 2015
A recent publication indicated that the patient anatomical feature (PAF) model was capable of predicting optimal objectives based on past experience. In this study, the benefits of IMRT optimization using PAF-predicted objectives as guidance for prostate w ...
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Journal articlePhys Med Biol · March 7, 2015
The selection of the incident angles of the treatment beams is a critical component of intensity modulated radiation therapy (IMRT) planning for lung cancer due to significant variations in tumor location, tumor size and patient anatomy. We investigate the ...
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Journal articlePhys Med Biol · March 7, 2015
Prediction of achievable dose distribution in spine stereotactic body radiation therapy (SBRT) can help in designing high-quality treatment plans to maximally protect spinal cords and to effectively control tumours. Dose distributions at spinal cords are p ...
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Journal articleJ Appl Clin Med Phys · January 8, 2015
The purpose of this study was to evaluate the effect of dose calculation accuracy and the use of an intermediate dose calculation step during the optimization of intensity-modulated radiation therapy (IMRT) planning on the final plan quality for lung cance ...
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Journal articleMed Phys · January 2015
PURPOSE: An important challenge facing online adaptive radiation therapy is the development of feasible and efficient quality assurance (QA). This project aimed to validate the deliverability of online adapted plans and develop a proof-of-concept online de ...
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Journal articleLecture Notes in Computational Vision and Biomechanics · January 1, 2015
Accurate dose predication is critical to spinal stereotactic body radiation therapy (SBRT). It enables radiation oncologists and planners to design treatment plans that maximally protect spinal cord while effectively controlling surrounding tumors. Spinal ...
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Journal articleJournal of Applied Clinical Medical Physics · January 1, 2015
A recent publication indicated that the patient anatomical feature (PAF) model was capable of predicting optimal objectives based on past experience. In this study, the benefits of IMRT optimization using PAF-predicted objectives as guidance for prostate w ...
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Journal articleMed Phys · June 2014
PURPOSE: To demonstrate an embedded tissue equivalent presage dosimeter for measuring 3D doses in moving tumors and to study the interplay effect between the tumor motion and intensity modulation in hypofractioned Volumetric Modulated Arc Therapy(VMAT) lun ...
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Journal articleMed Phys · June 2014
PURPOSE: Flattening-filter-free (FFF) beam mode offered on TrueBeam™ linac enables delivering IMRT at 2400 MU/min dose rate. This study investigates the benefit and delivery accuracy of using high dose rate in the context of prostate SBRT. METHODS: 8 prost ...
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Journal articleMed Phys · June 2014
Intensity modulated radiation therapy (IMRT) and Volumetric Modulated Arc Therapy (VMAT) offer the capability of normal tissues and organs sparing. However, the exact amount of sparing is often unknown until the plan is complete. This lack of prior guidanc ...
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Journal articleMed Phys · June 2014
PURPOSE: To investigate inter-fractional (inter-fx) and intra-fractional (intra-fx) seminal vesicle (SV) motion to determine motion management strategies for prostate SBRT. METHODS: 9 prostate SBRT patients (37Gy/5fx) were studied. All patients were implan ...
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Journal articleMed Phys · June 2014
PURPOSE: To establish and evaluate a prostate IMRT plan atlas to provide accurate dose guidance for dose-guided automatic planning (DAP) technique. METHODS: 25 prostate cancer patients treated with IMRT were studied. The anatomy of prostate cancer cases wa ...
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Journal articleMed Phys · June 2014
PURPOSE: The quality and efficiency of radiotherapy treatment planning are highly planer dependent. Previously we have developed a statistical model to correlate anatomical features with dosimetry features of head and neck Tomotherapy treatment. The model ...
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Journal articleMed Phys · June 2014
PURPOSE: Local failure occurs in a large proportion of esophageal cancer patients treated with chemoradiation. The treatment strategy for non-responders could potentially be modified if they are identified during therapy. This work investigates the utility ...
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Journal articleMed Phys · June 2014
PURPOSE: There is increased interest in the Radiation Oncology Physics community regarding sensitivity of pre-treatment IMRT/VMAT QA to delivery errors. Consequently, tools mapping pre-treatment QA to the patient DVH have been developed. However, the quant ...
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Journal articleMed Phys · June 2014
The construction of databases and support software to enable routine and systematic aggregation, analysis and reporting of patient outcomes data is emerging as an important area. "How have results for our patients been affected by the improvements we have ...
