SlideShare una empresa de Scribd logo
1 de 9
Physics Journal Club
Dual energy CT in radiotherapy: Current applications and future
outlook
Wouter van Elmpt, Guillaume Landry, Marco Das, Frank Verhaegen
Department of Radiation Oncology (MAASTRO), GROW – School for Oncology and Developmental Biology,
Maastricht University Medical Centre, The Netherlands; Department of Medical Physics, Faculty of Physics, Ludwig-
Maximilians-Universität München, Garching b. München, Germany; Department of Radiology, GROW – School for
Oncology and Developmental Biology, Maastricht University Medical Centre, The Netherlands; and Medical Physics
Unit, Department of Oncology, McGill University, Montréal, Canada
Innovation/Impact
New strategies using Dual energy CT (DECT) imaging are
investigated to optimize radiation treatment.
This review describes how DECT based methods can be used
for
• Electron density estimation
• Effective atomic number decomposition
• Contrast material quantification
Clinical radiotherapy applications are summarized with future
perspectives
• Improved dose calculation accuracy for brachytherapy and proton
therapy
• Metal artifact reduction techniques
• Normal tissue characterization
Dual energy CT imaging: technology and physics
Imaging equipment for dual-energy CT imaging
• Scanning techniques: rotate-rotate, dual source-dual detector, single source-dual
layer detector, single source-rapid kV switching and twin beam
• 80/140 kV, 100/140 kV or 70/150 kV
• Spectral CT: the extension of DECT from two to multiple energies (photon counting
detector)
• Low-dose: approximately equal to a single energy scan
Photon attenuation coefficient
decomposition
• Material decomposition algorithms
– Basis materials: Water and Iodine
– Projection based and image based algorithms
• First radiotherapy interest in DECT was for
brachytherapy
– Estimated the linear attenuation coefficient at
low photon energies
– Compared the atomic number and the
electron density based parameterization The energy dependence of μ for the basis materials water
and iodine, together with two special purpose DECT
polychromatic spectra that are produced by the X-ray tubes.
Dual energy CT imaging: technology and physics
Contrast material quantification and mono-energetic decomposition
• Lung perfusion or iodine uptake in specific lesions
• Virtual non-contrast image
• (Pseudo-)Mono-chromatic/energetic image
– Non-linear combination of the two kVp images
– Local spatial-frequency filtering approaches can improve the contrast-to-noise ratio
Example of a mono-energetic reconstruction of a lung cancer patient. Various keV energy levels are reconstructed ranging
from 40 keV to 180 keV. The bottom right panel shows the average Hounsfield Unit inside the region of interested together
with an estimate of contrast-to-noise ratio, showing that 75 keV was optimal for this patient.
Improved image quality
Tumor staging, delineation and characterization
• Mono-energetic CT reconstructions can improve subjective image quality
• The quantification possibilities of the iodine concentration in the lesion
• There is no literature yet that shows evaluations of delineation purposes in RT
Normal tissue characterization
• Material decomposition allows visualization of the ventilated parts of lung
• DECT ventilation imaging is not yet fully investigated.
• More quantitate evaluation of normal tissue for toxicity assessment and
outcome prediction
DECT based metal artifact reduction strategies
• The mono-energetic did not lead to significant improvements
• MV/kV DECT: MV image beam to fill in the sinogram space of the kV cone-
beam acquisition
Improved target tracking
• Fast sequential DE planar X-ray image (not CT) demonstrated the benefit of
bone subtraction to visualize lung tumors.
• Markerless lung tumor tracking base on DE fluoroscopy has been
investigated
• Multiple angles might be necessary to fully assess the tumor motion in CT
mode
Improved dose calculations
Brachytherapy
• A series of papers reported a significant improvement over tissue
characterization by DECT-based extraction of electron densities and effective
atomic number.
• Monte Carlo dose calculations for virtual phantoms based on DECT segmentation
agreed with ground truth simulation within 4% for 103Pd.
• The DECT based decomposition of abdominal soft tissues (lipid, protein and water)
did lead to reliable mass attenuation coefficients and mass energy absorption
coefficients.
Proton therapy and verification
• Accurate estimations of stopping power ratio (SPR), medium to water, are required.
• The accuracy and robustness was theoretically superior to SECT.
• Verification for proton beam delivery using PET that rely on measurements of the
decay of 11C and depend on prediction of tissue carbon content
• Improved tissue assignment from DECT may be beneficial to the verification
• Novel approaches
– prompt gamma imaging
– proto-acoustics.
Improved dose calculations
Photon therapy
• Electron density calibration approaches using DECT compared to SECT
imaging
– DECT allow better estimation (reducing dose uncertainties from 11% to 1% for
specific geometries).
• Virtual non-contrast enhanced images from DECT can avoid the forcing of
iodine enhanced structures
– Contrast enhanced image available for delineation purposes
– Non-contrast scan for accurate dose calculation
• DECT acquisitions can be performed in a dose neutral way compared to
standard SECT imaging.
Proton therapy treatment plan for a head tumor
optimized on the basis of a DECT image (left).
Absolute dose difference between the plan
optimized on DECT and a plan optimized on
SECT (right). The dose distributions of both
plans were recalculated on the same image to
evaluate the range difference. For both panels
the color bar is in percentage of the prescription
dose.
Take Home Message
DECT imaging has multiple opportunities to be implemented in
radiotherapy that could improve the accuracy of various parts of the
workflow in the future.
DECT imaging has found its way into the radiological department at the
stage of diagnosis
DECT will be utilized much more in the future because of the added
information that is acquired compared to single energy CT imaging in a
dose-neutral way.
There have been some preliminary investigations using DECT for
characterization of tumor and normal tissues for improved radiotherapy
• Better segmentation
• Functional imaging
DECT can reduce uncertainties in the dose estimation
• Improved dose calculations in both brachytherapy and particle therapy
N.B. Most vendors offer also the rotate-rotate DECT solution in which 2 sequential helical CT scans at different kVp settings are acquired.
Manufacturer and
model name
Technology of DECT
acquisition
kVp ranges for
DECT
Information (or
technical
specifications) by
manufacturer
Siemens Definition
Force, Definition
Flash
Dual Source - Dual Detector 70-150 kVp http://www.healthcare.siemens.com
/computedtomography/dual-source-
ct/somatom-
force/technicalspecifications
GE Revolution GSI Single Source – Rapid kV
switching
80 and 140 kVp http://www3.gehealthcare.com/en/pr
oducts/categories/computed_tomog
raphy/revolution_hd
Philips IQon CT Single Source – Multi-layered
detector
120 and 140 kVp http://www.healthcare.philips.com/m
ain/clinicalspecialities/radiology/solu
tions/IQon.html
Toshiba Acquilion
One Vision
Single Source – Sequential
gantry rotations at different
kVp
80 and 135 kVp http://www.toshiba-
medical.eu/eu/productsolutions/com
puted-tomography/aquilion-one-
visionedition-overview/
Siemens Definition
Edge
Definition AS,
Definition
Perspective
Single Source – Split beam
filter at target with single
detector (‘TwinBeam’)
Single Source – two
successive spiral scans at
different kVp
120 kVp (with
additional Au and Sn
filters to create two
spectra)
http://www.healthcare.siemens.com
/computedtomography/single-
source-ct/somatom-
definitionedge/technical-
specifications
Supplemental Table 1: Overview of the characteristics of
commercially available state-of-the-art DECT scanners
(status January 2016).

