Search results for "Radiation treatment planning"

showing 10 items of 75 documents

Normal and Abnormal Tissue Classification in Positron Emission Tomography Oncological Studies

2018

Positron Emission Tomography (PET) imaging is increasingly used in radiotherapy environment as well as for staging and assessing treatment response. The ability to classify PET tissues, as normal versus abnormal tissues, is crucial for medical analysis and interpretation. For this reason, a system for classifying PET area is implemented and validated. The proposed classification is carried out using k-nearest neighbor (KNN) method with the stratified K-Fold Cross-Validation strategy to enhance the classifier reliability. A dataset of eighty oncological patients are collected for system training and validation. For every patient, lesion (abnormal tissue) and background (normal tissue around …

Treatment responsepositron emission tomographyK-nearest neighborKernel support vector machineComputer scienceNormal tissueK-Fold cross-validation030218 nuclear medicine & medical imagingk-nearest neighbors algorithmLesion03 medical and health sciences0302 clinical medicinetissue classificationmedicineRadiation treatment planningFuzzy C-Mean1707Settore ING-INF/05 - Sistemi Di Elaborazione Delle Informazionimedicine.diagnostic_testbusiness.industryPattern recognitionComputer Graphics and Computer-Aided DesignPredictive valueSupport vector machineFuzzy C-MeansPositron emission tomography030220 oncology & carcinogenesisComputer Vision and Pattern RecognitionArtificial intelligencemedicine.symptombusinessPattern Recognition and Image Analysis
researchProduct

Hybrid 3D-ResNet Deep Learning Model for Automatic Segmentation of Thoracic Organs at Risk in CT Images

2020

In image radiation therapy, accurate segmentation of organs at risk (OARs) is a very essential task and has clinical applications in cancer treatment. The segmentation of organs close to lung, breast, or esophageal cancer is a routine and time-consuming process. The automatic segmentation of organs at risk would be an essential part of treatment planning for patients suffering radiotherapy. The position and shape variation, morphology inherent and low soft tissue contrast between neighboring organs across each patient’s scans is the challenging task for automatic segmentation of OARs in Computed Tomography (CT) images. The objective of this paper is to use automatic segmentation of the orga…

business.industryComputer sciencemedicine.medical_treatmentDeep learningVolumetric segmentationPattern recognition02 engineering and technologyResidual neural network030218 nuclear medicine & medical imagingRadiation therapy03 medical and health sciences0302 clinical medicine0202 electrical engineering electronic engineering information engineeringmedicineAutomatic segmentation020201 artificial intelligence & image processingSegmentationPyramid (image processing)Artificial intelligencebusinessRadiation treatment planning2020 International Conference on Industrial Engineering, Applications and Manufacturing (ICIEAM)
researchProduct

Monte Carlo dosimetric study of the Flexisource Co-60 high dose rate source.

2011

Purpose: Recently, a new HDR 60 Co brachytherapy source, Flexisource Co-60, has been developed (Nucletron B.V. Veenendaal, The Netherlands). This study aims to obtain dosimetric data for this source for its use in clinical practice as required by AAPM and ESTRO. Material and methods: Two Monte Carlo radiation transport codes were used: Penelope2008 and GEANT4. The source was centrally-positioned in a 100 cm radius water phantom. Absorbed dose and collisional kerma were obtained using 0.01 cm (close) and 0.1 cm (far) sized voxels to provide high-resolution dosimetry near (far from) the source. Dose rate distributions obtained with the two Monte Carlo codes were compared. Results and Discussi…

business.industryFlexisource Co-60Penelope2008medicine.medical_treatmentBrachytherapyMonte Carlo methodbrachytherapyImaging phantomComputational physicsKermaOncologyAbsorbed doseMedicineDosimetryRadiology Nuclear Medicine and imagingOriginal ArticlebusinessDose rateRadiation treatment planningNuclear medicineTG-43GEANT4Journal of contemporary brachytherapy
researchProduct

Diagnosis and Planning in Immediate Loading: Implant Selection

2019

Despite the increasing patients’ desire for immediate prosthetic loading of implants, several factors must be taken into account before pursuing the immediate loading (IL) protocol. In general, the number, size, characterization, and distribution of implants should be based on the implant-prosthodontic plan, arch form, and available bone quality and quantity, regardless of the loading protocol. However, implant selection in IL represents one of the most important clinical challenges due to the primary stability requirement.

business.industryImmediate loadingBone qualityDentistryMedicineImplantbusinessRadiation treatment planningSelection (genetic algorithm)
researchProduct

A fully automatic method for biological target volume segmentation of brain metastases

2016

Leksell Gamma Knife is a mini-invasive technique to obtain a complete destruction of cerebral lesions delivering a single high dose radiation beam. Positron Emission Tomography (PET) imaging is increasingly utilized for radiation treatment planning. Nevertheless, lesion volume delineation in PET datasets is challenging because of the low spatial resolution and high noise level of PET images. Nowadays, the biological target volume (BTV) is manually contoured on PET studies. This procedure is time expensive and operator-dependent. In this article, a fully automatic algorithm for the BTV delineation based on random walks (RW) on graphs is proposed. The results are compared with the outcomes of…

gamma knifePET imagingcerebral tumors segmentation030218 nuclear medicine & medical imagingrandom walk03 medical and health sciences0302 clinical medicinemedicineSegmentationElectrical and Electronic EngineeringRadiation treatment planningCluster analysisImage resolution1707Settore ING-INF/05 - Sistemi Di Elaborazione Delle Informazionimedicine.diagnostic_testbusiness.industryElectronic Optical and Magnetic Materialbiological target volumePattern recognitionThresholdingElectronic Optical and Magnetic MaterialsRegion growingPositron emission tomography030220 oncology & carcinogenesisbiological target volume cerebral tumors segmentation gamma knife PET imaging random walkComputer Vision and Pattern RecognitionArtificial intelligenceNuclear medicinebusinessSoftwareVolume (compression)International Journal of Imaging Systems and Technology
researchProduct