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Journal articleMed Phys · June 2014
PURPOSE: To investigate the feasibility of progressive knowledge modeling for IMRT/VMAT treatment planning for multiple cancer types in the pelvic region. METHODS: The treatment planning knowledge model quantifies correlations between patient anatomical fe ...
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Journal articleMed Phys · June 2014
PURPOSE: To evaluate the accuracy of the dose prediction models constructed with machine learning techniques, Support Vector Machine (SVM) and Artificial Neural Network (ANN) for the prediction of dose volume histogram (DVH) of organs-at-risk (OAR) in IMRT ...
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Journal articleMed Phys · February 2014
PURPOSE: Sparing of single-side parotid gland is a common practice in head-and-neck (HN) intensity modulated radiation therapy (IMRT) planning. It is a special case of dose sparing tradeoff between different organs-at-risk. The authors describe an improved ...
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Journal articleMed Dosim · 2014
The purpose is to dosimetrically compare the following 3 delivery techniques: 3-dimensional conformal radiation therapy (3D-CRT), intensity-modulated arc therapy (IMRT), and volumetric-modulated arc therapy (V-MAT) in the treatment of accelerated partial-b ...
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Journal articleMed Phys · December 2013
PURPOSE: To build a statistical model to quantitatively correlate the anatomic features of structures and the corresponding dose-volume histogram (DVH) of head and neck (HN) Tomotherapy (Tomo) plans. To study if the model built upon one intensity modulated ...
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Journal articleMed Phys · November 2013
PURPOSE: Adaptive radiation therapy for prostate cancer using online reoptimization provides an improved control of interfractional anatomy variations. However, the clinical implementation of online reoptimization is currently limited by the low efficiency ...
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Journal articleRadiat Oncol · September 13, 2013
BACKGROUND AND PURPOSE: To report single institution's IGRT and dosimetry analysis on the 37 Gy/5 fraction prostate SBRT clinical trial. MATERIALS/METHODS: The IRB (Duke University Medical Center) approved clinical trial has treated 28 patients with stage ...
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Journal articleInt J Radiat Oncol Biol Phys · September 1, 2013
PURPOSE: Intensity modulated radiation therapy (IMRT) treatment planning can have wide variation among different treatment centers. We propose a system to leverage the IMRT planning experience of larger institutions to automatically create high-quality pla ...
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Journal articleMed Phys · June 2013
IntroductionDosimetric characteristics of one TrueBeam STx treatment unit with a 120-leaf high definition multileaf collimator (HD120MLC) are systematically measured for commissioning of stereotactic radiosurgery (SRS). Due to limited data available, it is ...
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Journal articleMed Phys · June 2013
Experience, knowledge, and guidelines about intensity modulated radiation therapy (IMRT) have been accumulated over the past decade, but they have largely not been formally extracted or modeled to support more efficient and optimal treatment planning. Ther ...
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Journal articleMed Phys · June 2013
PURPOSE: To develop and evaluate an automatic planning technique for prostate cancer utilizing prior expert plan's dose as guidance. METHODS: A plan atlas was created using 10 expert prostate IMRT plans covering a variety of typical anatomical configuratio ...
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Journal articleMed Phys · November 2012
Featured Publication
PURPOSE: The authors present an evidence-based approach to quantify the effects of an array of patient anatomical features of the planning target volumes (PTVs) and organs-at-risk (OARs) and their spatial relationships on the interpatient OAR dose sparing ...
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Journal articleMed Phys · June 2012
INTRODUCTION: A TrueBeam linear accelerator (TB-LINAC) is designed to deliver standard flattened and flattening-filter-free (FFF) beams. In our institute, three TB-LINAC units are installed. In this work, composite data of the three units and multi-unit co ...
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Journal articleMed Phys · June 2012
PURPOSE: To study prostate-bed motion after prostatectomy using the surgical clips as a surrogate. METHODS: On the treatment planning CT, surgical clips within the PTV are identified and contoured. They are also identified and contoured in each daily CBCT. ...
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Journal articleMed Phys · June 2012
PURPOSE: To report the inter-fractional prostate bed motion (PBM) during post-prostatectomy radiotherapy using cone-beam CT (CBCT). The correlations between PBM, anterior rectal wall and posterior bladder wall shifts were also investigated. METHODS: Sevent ...