Más contenido relacionado

La actualidad más candente

planning systems in radiotherapy
 planning systems in radiotherapy planning systems in radiotherapy
planning systems in radiotherapyfondas vakalis
 
Digital Breast Tomosynthesis
Digital Breast TomosynthesisDigital Breast Tomosynthesis
Digital Breast TomosynthesisAllina Health
 
Physics of Multidetector CT Scan
Physics of Multidetector CT ScanPhysics of Multidetector CT Scan
Physics of Multidetector CT ScanDr Varun Bansal
 
Understanding Radiation Units and Quantities, MDIRT Nchanji Nkeh Keneth
Understanding Radiation Units and Quantities, MDIRT Nchanji Nkeh KenethUnderstanding Radiation Units and Quantities, MDIRT Nchanji Nkeh Keneth
Understanding Radiation Units and Quantities, MDIRT Nchanji Nkeh KenethNchanji Nkeh Keneth
 
Proton beam therapy
Proton beam therapyProton beam therapy
Proton beam therapydeepak2006
 
Presentation1. ct physics.
Presentation1. ct physics.Presentation1. ct physics.
Presentation1. ct physics.Abdellah Nazeer
 
Magnetic Resonance Perfusion
Magnetic Resonance PerfusionMagnetic Resonance Perfusion
Magnetic Resonance PerfusionRahman Ud Din
 
New Techniques in Radiotherapy
New Techniques in RadiotherapyNew Techniques in Radiotherapy
New Techniques in RadiotherapySantam Chakraborty
 
CT ITS BASIC PHYSICS
CT ITS BASIC PHYSICSCT ITS BASIC PHYSICS
CT ITS BASIC PHYSICSDEEPAK
 
Ct angio ppt
Ct angio pptCt angio ppt
Ct angio pptdrksp
 
Digital breast tomosynthesis
Digital breast tomosynthesisDigital breast tomosynthesis
Digital breast tomosynthesisMAMTA PANDA
 
Multileaf Collimator
Multileaf CollimatorMultileaf Collimator
Multileaf CollimatorVinay Desai
 

La actualidad más candente (20)

planning systems in radiotherapy
 planning systems in radiotherapy planning systems in radiotherapy
planning systems in radiotherapy
 
Digital Breast Tomosynthesis
Digital Breast TomosynthesisDigital Breast Tomosynthesis
Digital Breast Tomosynthesis
 
Physics of Multidetector CT Scan
Physics of Multidetector CT ScanPhysics of Multidetector CT Scan
Physics of Multidetector CT Scan
 
Dose reduction
Dose reductionDose reduction
Dose reduction
 
Cell survival curve
Cell survival curveCell survival curve
Cell survival curve
 
Understanding Radiation Units and Quantities, MDIRT Nchanji Nkeh Keneth
Understanding Radiation Units and Quantities, MDIRT Nchanji Nkeh KenethUnderstanding Radiation Units and Quantities, MDIRT Nchanji Nkeh Keneth
Understanding Radiation Units and Quantities, MDIRT Nchanji Nkeh Keneth
 
Proton beam therapy
Proton beam therapyProton beam therapy
Proton beam therapy
 
Presentation1. ct physics.
Presentation1. ct physics.Presentation1. ct physics.
Presentation1. ct physics.
 
Magnetic Resonance Perfusion
Magnetic Resonance PerfusionMagnetic Resonance Perfusion
Magnetic Resonance Perfusion
 
Dual Energy CT - SIEMENS
Dual Energy CT - SIEMENSDual Energy CT - SIEMENS
Dual Energy CT - SIEMENS
 
4D Radiotherapy
4D Radiotherapy4D Radiotherapy
4D Radiotherapy
 
Epid
EpidEpid
Epid
 
Dosimetry
DosimetryDosimetry
Dosimetry
 
New Techniques in Radiotherapy
New Techniques in RadiotherapyNew Techniques in Radiotherapy
New Techniques in Radiotherapy
 
CT ITS BASIC PHYSICS
CT ITS BASIC PHYSICSCT ITS BASIC PHYSICS
CT ITS BASIC PHYSICS
 
Ct angio ppt
Ct angio pptCt angio ppt
Ct angio ppt
 
Digital breast tomosynthesis
Digital breast tomosynthesisDigital breast tomosynthesis
Digital breast tomosynthesis
 
Radiotherapy Treatment Simulation
Radiotherapy Treatment SimulationRadiotherapy Treatment Simulation
Radiotherapy Treatment Simulation
 
Multileaf Collimator
Multileaf CollimatorMultileaf Collimator
Multileaf Collimator
 
Ct perfusion
Ct perfusionCt perfusion
Ct perfusion
 

Destacado

Robust breathing signal extraction from cone beam CT projections based on ada...
Robust breathing signal extraction from cone beam CT projections based on ada...Robust breathing signal extraction from cone beam CT projections based on ada...
Robust breathing signal extraction from cone beam CT projections based on ada...Wookjin Choi
 
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...Wookjin Choi
 
Current Projects - Wookjin Choi
Current Projects - Wookjin ChoiCurrent Projects - Wookjin Choi
Current Projects - Wookjin ChoiWookjin Choi
 
Identification of Robust Normal Lung CT Texture Features
Identification of Robust Normal Lung CT Texture FeaturesIdentification of Robust Normal Lung CT Texture Features
Identification of Robust Normal Lung CT Texture FeaturesWookjin Choi
 
Image processing in lung cancer screening and treatment
Image processing in lung cancer screening and treatmentImage processing in lung cancer screening and treatment
Image processing in lung cancer screening and treatmentWookjin Choi
 