Study of CT/MRI mutual information based registration applied in brachytherapy

2016

The present work aims to include magnetic resonance imaging (MRI) in a Medical Image-based Graphical platfOrm - Brachytherapy module (AMIGOBrachy) which coupled to the Monte Carlo N-Particle (MCNP6) code allows absorbed dose calculations. Computed tomography (CT) and MRI images were registered using mutual information algorithms to improve tissue segmentation potentially leading to a more accurate treatment planning system.

medicine.diagnostic_testbusiness.industrymedicine.medical_treatmentPhysics::Medical PhysicsMonte Carlo methodBrachytherapyImage registrationMagnetic resonance imagingMutual information030218 nuclear medicine & medical imaging03 medical and health sciences0302 clinical medicine030220 oncology & carcinogenesisAbsorbed dosemedicineMedical imagingComputer visionArtificial intelligencebusinessNuclear medicineRadiation treatment planning2016 Global Medical Engineering Physics Exchanges/Pan American Health Care Exchanges (GMEPE/PAHCE)
researchProduct

Technical note: Dosimetric study of a new Co-60 source used in brachytherapy

2007

The purpose of this study is to obtain the dosimetric parameters of a new Co-60 source used in high dose rate brachytherapy and manufactured by BEBIG (Eckert & Ziegler BEBIG GmbH, Germany). The Monte Carlo method has been used to obtain the dose rate distribution in the updated TG-43U1 formalism of the American Association of Physicists in Medicine. In addition, to aid the quality control process on treatment planning systems (TPS), a two-dimensional rectangular dose rate table, coherent with the TG-43U1 dose calculation formalism, is given. These dosimetric data sets can be used as input data of the TPS calculations and to validate them.

medicine.medical_specialtyComputer scienceNuclear engineeringmedicine.medical_treatmentMonte Carlo methodBrachytherapyImage registrationGeneral MedicineHigh-Dose Rate BrachytherapyMedical imagingmedicineDosimetryMedical physicsDose rateRadiation treatment planningMedical Physics
researchProduct

Monte Carlo study of the dose rate distributions for the Ir2.A85-2 and Ir2.A85-1 Ir-192 afterloading sources

2008

The two most commonly used modalities of cancer treatment in clinical brachytherapy practice today are high dose rate (HDR) and pulsed dose rate (PDR) brachytherapy. In a clinical treatment, quality dose rate distribution data sets of the brachytherapy sources are required for each source model. The purpose of this study is to obtain detailed dose rate distributions around the new BEBIG HDR and PDR Ir-192 brachytherapy sources. These distributions will then be used as input data in the treatment planning systems dedicated to brachytherapy and its calculations can be verified. The Monte Carlo method was used to obtain the dose rate distributions around the sources studied, taking into accoun…

medicine.medical_specialtyComputer sciencemedicine.medical_treatmentMonte Carlo methodBrachytherapyPulsed dose rateCancerGeneral Medicinemedicine.diseaseCancer treatmentmedicineDosimetryMedical physicsDose rateRadiation treatment planningMedical Physics
researchProduct

A practical MRI-based reconstruction method for a new endocavitary and interstitial gynaecological template

2015

Purpose: There are perineal templates for interstitial implants such as MUPIT and Syed applicators. Their limitations are the intracavitary component deficit and the necessity to use computed tomography (CT) for treatment planning since both applicators are non-magnetic resonance imaging (MRI) compatibles. To overcome these problems, a new template named Template Benidorm (TB) has been recently developed. Titanium needles are usually reconstructed based on their own artifacts, mainly in T1-weighted sequence, using the void on the tip as the needle tip position. Nevertheless, patient tissues surrounding the needles present heterogeneities that complicate the accurate identification of these …

medicine.medical_specialtyContouringArtifact (error)business.industryPlane (geometry)medicine.medical_treatmentgynecological templateBrachytherapybrachytherapy templatecatheter reconstructionReconstruction methodIntersection (Euclidean geometry)SurgeryOncologyLine (geometry)MedicineOriginal ArticleRadiology Nuclear Medicine and imaginginterstitial implantsbusinessRadiation treatment planningBiomedical engineeringJournal of Contemporary Brachytherapy
researchProduct

SU-FF-T-329: Monte Carlo Dosimetric Study of the Flexisource Ir-192 HDR Source

2006

Purpose:Brachytherapy with high dose rate (HDR) sources of 192 Ir is a usual practice in clinical brachytherapy today. The TG43 U1 update report recommends that accurate dose distribution data of the brachytherapysource in use should be obtained experimentally or by Monte Carlo (MC), to be used as input in the HDR Treatment Planning System (TPS). The purpose of this study is to obtain the dose rate distribution in liquid water media for the Flexisource HDR 192 Ir source (Isodose Control GmbH, Germany) using the Monte Carlo method to obtain the TG43 U1 parameters and the 2‐D rectangular dose rate table. Material and methods: The MC code GEANT4 (7.1 version) was used to estimate dose rate in …

medicine.medical_specialtyDose calculationComputer sciencemedicine.medical_treatmentMonte Carlo methodBrachytherapymedicineDosimetryMedical physicsGeneral MedicineDose rateRadiation treatment planningAlgorithmMedical Physics
researchProduct