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Journal articleMed Phys · June 2012
PURPOSE: To implement a quality assurance (QA) system for the treatment delivery of online adaptive radiation therapy utilizing Dynamic Machine Information (DMI). MATERIALS AND METHODS: DMI provides the expected/actual MLC leaf-positions, delivered MU, and ...
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Journal articleMed Phys · June 2012
PURPOSE: To investigate th applicability of the flattening filter free (FFF) to fractionated radiotherapy of head and neck cancer. METHODS: Twelve patients previously treated with IMRT were selected. A SIB protocol was chosen so that 66/54 Gy were prescrib ...
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Journal articleInt J Radiat Oncol Biol Phys · April 1, 2012
Featured Publication
PURPOSE: To explore an effective and efficient end-to-end patient-specific quality-assurance (QA) protocol for volumetric modulated arc radiotherapy (VMAT) and to evaluate the suitability of a stationary radiotherapy QA device (two-dimensional [2D] ion cha ...
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Journal articleInt J Radiat Oncol Biol Phys · April 1, 2012
PURPOSE: To develop a three-dimensional (3D) cone-beam computed tomography (CBCT) estimation method using a deformation field map, and to evaluate and optimize the efficiency and accuracy of the method for use in the clinical setting. METHODS AND MATERIALS ...
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Journal articleMed Dosim · 2012
The risk of sterility in males undergoing radiotherapy in the pelvic region indicates the use of a shielding device, which offers protection to the testes for patients wishing to maintain fertility. The use of such devices in the realm of intensity-modulat ...
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Journal articleInternational Journal of Biomedical Engineering and Technology · January 1, 2012
Featured Publication
4D CT image sets are used to encode patient-organ motion and to calculate the dose delivered during each respiratory phase. The dose-per-phase is summarised to the total dose via deformable registration. The system incorporates the actual beam parameters a ...
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Journal articlePhys Med Biol · March 7, 2011
Featured Publication
In prostate radiation therapy, inter-fractional organ motion/deformation has posed significant challenges on reliable daily dose delivery. To correct for this issue, off-line re-optimization and online re-positioning have been used clinically. In this pape ...
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Journal articleMed Phys · February 2011
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PURPOSE: To ensure plan quality for adaptive IMRT of the prostate, we developed a quantitative evaluation tool using a machine learning approach. This tool generates dose volume histograms (DVHs) of organs-at-risk (OARs) based on prior plans as a reference ...
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Journal articleJ Appl Clin Med Phys · January 31, 2011
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We present a technique for planning and verification of craniospinal treatment with the patient in the supine position. Treatment delivery and verification is streamlined through the use of modern imaging techniques. Treatments use two lateral brain fields ...
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Journal articleCancer J · 2011
In current standard radiation therapy process, patient anatomy is represented by the snapshot of computed tomographic images at the simulation for treatment planning. However, patient anatomy during the treatment course is not static, and the changes can b ...
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Journal articleInt J Radiat Oncol Biol Phys · January 1, 2011
PURPOSE: Breath-hold (BH) treatment minimizes internal target volumes (ITV) when treating sites prone to motion. Digital tomosynthesis (DTS) imaging has advantages over cone-beam CT (CBCT) for BH imaging: BH-DTS scan can be completed during a single breath ...
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Journal articleJournal of Applied Clinical Medical Physics · January 1, 2011
We present a technique for planning and verification of craniospinal treatment with the patient in the supine position. Treatment delivery and verification is streamlined through the use of modern imaging techniques. Treatments use two lateral brain fields ...
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Journal articleInt J Radiat Oncol Biol Phys · December 1, 2010
PURPOSE: Intensity-modulated radiation therapy (IMRT) has the potential to reduce toxicities associated with chemoradiotherapy in the treatment of anal cancer. This study reports the results of using IMRT in the treatment of anal cancer. METHODS AND MATERI ...
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Journal articleInt J Radiat Oncol Biol Phys · September 1, 2010
PURPOSE: To investigate the technical feasibility of volumetric modulated arc therapy (V-MAT) in the delivery of partial breast irradiation (PBI). METHODS AND MATERIALS: V-MAT and the standard, three-dimensional conformal radiotherapy (3D-CRT), were compar ...
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Journal articlePhys Med Biol · July 7, 2010
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This paper reports an inverse arc-modulated radiation therapy planning technique based on linear models. It is implemented with a two-step procedure. First, fluence maps for 36 fixed-gantry beams are generated using a linear model-based intensity-modulated ...