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...Wookjin Choi
 
Insight toolkit을 이용한 삼차원 흉부 ct 영상분석 및 폐 결절 검ᄎ...
Insight toolkit을 이용한 삼차원 흉부 ct 영상분석 및 폐 결절 검ᄎ...Insight toolkit을 이용한 삼차원 흉부 ct 영상분석 및 폐 결절 검ᄎ...
Insight toolkit을 이용한 삼차원 흉부 ct 영상분석 및 폐 결절 검ᄎ...Wookjin Choi
 
Image quality assessment of contrast-enhanced 4D-CT for pancreatic adenocarci...
Image quality assessment of contrast-enhanced 4D-CT for pancreatic adenocarci...Image quality assessment of contrast-enhanced 4D-CT for pancreatic adenocarci...
Image quality assessment of contrast-enhanced 4D-CT for pancreatic adenocarci...Wookjin Choi
 
흉부 CT영상에서 삼차원 블록을 이용한 폐 구조물 자동 분할 및 폐...
흉부 CT영상에서 삼차원 블록을 이용한 폐 구조물 자동 분할 및 폐...흉부 CT영상에서 삼차원 블록을 이용한 폐 구조물 자동 분할 및 폐...
흉부 CT영상에서 삼차원 블록을 이용한 폐 구조물 자동 분할 및 폐...Wookjin Choi
 
흉부 CT영상에서 유전자 프로그래밍을 이용한 폐 결절 자동 검출
흉부 CT영상에서 유전자 프로그래밍을 이용한 폐 결절 자동 검출흉부 CT영상에서 유전자 프로그래밍을 이용한 폐 결절 자동 검출
흉부 CT영상에서 유전자 프로그래밍을 이용한 폐 결절 자동 검출Wookjin Choi
 
그래프 컷을 이용한 폐 영역 분할
그래프 컷을 이용한 폐 영역 분할그래프 컷을 이용한 폐 영역 분할
그래프 컷을 이용한 폐 영역 분할Wookjin Choi
 
Computer aided detection of pulmonary nodules using genetic programming
Computer aided detection of pulmonary nodules using genetic programmingComputer aided detection of pulmonary nodules using genetic programming
Computer aided detection of pulmonary nodules using genetic programmingWookjin Choi
 
Radiomics: Novel Paradigm of Deep Learning for Clinical Decision Support towa...
Radiomics: Novel Paradigm of Deep Learning for Clinical Decision Support towa...Radiomics: Novel Paradigm of Deep Learning for Clinical Decision Support towa...
Radiomics: Novel Paradigm of Deep Learning for Clinical Decision Support towa...Wookjin Choi
 
폐 CT영상에서 voxel classification을 이용한 폐 결절 검출
폐 CT영상에서 voxel classification을 이용한 폐 결절 검출폐 CT영상에서 voxel classification을 이용한 폐 결절 검출
폐 CT영상에서 voxel classification을 이용한 폐 결절 검출Wookjin Choi
 
computer aided detection of pulmonary nodules in ct scans
computer aided detection of pulmonary nodules in ct scanscomputer aided detection of pulmonary nodules in ct scans
computer aided detection of pulmonary nodules in ct scansWookjin Choi
 
Computer Tomography (CT Scan)
Computer Tomography (CT Scan)Computer Tomography (CT Scan)
Computer Tomography (CT Scan)Likan Patra
 

Destacado (20)

Robust breathing signal extraction from cone beam CT projections based on ada...
Robust breathing signal extraction from cone beam CT projections based on ada...Robust breathing signal extraction from cone beam CT projections based on ada...
Robust breathing signal extraction from cone beam CT projections based on ada...
 
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...
 
Current Projects - Wookjin Choi
Current Projects - Wookjin ChoiCurrent Projects - Wookjin Choi
Current Projects - Wookjin Choi
 
Identification of Robust Normal Lung CT Texture Features
Identification of Robust Normal Lung CT Texture FeaturesIdentification of Robust Normal Lung CT Texture Features
Identification of Robust Normal Lung CT Texture Features
 
Image processing in lung cancer screening and treatment
Image processing in lung cancer screening and treatmentImage processing in lung cancer screening and treatment
Image processing in lung cancer screening and treatment
 
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...
Individually Optimized Contrast-Enhanced 4D-CT for Radiotherapy Simulation in...
 
Dual Energy CT
Dual Energy CTDual Energy CT
Dual Energy CT
 
Dual energy CT
Dual energy CTDual energy CT
Dual energy CT
 
Insight toolkit을 이용한 삼차원 흉부 ct 영상분석 및 폐 결절 검ᄎ...
Insight toolkit을 이용한 삼차원 흉부 ct 영상분석 및 폐 결절 검ᄎ...Insight toolkit을 이용한 삼차원 흉부 ct 영상분석 및 폐 결절 검ᄎ...
Insight toolkit을 이용한 삼차원 흉부 ct 영상분석 및 폐 결절 검ᄎ...
 
Image quality assessment of contrast-enhanced 4D-CT for pancreatic adenocarci...
Image quality assessment of contrast-enhanced 4D-CT for pancreatic adenocarci...Image quality assessment of contrast-enhanced 4D-CT for pancreatic adenocarci...
Image quality assessment of contrast-enhanced 4D-CT for pancreatic adenocarci...
 
흉부 CT영상에서 삼차원 블록을 이용한 폐 구조물 자동 분할 및 폐...
흉부 CT영상에서 삼차원 블록을 이용한 폐 구조물 자동 분할 및 폐...흉부 CT영상에서 삼차원 블록을 이용한 폐 구조물 자동 분할 및 폐...
흉부 CT영상에서 삼차원 블록을 이용한 폐 구조물 자동 분할 및 폐...
 
흉부 CT영상에서 유전자 프로그래밍을 이용한 폐 결절 자동 검출
흉부 CT영상에서 유전자 프로그래밍을 이용한 폐 결절 자동 검출흉부 CT영상에서 유전자 프로그래밍을 이용한 폐 결절 자동 검출
흉부 CT영상에서 유전자 프로그래밍을 이용한 폐 결절 자동 검출
 
그래프 컷을 이용한 폐 영역 분할
그래프 컷을 이용한 폐 영역 분할그래프 컷을 이용한 폐 영역 분할
그래프 컷을 이용한 폐 영역 분할
 
Computer aided detection of pulmonary nodules using genetic programming
Computer aided detection of pulmonary nodules using genetic programmingComputer aided detection of pulmonary nodules using genetic programming
Computer aided detection of pulmonary nodules using genetic programming
 
Radiomics: Novel Paradigm of Deep Learning for Clinical Decision Support towa...
Radiomics: Novel Paradigm of Deep Learning for Clinical Decision Support towa...Radiomics: Novel Paradigm of Deep Learning for Clinical Decision Support towa...
Radiomics: Novel Paradigm of Deep Learning for Clinical Decision Support towa...
 
폐 CT영상에서 voxel classification을 이용한 폐 결절 검출
폐 CT영상에서 voxel classification을 이용한 폐 결절 검출폐 CT영상에서 voxel classification을 이용한 폐 결절 검출
폐 CT영상에서 voxel classification을 이용한 폐 결절 검출
 
computer aided detection of pulmonary nodules in ct scans
computer aided detection of pulmonary nodules in ct scanscomputer aided detection of pulmonary nodules in ct scans
computer aided detection of pulmonary nodules in ct scans
 
SPIE_2015_Fahmi
SPIE_2015_FahmiSPIE_2015_Fahmi
SPIE_2015_Fahmi
 
Computer Tomography (CT Scan)
Computer Tomography (CT Scan)Computer Tomography (CT Scan)
Computer Tomography (CT Scan)
 
CT definition flash - SIEMENS
CT definition flash - SIEMENSCT definition flash - SIEMENS
CT definition flash - SIEMENS
 

Similar a Dual energy CT in radiotherapy: Current applications and future outlook

Validation of pediatric thyroid phantom using Single-Energy and Dual-Energy CT
Validation of pediatric thyroid phantom using Single-Energy and Dual-Energy CTValidation of pediatric thyroid phantom using Single-Energy and Dual-Energy CT
Validation of pediatric thyroid phantom using Single-Energy and Dual-Energy CTMOAYYAD ALSSABBAGH
 
Getting Ahead of the Expanding Landscape: Radiopharmaceutical Dosimetry
Getting Ahead of the Expanding Landscape: Radiopharmaceutical DosimetryGetting Ahead of the Expanding Landscape: Radiopharmaceutical Dosimetry
Getting Ahead of the Expanding Landscape: Radiopharmaceutical DosimetryMedpace
 
ExamensPresentationDanielBjörkman
ExamensPresentationDanielBjörkmanExamensPresentationDanielBjörkman
ExamensPresentationDanielBjörkmanDaniel Björkman
 
IMRT and 3D CRT in cervical Cancers
IMRT and 3D CRT in cervical CancersIMRT and 3D CRT in cervical Cancers
IMRT and 3D CRT in cervical CancersSantam Chakraborty
 
Cancerous lung nodule detection in computed tomography images
Cancerous lung nodule detection in computed tomography imagesCancerous lung nodule detection in computed tomography images
Cancerous lung nodule detection in computed tomography imagesTELKOMNIKA JOURNAL
 
Physics aspects of Acuros algorithm-1
Physics aspects of Acuros algorithm-1Physics aspects of Acuros algorithm-1
Physics aspects of Acuros algorithm-1K.K.D.RAMESH -
 
A novel CAD system to automatically detect cancerous lung nodules using wav...
  A novel CAD system to automatically detect cancerous lung nodules using wav...  A novel CAD system to automatically detect cancerous lung nodules using wav...
A novel CAD system to automatically detect cancerous lung nodules using wav...IJECEIAES
 
Dr. Thomas Yankeelov: Integrating Advanced Imaging and Biophysical Models to...
Dr. Thomas Yankeelov:  Integrating Advanced Imaging and Biophysical Models to...Dr. Thomas Yankeelov:  Integrating Advanced Imaging and Biophysical Models to...
Dr. Thomas Yankeelov: Integrating Advanced Imaging and Biophysical Models to...Dawn Yankeelov
 
Three dimensional conformal radiotherapy - 3D-CRT and IMRT - Intensity modula...
Three dimensional conformal radiotherapy - 3D-CRT and IMRT - Intensity modula...Three dimensional conformal radiotherapy - 3D-CRT and IMRT - Intensity modula...
Three dimensional conformal radiotherapy - 3D-CRT and IMRT - Intensity modula...Abhishek Soni
 
Quality Assurance Programme in Computed Tomography
Quality Assurance Programme in Computed TomographyQuality Assurance Programme in Computed Tomography
Quality Assurance Programme in Computed TomographyRamzee Small
 
State Of The Art Crt Imrt
State Of The Art Crt ImrtState Of The Art Crt Imrt
State Of The Art Crt Imrtfondas vakalis
 
Image registration and data fusion techniques.pptx latest save
Image registration and data fusion techniques.pptx latest saveImage registration and data fusion techniques.pptx latest save
Image registration and data fusion techniques.pptx latest saveM'dee Phechudi
 
Image guided radiation therapy
Image guided radiation therapyImage guided radiation therapy
Image guided radiation therapySwarnita Sahu
 
Parsons and Robar, An investigation of kV CBCT image quality and dose reducti...
Parsons and Robar, An investigation of kV CBCT image quality and dose reducti...Parsons and Robar, An investigation of kV CBCT image quality and dose reducti...
Parsons and Robar, An investigation of kV CBCT image quality and dose reducti...David Parsons
 
Recent Avancement of CT Scan
Recent Avancement of CT ScanRecent Avancement of CT Scan
Recent Avancement of CT ScanAmit Dutta Roy
 
Parsons and Robar, Volume of interest CBCT and tube current modulation for i...
 Parsons and Robar, Volume of interest CBCT and tube current modulation for i... Parsons and Robar, Volume of interest CBCT and tube current modulation for i...
Parsons and Robar, Volume of interest CBCT and tube current modulation for i...David Parsons
 

Similar a Dual energy CT in radiotherapy: Current applications and future outlook (20)

CT dose reduction
CT dose reductionCT dose reduction
CT dose reduction
 
Validation of pediatric thyroid phantom using Single-Energy and Dual-Energy CT
Validation of pediatric thyroid phantom using Single-Energy and Dual-Energy CTValidation of pediatric thyroid phantom using Single-Energy and Dual-Energy CT
Validation of pediatric thyroid phantom using Single-Energy and Dual-Energy CT
 
Getting Ahead of the Expanding Landscape: Radiopharmaceutical Dosimetry
Getting Ahead of the Expanding Landscape: Radiopharmaceutical DosimetryGetting Ahead of the Expanding Landscape: Radiopharmaceutical Dosimetry
Getting Ahead of the Expanding Landscape: Radiopharmaceutical Dosimetry
 
IGRT APP.pdf
IGRT APP.pdfIGRT APP.pdf
IGRT APP.pdf
 
4.pdf
4.pdf4.pdf
4.pdf
 
ExamensPresentationDanielBjörkman
ExamensPresentationDanielBjörkmanExamensPresentationDanielBjörkman
ExamensPresentationDanielBjörkman
 
IMRT and 3D CRT in cervical Cancers
IMRT and 3D CRT in cervical CancersIMRT and 3D CRT in cervical Cancers
IMRT and 3D CRT in cervical Cancers
 
Computed tomography angiography of the hepatic, pancreatic, and spleenic circ...
Computed tomography angiography of the hepatic, pancreatic, and spleenic circ...Computed tomography angiography of the hepatic, pancreatic, and spleenic circ...
Computed tomography angiography of the hepatic, pancreatic, and spleenic circ...
 