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Journal articleInt J Radiat Oncol Biol Phys · March 1, 2010
PURPOSE: Dosimetric results and treatment delivery efficiency of RapidArc plans to those of conventional intensity-modulated radiotherapy (IMRT) plans were compared using the Eclipse treatment planning system for high-risk prostate cancer. MATERIALS AND ME ...
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Journal articlePhys Med Biol · January 7, 2010
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The aim of this study was to explore similarities between intensity-modulated radiotherapy (IMRT) and intensity-modulated arc therapy (IMAT) techniques in the context of the number of multi-leaf collimator (MLC) segments required to achieve plan objectives ...
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Journal articleJ Oncol · 2010
The purpose of this paper is to evaluate the feasibility and clinical dosimetric benefit of an on-line, that is, with the patient in the treatment position, Adaptive Radiation Therapy (ART) system for prostate cancer treatment based on daily cone-beam CT i ...
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Journal articleJournal of Physics Conference Series · January 1, 2010
The purpose of this study was to test a patient-specific quality assurance (QA) protocol for intensity-modulated arc radiotherapy (IMAT), and to evaluate the use of an intensity-modulated stationary radiotherapy QA device (2D ion chamber array). Thirty-nin ...
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Journal articleRadiother Oncol · December 2009
BACKGROUND AND PURPOSE: To compare the residual setup errors measured with ExacTrac X-ray 6 degree-of-freedom (6D) and cone-beam computed tomography (CBCT) for a head phantom and patients receiving intracranial non-invasive fractionated stereotactic radiot ...
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Journal articleInt J Radiat Oncol Biol Phys · December 1, 2009
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PURPOSE: This clinical study evaluates the feasibility of using volumetric arc-modulated treatment (VMAT) for spine stereotactic body radiotherapy (SBRT) to achieve highly conformal dose distributions that spare adjacent organs at risk (OAR) with reduced t ...
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Journal articlePhys Med Biol · September 7, 2009
This study investigated the integration of the Calypso real-time tracking system, based on implanted ferromagnetic transponders and a detector array, into the current process for image-guided radiation treatment (IGRT) of prostate cancer at our institution ...
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Journal articleMed Phys · May 2009
This study compares three online image guidance techniques (IGRT) for prostate IMRT treatment: bony-anatomy matching, soft-tissue matching, and online replanning. Six prostate IMRT patients were studied. Five daily CBCT scans from the first week were acqui ...
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Journal articleRadiat Environ Biophys · April 2009
Precise positioning of source and dosimeters is essential in the experimental determination of dosimetric characteristics of brachytherapy sources. Various near-water equivalent solid phantoms have been used to achieve the necessary precision in the positi ...
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Journal articleInt J Radiat Oncol Biol Phys · April 1, 2009
PURPOSE: To describe our experience and clinical strategy for stereotactic body radiotherapy (SBRT) of spinal lesions. METHODS AND MATERIALS: Thirty-two patients with 33 spinal lesions underwent computed tomography-based simulation while free breathing. Gr ...
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Journal articleInt J Radiat Oncol Biol Phys · March 1, 2009
PURPOSE: To evaluate digital tomosynthesis (DTS) technology for daily positioning of patients receiving accelerated partial breast irradiation (APBI) and to compare the positioning accuracy of DTS to three-dimensional cone-beam computed tomography (CBCT). ...
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Journal articleInt J Radiat Oncol Biol Phys · February 1, 2009
PURPOSES: To quantitatively compare two-dimensional (2D) orthogonal kV with three-dimensional (3D) cone-beam CT (CBCT) for target localization; and to assess intrafraction motion with kV images in patients undergoing stereotactic body radiotherapy (SBRT). ...
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Journal articleRadiat Oncol · January 21, 2009
BACKGROUND: This study evaluated the dosimetric impact of various treatment techniques as well as collimator leaf width (2.5 vs 5 mm) for three groups of tumors -- spine tumors, brain tumors abutting the brainstem, and liver tumors. These lesions often pre ...
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Journal articleRadiation Oncology · January 21, 2009
Background: This study evaluated the dosimetric impact of various treatment techniques as well as collimator leaf width (2.5 vs 5 mm) for three groups of tumors - spine tumors, brain tumors abutting the brainstem, and liver tumors. These lesions often pres ...