Cancerous lung nodule detection in computed tomography images
Cancerous lung nodule detection in computed tomography imagesCancerous lung nodule detection in computed tomography images
Cancerous lung nodule detection in computed tomography images
 
Physics aspects of Acuros algorithm-1
Physics aspects of Acuros algorithm-1Physics aspects of Acuros algorithm-1
Physics aspects of Acuros algorithm-1
 
A novel CAD system to automatically detect cancerous lung nodules using wav...
  A novel CAD system to automatically detect cancerous lung nodules using wav...  A novel CAD system to automatically detect cancerous lung nodules using wav...
A novel CAD system to automatically detect cancerous lung nodules using wav...
 
Dr. Thomas Yankeelov: Integrating Advanced Imaging and Biophysical Models to...
Dr. Thomas Yankeelov:  Integrating Advanced Imaging and Biophysical Models to...Dr. Thomas Yankeelov:  Integrating Advanced Imaging and Biophysical Models to...
Dr. Thomas Yankeelov: Integrating Advanced Imaging and Biophysical Models to...
 
Three dimensional conformal radiotherapy - 3D-CRT and IMRT - Intensity modula...
Three dimensional conformal radiotherapy - 3D-CRT and IMRT - Intensity modula...Three dimensional conformal radiotherapy - 3D-CRT and IMRT - Intensity modula...
Three dimensional conformal radiotherapy - 3D-CRT and IMRT - Intensity modula...
 
Quality Assurance Programme in Computed Tomography
Quality Assurance Programme in Computed TomographyQuality Assurance Programme in Computed Tomography
Quality Assurance Programme in Computed Tomography
 
State Of The Art Crt Imrt
State Of The Art Crt ImrtState Of The Art Crt Imrt
State Of The Art Crt Imrt
 
Image registration and data fusion techniques.pptx latest save
Image registration and data fusion techniques.pptx latest saveImage registration and data fusion techniques.pptx latest save
Image registration and data fusion techniques.pptx latest save
 
Image guided radiation therapy
Image guided radiation therapyImage guided radiation therapy
Image guided radiation therapy
 
Parsons and Robar, An investigation of kV CBCT image quality and dose reducti...
Parsons and Robar, An investigation of kV CBCT image quality and dose reducti...Parsons and Robar, An investigation of kV CBCT image quality and dose reducti...
Parsons and Robar, An investigation of kV CBCT image quality and dose reducti...
 
Recent Avancement of CT Scan
Recent Avancement of CT ScanRecent Avancement of CT Scan
Recent Avancement of CT Scan
 
Parsons and Robar, Volume of interest CBCT and tube current modulation for i...
 Parsons and Robar, Volume of interest CBCT and tube current modulation for i... Parsons and Robar, Volume of interest CBCT and tube current modulation for i...
Parsons and Robar, Volume of interest CBCT and tube current modulation for i...
 

Más de Wookjin Choi

Deep Learning-based Histological Segmentation Differentiates Cavitation Patte...
Deep Learning-based Histological SegmentationDifferentiates Cavitation Patte...Deep Learning-based Histological SegmentationDifferentiates Cavitation Patte...
Deep Learning-based Histological Segmentation Differentiates Cavitation Patte...Wookjin Choi
 
Artificial Intelligence To Reduce Radiation-induced Cardiotoxicity In Lung Ca...
Artificial Intelligence To Reduce Radiation-induced Cardiotoxicity In Lung Ca...Artificial Intelligence To Reduce Radiation-induced Cardiotoxicity In Lung Ca...
Artificial Intelligence To Reduce Radiation-induced Cardiotoxicity In Lung Ca...Wookjin Choi
 
Novel Functional Radiomics for Prediction of Cardiac PET Avidity in Lung Canc...
Novel Functional Radiomics for Prediction of Cardiac PET Avidity in Lung Canc...Novel Functional Radiomics for Prediction of Cardiac PET Avidity in Lung Canc...
Novel Functional Radiomics for Prediction of Cardiac PET Avidity in Lung Canc...Wookjin Choi
 
Novel Deep Learning Segmentation Models for Accurate GTV and OAR Segmentation...
Novel Deep Learning Segmentation Models for Accurate GTV and OAR Segmentation...Novel Deep Learning Segmentation Models for Accurate GTV and OAR Segmentation...
Novel Deep Learning Segmentation Models for Accurate GTV and OAR Segmentation...Wookjin Choi
 
Novel Functional Delta-Radiomics for Predicting Overall Survival in Lung Canc...
Novel Functional Delta-Radiomics for Predicting Overall Survival in Lung Canc...Novel Functional Delta-Radiomics for Predicting Overall Survival in Lung Canc...
Novel Functional Delta-Radiomics for Predicting Overall Survival in Lung Canc...Wookjin Choi
 
CIRDataset: A large-scale Dataset for Clinically-Interpretable lung nodule Ra...
CIRDataset: A large-scale Dataset for Clinically-Interpretable lung nodule Ra...CIRDataset: A large-scale Dataset for Clinically-Interpretable lung nodule Ra...
CIRDataset: A large-scale Dataset for Clinically-Interpretable lung nodule Ra...Wookjin Choi
 
Artificial Intelligence in Radiation Oncology.pptx
 Artificial Intelligence in Radiation Oncology.pptx Artificial Intelligence in Radiation Oncology.pptx
Artificial Intelligence in Radiation Oncology.pptxWookjin Choi
 
Artificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation OncologyArtificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation OncologyWookjin Choi
 
Artificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation OncologyArtificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation OncologyWookjin Choi
 
Artificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation OncologyArtificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation OncologyWookjin Choi
 
Automatic motion tracking system for analysis of insect behavior
Automatic motion tracking system for analysis of insect behaviorAutomatic motion tracking system for analysis of insect behavior
Automatic motion tracking system for analysis of insect behaviorWookjin Choi
 
Assessing the Dosimetric Links between Organ-At-Risk Delineation Variability ...
Assessing the Dosimetric Links between Organ-At-Risk Delineation Variability ...Assessing the Dosimetric Links between Organ-At-Risk Delineation Variability ...
Assessing the Dosimetric Links between Organ-At-Risk Delineation Variability ...Wookjin Choi
 
Quantitative Cancer Image Analysis
Quantitative Cancer Image AnalysisQuantitative Cancer Image Analysis
Quantitative Cancer Image AnalysisWookjin Choi
 
Simulation of Realistic Organ-At-Risk Delineation Variability in Head and Nec...
Simulation of Realistic Organ-At-Risk Delineation Variability in Head and Nec...Simulation of Realistic Organ-At-Risk Delineation Variability in Head and Nec...
Simulation of Realistic Organ-At-Risk Delineation Variability in Head and Nec...Wookjin Choi
 
Quantitative image analysis for cancer diagnosis and radiation therapy
Quantitative image analysis for cancer diagnosis and radiation therapyQuantitative image analysis for cancer diagnosis and radiation therapy
Quantitative image analysis for cancer diagnosis and radiation therapyWookjin Choi
 
Interpretable Spiculation Quantification for Lung Cancer Screening
Interpretable Spiculation Quantification for Lung Cancer ScreeningInterpretable Spiculation Quantification for Lung Cancer Screening
Interpretable Spiculation Quantification for Lung Cancer ScreeningWookjin Choi
 
Radiomics in Lung Cancer
Radiomics in Lung CancerRadiomics in Lung Cancer
Radiomics in Lung CancerWookjin Choi
 
Interpretable Spiculation Quantification for Lung Cancer Screening
Interpretable Spiculation Quantification for Lung Cancer ScreeningInterpretable Spiculation Quantification for Lung Cancer Screening
Interpretable Spiculation Quantification for Lung Cancer ScreeningWookjin Choi
 
Quantitative Image Analysis for Cancer Diagnosis and Radiation Therapy
Quantitative Image Analysis for Cancer Diagnosis and Radiation TherapyQuantitative Image Analysis for Cancer Diagnosis and Radiation Therapy
Quantitative Image Analysis for Cancer Diagnosis and Radiation TherapyWookjin Choi
 
Radiomics and Deep Learning for Lung Cancer Screening
Radiomics and Deep Learning for Lung Cancer ScreeningRadiomics and Deep Learning for Lung Cancer Screening
Radiomics and Deep Learning for Lung Cancer ScreeningWookjin Choi
 

Más de Wookjin Choi (20)

Deep Learning-based Histological Segmentation Differentiates Cavitation Patte...
Deep Learning-based Histological SegmentationDifferentiates Cavitation Patte...Deep Learning-based Histological SegmentationDifferentiates Cavitation Patte...
Deep Learning-based Histological Segmentation Differentiates Cavitation Patte...
 
Artificial Intelligence To Reduce Radiation-induced Cardiotoxicity In Lung Ca...
Artificial Intelligence To Reduce Radiation-induced Cardiotoxicity In Lung Ca...Artificial Intelligence To Reduce Radiation-induced Cardiotoxicity In Lung Ca...
Artificial Intelligence To Reduce Radiation-induced Cardiotoxicity In Lung Ca...
 
Novel Functional Radiomics for Prediction of Cardiac PET Avidity in Lung Canc...
Novel Functional Radiomics for Prediction of Cardiac PET Avidity in Lung Canc...Novel Functional Radiomics for Prediction of Cardiac PET Avidity in Lung Canc...
Novel Functional Radiomics for Prediction of Cardiac PET Avidity in Lung Canc...
 
Novel Deep Learning Segmentation Models for Accurate GTV and OAR Segmentation...
Novel Deep Learning Segmentation Models for Accurate GTV and OAR Segmentation...Novel Deep Learning Segmentation Models for Accurate GTV and OAR Segmentation...
Novel Deep Learning Segmentation Models for Accurate GTV and OAR Segmentation...
 
Novel Functional Delta-Radiomics for Predicting Overall Survival in Lung Canc...
Novel Functional Delta-Radiomics for Predicting Overall Survival in Lung Canc...Novel Functional Delta-Radiomics for Predicting Overall Survival in Lung Canc...
Novel Functional Delta-Radiomics for Predicting Overall Survival in Lung Canc...
 
CIRDataset: A large-scale Dataset for Clinically-Interpretable lung nodule Ra...
CIRDataset: A large-scale Dataset for Clinically-Interpretable lung nodule Ra...CIRDataset: A large-scale Dataset for Clinically-Interpretable lung nodule Ra...
CIRDataset: A large-scale Dataset for Clinically-Interpretable lung nodule Ra...
 
Artificial Intelligence in Radiation Oncology.pptx
 Artificial Intelligence in Radiation Oncology.pptx Artificial Intelligence in Radiation Oncology.pptx
Artificial Intelligence in Radiation Oncology.pptx
 
Artificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation OncologyArtificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation Oncology
 
Artificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation OncologyArtificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation Oncology
 
Artificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation OncologyArtificial Intelligence in Radiation Oncology
Artificial Intelligence in Radiation Oncology
 
Automatic motion tracking system for analysis of insect behavior
Automatic motion tracking system for analysis of insect behaviorAutomatic motion tracking system for analysis of insect behavior
Automatic motion tracking system for analysis of insect behavior
 
Assessing the Dosimetric Links between Organ-At-Risk Delineation Variability ...
Assessing the Dosimetric Links between Organ-At-Risk Delineation Variability ...Assessing the Dosimetric Links between Organ-At-Risk Delineation Variability ...
Assessing the Dosimetric Links between Organ-At-Risk Delineation Variability ...
 
Quantitative Cancer Image Analysis
Quantitative Cancer Image AnalysisQuantitative Cancer Image Analysis
Quantitative Cancer Image Analysis
 
Simulation of Realistic Organ-At-Risk Delineation Variability in Head and Nec...
Simulation of Realistic Organ-At-Risk Delineation Variability in Head and Nec...Simulation of Realistic Organ-At-Risk Delineation Variability in Head and Nec...
Simulation of Realistic Organ-At-Risk Delineation Variability in Head and Nec...
 