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Journal articleInt J Radiat Oncol Biol Phys · January 1, 2009
PURPOSE: To evaluate on-board digital tomosynthesis (DTS) for patient positioning vs. two-dimensional (2D) radiography and three-dimensional cone beam (CBCT). METHODS AND MATERIALS: A total of 92 image sessions from 9 prostate cancer patients were analyzed ...
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Journal articleMed Phys · December 2008
Real-time tracking can provide high accuracy localization for a moving target and minimize the effect of motion. Simultaneous kV-MV imaging has been proposed as a real-time tracking technique by utilizing the existing kV on-board imager (OBI) and the MV el ...
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Journal articleMed Phys · October 2008
A new Novalis Tx system equipped with a high definition multileaf collimator (HDMLC) recently became available to perform both image-guided radiosurgery and conventional radiotherapy. It is capable of delivering a highly conformal radiation dose with three ...
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Journal articleMed Phys · July 2008
We developed a novel digital tomosynthesis (DTS) reconstruction method using a deformation field map to optimally estimate volumetric information in DTS images. The deformation field map is solved by using prior information, a deformation model, and new pr ...
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Journal articleProgress in Biomedical Optics and Imaging Proceedings of SPIE · May 19, 2008
To accommodate the inter- and intra-fractional motion of internal organs in prostate cancer treatment, a large margin (5mm-25mm) has often to be considered during radiation therapy planning. Normally, the inter- fractional motion is more substantial than t ...
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Journal articleMed Phys · April 2008
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Stereotactic body radiation therapy (SBRT), which delivers a much higher fractional dose than conventional treatment in only a few fractions, is an effective treatment for liver metastases. For patients who are treated under free-breathing conditions, howe ...
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Journal articleTechnol Cancer Res Treat · April 2008
This report describes the technique and initial experience using cone beam CT (CBCT) for localization of treatment targets in patients undergoing stereotactic body radiation therapy (SBRT). Patients selected for SBRT underwent 3-D or 4-D CT scans in a cust ...
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Journal articlePhys Med Biol · February 7, 2008
For intermediate and high risk prostate cancer, both the prostate gland and seminal vesicles are included in the clinical target volume. Internal motion patterns of these two organs vary, presenting a challenge for adaptive treatment. Adaptive techniques s ...
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Journal articleMed Phys · February 2008
The authors developed a hybrid multiresolution rigid-body registration technique to automatically register reference digital tomosynthesis (DTS) images with on-board DTS images to guide patient positioning in radiation therapy. This hybrid registration tec ...
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Journal articleClin Med Oncol · 2008
An intensity based six-degree image registration algorithm between cone-beam CT (CBCT) and planning CT has been developed for image-guided radiation therapy (IGRT). CT images of an anthropomorphic chest phantom were acquired using conventional CT scanner a ...
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Journal articleJournal of Industrial and Management Optimization · January 1, 2008
Radiation therapy (RT) is a non-invasive and highly ekective treatment option for Prostate cancer. The goal is to deliver the prescription dose to the tumor (prostate) while minimizing the damages to the surrounding healthy organs namely bladder, rectum, a ...
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Journal articleLecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics · January 1, 2008
Adaptive radiation therapy (ART) requires an on-line modification of the treatment plan to compensate for the motion of organs. In this paper, an improved multi-leaf collimator (MLC) deformation approach is proposed to accurately compensate for the organ m ...
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Journal articleInt J Radiat Oncol Biol Phys · December 1, 2007
PURPOSE: In this study, we investigate a technique of matching internal target volumes (ITVs) in four-dimensional (4D) simulation computed tomography (CT) to the composite target volume in free-breathing on-board cone-beam (CB) CT. The technique is illustr ...
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Journal articleInt J Radiat Oncol Biol Phys · October 1, 2007
PURPOSE: High-precision intensity-modulated radiotherapy demands high patient positioning accuracy. On-board digital tomosynthesis (DTS) provides three-dimensional (3D) image guidance for daily positioning with a lower imaging dose, faster acquisition, and ...
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Journal articleMed Phys · August 2007
Digital tomosynthesis (DTS) is a fast, low-dose three-dimensional (3D) imaging approach which yields slice images with excellent in-plane resolution, though low plane-to-plane resolution. A stack of DTS slices can be reconstructed from a single limited-ang ...