Quantitative image analysis for cancer diagnosis and radiation therapy
Quantitative image analysis for cancer diagnosis and radiation therapyQuantitative image analysis for cancer diagnosis and radiation therapy
Quantitative image analysis for cancer diagnosis and radiation therapy
 
Interpretable Spiculation Quantification for Lung Cancer Screening
Interpretable Spiculation Quantification for Lung Cancer ScreeningInterpretable Spiculation Quantification for Lung Cancer Screening
Interpretable Spiculation Quantification for Lung Cancer Screening
 
Radiomics in Lung Cancer
Radiomics in Lung CancerRadiomics in Lung Cancer
Radiomics in Lung Cancer
 
Interpretable Spiculation Quantification for Lung Cancer Screening
Interpretable Spiculation Quantification for Lung Cancer ScreeningInterpretable Spiculation Quantification for Lung Cancer Screening
Interpretable Spiculation Quantification for Lung Cancer Screening
 
Quantitative Image Analysis for Cancer Diagnosis and Radiation Therapy
Quantitative Image Analysis for Cancer Diagnosis and Radiation TherapyQuantitative Image Analysis for Cancer Diagnosis and Radiation Therapy
Quantitative Image Analysis for Cancer Diagnosis and Radiation Therapy
 
Radiomics and Deep Learning for Lung Cancer Screening
Radiomics and Deep Learning for Lung Cancer ScreeningRadiomics and Deep Learning for Lung Cancer Screening
Radiomics and Deep Learning for Lung Cancer Screening
 

Último

Digital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxDigital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxMohamedFarag457087
 
Use of mutants in understanding seedling development.pptx
Use of mutants in understanding seedling development.pptxUse of mutants in understanding seedling development.pptx
Use of mutants in understanding seedling development.pptxRenuJangid3
 
Thyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate ProfessorThyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate Professormuralinath2
 
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIACURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIADr. TATHAGAT KHOBRAGADE
 
PSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptxPSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptxSuji236384
 
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...Scintica Instrumentation
 
Selaginella: features, morphology ,anatomy and reproduction.
Selaginella: features, morphology ,anatomy and reproduction.Selaginella: features, morphology ,anatomy and reproduction.
Selaginella: features, morphology ,anatomy and reproduction.Silpa
 
Dr. E. Muralinath_ Blood indices_clinical aspects
Dr. E. Muralinath_ Blood indices_clinical  aspectsDr. E. Muralinath_ Blood indices_clinical  aspects
Dr. E. Muralinath_ Blood indices_clinical aspectsmuralinath2
 
Module for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learningModule for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learninglevieagacer
 
Factory Acceptance Test( FAT).pptx .
Factory Acceptance Test( FAT).pptx       .Factory Acceptance Test( FAT).pptx       .
Factory Acceptance Test( FAT).pptx .Poonam Aher Patil
 
300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptx300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptxryanrooker
 
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....muralinath2
 
pumpkin fruit fly, water melon fruit fly, cucumber fruit fly
pumpkin fruit fly, water melon fruit fly, cucumber fruit flypumpkin fruit fly, water melon fruit fly, cucumber fruit fly
pumpkin fruit fly, water melon fruit fly, cucumber fruit flyPRADYUMMAURYA1
 
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...Monika Rani
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Silpa
 
development of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusdevelopment of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusNazaninKarimi6
 
module for grade 9 for distance learning
module for grade 9 for distance learningmodule for grade 9 for distance learning
module for grade 9 for distance learninglevieagacer
 
Velocity and Acceleration PowerPoint.ppt
Velocity and Acceleration PowerPoint.pptVelocity and Acceleration PowerPoint.ppt
Velocity and Acceleration PowerPoint.pptRakeshMohan42
 
Grade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its FunctionsGrade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its FunctionsOrtegaSyrineMay
 

Último (20)

Digital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxDigital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptx
 
Use of mutants in understanding seedling development.pptx
Use of mutants in understanding seedling development.pptxUse of mutants in understanding seedling development.pptx
Use of mutants in understanding seedling development.pptx
 
Thyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate ProfessorThyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate Professor
 
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIACURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
 
PSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptxPSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptx
 
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
 
Selaginella: features, morphology ,anatomy and reproduction.
Selaginella: features, morphology ,anatomy and reproduction.Selaginella: features, morphology ,anatomy and reproduction.
Selaginella: features, morphology ,anatomy and reproduction.
 
Dr. E. Muralinath_ Blood indices_clinical aspects
Dr. E. Muralinath_ Blood indices_clinical  aspectsDr. E. Muralinath_ Blood indices_clinical  aspects
Dr. E. Muralinath_ Blood indices_clinical aspects
 
Module for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learningModule for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learning
 
Site Acceptance Test .
Site Acceptance Test                    .Site Acceptance Test                    .
Site Acceptance Test .
 
Factory Acceptance Test( FAT).pptx .
Factory Acceptance Test( FAT).pptx       .Factory Acceptance Test( FAT).pptx       .
Factory Acceptance Test( FAT).pptx .
 
300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptx300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptx
 
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....
 
pumpkin fruit fly, water melon fruit fly, cucumber fruit fly
pumpkin fruit fly, water melon fruit fly, cucumber fruit flypumpkin fruit fly, water melon fruit fly, cucumber fruit fly
pumpkin fruit fly, water melon fruit fly, cucumber fruit fly
 
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.
 
development of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusdevelopment of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virus
 
module for grade 9 for distance learning
module for grade 9 for distance learningmodule for grade 9 for distance learning
module for grade 9 for distance learning
 
Velocity and Acceleration PowerPoint.ppt
Velocity and Acceleration PowerPoint.pptVelocity and Acceleration PowerPoint.ppt
Velocity and Acceleration PowerPoint.ppt
 
Grade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its FunctionsGrade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its Functions
 

Dual energy CT in radiotherapy: Current applications and future outlook

  • 1. Physics Journal Club Dual energy CT in radiotherapy: Current applications and future outlook Wouter van Elmpt, Guillaume Landry, Marco Das, Frank Verhaegen Department of Radiation Oncology (MAASTRO), GROW – School for Oncology and Developmental Biology, Maastricht University Medical Centre, The Netherlands; Department of Medical Physics, Faculty of Physics, Ludwig- Maximilians-Universität München, Garching b. München, Germany; Department of Radiology, GROW – School for Oncology and Developmental Biology, Maastricht University Medical Centre, The Netherlands; and Medical Physics Unit, Department of Oncology, McGill University, Montréal, Canada
  • 2. Innovation/Impact New strategies using Dual energy CT (DECT) imaging are investigated to optimize radiation treatment. This review describes how DECT based methods can be used for • Electron density estimation • Effective atomic number decomposition • Contrast material quantification Clinical radiotherapy applications are summarized with future perspectives • Improved dose calculation accuracy for brachytherapy and proton therapy • Metal artifact reduction techniques • Normal tissue characterization
  • 3. Dual energy CT imaging: technology and physics Imaging equipment for dual-energy CT imaging • Scanning techniques: rotate-rotate, dual source-dual detector, single source-dual layer detector, single source-rapid kV switching and twin beam • 80/140 kV, 100/140 kV or 70/150 kV • Spectral CT: the extension of DECT from two to multiple energies (photon counting detector) • Low-dose: approximately equal to a single energy scan Photon attenuation coefficient decomposition • Material decomposition algorithms – Basis materials: Water and Iodine – Projection based and image based algorithms • First radiotherapy interest in DECT was for brachytherapy – Estimated the linear attenuation coefficient at low photon energies – Compared the atomic number and the electron density based parameterization The energy dependence of μ for the basis materials water and iodine, together with two special purpose DECT polychromatic spectra that are produced by the X-ray tubes.
  • 4. Dual energy CT imaging: technology and physics Contrast material quantification and mono-energetic decomposition • Lung perfusion or iodine uptake in specific lesions • Virtual non-contrast image • (Pseudo-)Mono-chromatic/energetic image – Non-linear combination of the two kVp images – Local spatial-frequency filtering approaches can improve the contrast-to-noise ratio Example of a mono-energetic reconstruction of a lung cancer patient. Various keV energy levels are reconstructed ranging from 40 keV to 180 keV. The bottom right panel shows the average Hounsfield Unit inside the region of interested together with an estimate of contrast-to-noise ratio, showing that 75 keV was optimal for this patient.
  • 5. Improved image quality Tumor staging, delineation and characterization • Mono-energetic CT reconstructions can improve subjective image quality • The quantification possibilities of the iodine concentration in the lesion • There is no literature yet that shows evaluations of delineation purposes in RT Normal tissue characterization • Material decomposition allows visualization of the ventilated parts of lung • DECT ventilation imaging is not yet fully investigated. • More quantitate evaluation of normal tissue for toxicity assessment and outcome prediction DECT based metal artifact reduction strategies • The mono-energetic did not lead to significant improvements • MV/kV DECT: MV image beam to fill in the sinogram space of the kV cone- beam acquisition Improved target tracking • Fast sequential DE planar X-ray image (not CT) demonstrated the benefit of bone subtraction to visualize lung tumors. • Markerless lung tumor tracking base on DE fluoroscopy has been investigated • Multiple angles might be necessary to fully assess the tumor motion in CT mode
  • 6. Improved dose calculations Brachytherapy • A series of papers reported a significant improvement over tissue characterization by DECT-based extraction of electron densities and effective atomic number. • Monte Carlo dose calculations for virtual phantoms based on DECT segmentation agreed with ground truth simulation within 4% for 103Pd. • The DECT based decomposition of abdominal soft tissues (lipid, protein and water) did lead to reliable mass attenuation coefficients and mass energy absorption coefficients. Proton therapy and verification • Accurate estimations of stopping power ratio (SPR), medium to water, are required. • The accuracy and robustness was theoretically superior to SECT. • Verification for proton beam delivery using PET that rely on measurements of the decay of 11C and depend on prediction of tissue carbon content • Improved tissue assignment from DECT may be beneficial to the verification • Novel approaches – prompt gamma imaging – proto-acoustics.
  • 7. Improved dose calculations Photon therapy • Electron density calibration approaches using DECT compared to SECT imaging – DECT allow better estimation (reducing dose uncertainties from 11% to 1% for specific geometries). • Virtual non-contrast enhanced images from DECT can avoid the forcing of iodine enhanced structures – Contrast enhanced image available for delineation purposes – Non-contrast scan for accurate dose calculation • DECT acquisitions can be performed in a dose neutral way compared to standard SECT imaging. Proton therapy treatment plan for a head tumor optimized on the basis of a DECT image (left). Absolute dose difference between the plan optimized on DECT and a plan optimized on SECT (right). The dose distributions of both plans were recalculated on the same image to evaluate the range difference. For both panels the color bar is in percentage of the prescription dose.
  • 8. Take Home Message DECT imaging has multiple opportunities to be implemented in radiotherapy that could improve the accuracy of various parts of the workflow in the future. DECT imaging has found its way into the radiological department at the stage of diagnosis DECT will be utilized much more in the future because of the added information that is acquired compared to single energy CT imaging in a dose-neutral way. There have been some preliminary investigations using DECT for characterization of tumor and normal tissues for improved radiotherapy • Better segmentation • Functional imaging DECT can reduce uncertainties in the dose estimation • Improved dose calculations in both brachytherapy and particle therapy
  • 9. N.B. Most vendors offer also the rotate-rotate DECT solution in which 2 sequential helical CT scans at different kVp settings are acquired. Manufacturer and model name Technology of DECT acquisition kVp ranges for DECT Information (or technical specifications) by manufacturer Siemens Definition Force, Definition Flash Dual Source - Dual Detector 70-150 kVp http://www.healthcare.siemens.com /computedtomography/dual-source- ct/somatom- force/technicalspecifications GE Revolution GSI Single Source – Rapid kV switching 80 and 140 kVp http://www3.gehealthcare.com/en/pr oducts/categories/computed_tomog raphy/revolution_hd Philips IQon CT Single Source – Multi-layered detector 120 and 140 kVp http://www.healthcare.philips.com/m ain/clinicalspecialities/radiology/solu tions/IQon.html Toshiba Acquilion One Vision Single Source – Sequential gantry rotations at different kVp 80 and 135 kVp http://www.toshiba- medical.eu/eu/productsolutions/com puted-tomography/aquilion-one- visionedition-overview/ Siemens Definition Edge Definition AS, Definition Perspective Single Source – Split beam filter at target with single detector (‘TwinBeam’) Single Source – two successive spiral scans at different kVp 120 kVp (with additional Au and Sn filters to create two spectra) http://www.healthcare.siemens.com /computedtomography/single- source-ct/somatom- definitionedge/technical- specifications Supplemental Table 1: Overview of the characteristics of commercially available state-of-the-art DECT scanners (status January 2016).

Notas del editor

  1. Dual energy CT (DECT) scanners are nowadays available in many radiology departments. For radiotherapy purposes, new strategies using DECT imaging are investigated to optimize radiation treatment for multiple steps in the radiotherapy chain. This review describes how DECT based methods can be used for electron density estimation, effective atomic number decomposition and contrast material quantification. Clinical radiotherapy related applications for improved dose calculation accuracy of brachytherapy and proton therapy, metal artifact reduction techniques and normal tissue characterization are also summarized together with future perspectives on the use of DECT for radiotherapy purposes.
  2. Projection is correct but limited due to motion and different ray-path the electron density was preferable for brachytherapy in terms of photon cross section estimation accuracy
  3. Most papers focus on disease staging or tumor characterization using the quantification possibilities of the iodine concentration in the lesion
  4. Patient imaging should be able to extract atomic numbers of the tissue under investigation.