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Journal articleMedical Physics · January 1, 2005
Purpose: This research addresses the automatic‐planning of Gamma Knife radiosurgery using auto‐positioning system (APS). We previously reported a morphology‐guided automatic planning model via optimization of dose conformity and minimization of total numbe ...
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Journal articleMed Phys · November 2003
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The challenges of real-time Gamma Knife inverse planning are the large number of variables involved and the unknown search space a priori. With limited collimator sizes, shots have to be heavily overlapped to form a smooth prescription isodose line that co ...
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Journal articleInt J Radiat Oncol Biol Phys · February 1, 2003
PURPOSE: To develop a novel dose optimization algorithm for improving the sparing of critical structures during gamma knife radiosurgery by shaping the plug pattern of each individual shot. METHOD AND MATERIALS: We first use a geometric information (medial ...
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Journal articleMed Phys · July 2002
Stepped leaf edges are the major limitation of conforming to the prescribed treatment contour defined by the conventional multileaf collimator (MLC), which produces a scalloped dose pattern. The commercial HD-270 MLC (HDI) technique provides a software sol ...
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Journal articleProceedings of SPIE the International Society for Optical Engineering · January 1, 2001
The response of a digital computed radiography system to the megavoltage therapeutic radiation beams was invested. A narrow slit of radiation beam was used to test the line spread function of the system. The effects of various facts such as cassette, beam ...
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Journal articleProceedings of SPIE the International Society for Optical Engineering · January 1, 2001
A prototype high definition multi-leaf collimator system (HDI) has been developed and installed on the linear accelerator for use in conformal radiotherapy. The HDI technique utilizes the dynamic shift of the 3D-target volume to feather the multi-leaf coll ...
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Journal articleMed Phys · September 2000
This work provides a method for an independent check of Gamma Knife GammaPlan radiosurgery calculations, named the spherical approximation method or SAM. Based on skull dimension measurements, the treated volume of the head is modeled as a sphere of radius ...
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Journal articleJournal of Brachytherapy International · January 1, 2000
The use of three-dimensional (3D) treatment planning computers for determining seed placement in prostate brachytherapy has become more widespread. This study compares the dosimetric differences between prostate implants performed by using 3D treatment pla ...
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Journal articleJ Appl Clin Med Phys · 2000
The Leksell stereotactic Gamma Knifetrade mark uses radiation from 201 (60)Co sources that are focused to the center of a collimator helmet to deliver a high dose of radiation with minimal irradiation of proximal structures. This paper presents a method fo ...
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Journal articleComput Med Imaging Graph · 2000
This paper describes a new algorithm for skeletonization of two- (2D) and three-dimensional (3D) objects based on ridge extraction. Ridges are formed when grassfire fronts collapse during grassfire propagation and they correspond to the locus of skeleton. ...
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Journal articleAnnual International Conference of the IEEE Engineering in Medicine and Biology Proceedings · January 1, 2000
Multileaf collimators were applied to intensity modulated lateral fields to achieve a relatively homogeneous dose distribution in the head and neck region without using any wedges. Then the isodose distribution was compared with one planned with wedges. As ...
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Journal articleMed Phys · October 1999
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This work merges two distinct fields, 3D morphology and ionizing radiation dosimetry, to solve the problem of 3D-treatment planning and optimization in stereotactic radiosurgery. In Leksell Gamma Knife radiosurgery, dose delivery is based on the unit "shot ...
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Journal articleInt J Radiat Oncol Biol Phys · July 15, 1997
PURPOSE: In this study we examine the influence of x-ray energy on the uniformity of the dose within the lung in total-body irradiation treatments in which partial transmission blocks are used to control the lung dose. METHODS AND MATERIALS: A solid water ...
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Journal articleProceedings of SPIE the International Society for Optical Engineering · December 1, 1996
In gamma unit radiosurgery treatment planning, dose delivery is based on the unit 'shot,' a distribution of dose approximately spherical in shape. Multiple shots are used to cover different parts of a given target region. Effective 3D optimization for gamm ...
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Journal articleProceedings of SPIE the International Society for Optical Engineering · December 1, 1996
The medial axis analysis of an object can be used to effectively guide and optimize radiosurgery treatment planning. In this paper, a fast Euclidean medial axis transformation in three dimensions based on dynamic grassfire simulation and ridge extraction i ...
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