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Applications of Geant4 in Applications of Geant4 in Proton Radiotherapy at the Proton Radiotherapy at the University of Texas M.D. University of Texas M.D. Anderson Cancer Center Anderson Cancer Center Jerimy C. Polf Jerimy C. Polf Assistant Professor Assistant Professor Department of Radiation Physics Department of Radiation Physics U.T. M.D. Anderson Cancer Center U.T. M.D. Anderson Cancer Center Houston TX, USA Houston TX, USA
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Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Jan 28, 2016

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Page 1: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Applications of Geant4 in Proton Applications of Geant4 in Proton Radiotherapy at the University of Texas Radiotherapy at the University of Texas

M.D. Anderson Cancer CenterM.D. Anderson Cancer Center

Jerimy C. PolfJerimy C. PolfAssistant ProfessorAssistant Professor

Department of Radiation PhysicsDepartment of Radiation PhysicsU.T. M.D. Anderson Cancer CenterU.T. M.D. Anderson Cancer Center

Houston TX, USAHouston TX, USA

Page 2: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Uses of Monte CarloUses of Monte Carlo

• Clinical Uses in Radiation OncologyClinical Uses in Radiation Oncology

- X-ray radiotherapy- X-ray radiotherapy

- Proton beam radiotherapy- Proton beam radiotherapy

• Research ActivitiesResearch Activities- Proton radiotherapy- Proton radiotherapy

• Current “challenges” for Geant4Current “challenges” for Geant4

Page 3: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Clinical Workflow of RadiotherapyClinical Workflow of Radiotherapy

CT images imported to Treatment Planning System (TPS)

All parameters for dosedelivery determined byTPS

All parameters sentto proton delivery systemfor patient treatment.

Page 4: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Applications of Monte Carlo in RadiotherapyApplications of Monte Carlo in Radiotherapy

Treatment PlanningTreatment PlanningSystemSystem

Monte CarloMonte Carlo

X-Ray Therapy

Page 5: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Applications of Monte Carlo in Proton Therapy

Use Monte Carlo to model treatment Use Monte Carlo to model treatment delivery equipment and calculate dose delivery equipment and calculate dose delivery (protons + secondary particles)delivery (protons + secondary particles)

Clinical Magnetic Scanning Delivery System

Geant4 model

Proton beam

Page 6: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Applications of Monte Carlo in Radiotherapy

Simple Calculations of Simple Calculations of Dose in waterDose in water

Clinical calculations of dose Clinical calculations of dose in patientin patient

Page 7: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

• Use Monte Carlo (Geant4 and MCNPX) to verify proton dose distribution Use Monte Carlo (Geant4 and MCNPX) to verify proton dose distribution calculated using TPScalculated using TPS

Clinical Uses: Proton therapy

TPSTPS Monte CarloMonte Carlo

Page 8: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

• Use Monte Carlo (Geant4 and MCNPX) to verify proton dose distribution Use Monte Carlo (Geant4 and MCNPX) to verify proton dose distribution calculated using TPScalculated using TPS

Clinical Uses: Proton therapy

TPS

Monte Carlo

Page 9: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

• Use Monte Carlo (Geant4 and MCNPX) to verify proton dose distribution Use Monte Carlo (Geant4 and MCNPX) to verify proton dose distribution calculated using TPScalculated using TPS

Clinical Uses: Proton therapy

Dose difference = TPS – Monte CarloDose difference = TPS – Monte Carlo

Page 10: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Clinical Uses: Proton Therapy

• Calculation of secondary neutron exposure for Pediatric treatmentsCalculation of secondary neutron exposure for Pediatric treatments

Taddei PJ et al. Phys Med Biol. 54(8):2259-75 (2009)Taddei PJ et al. Phys Med Biol. 54(8):2259-75 (2009)

LPO• whole-body CT based calculation• Four treatment fields

IPA SPA

RPO

Page 11: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Clinical Uses: Proton therapy• Calculation of secondary neutron exposure for Pediatric treatmentsCalculation of secondary neutron exposure for Pediatric treatments

Proton DoseProton Dose Secondary neutron exposureSecondary neutron exposure

mSvGy

Page 12: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Research applications at MDA

• Treatment System DesignTreatment System Design

• Development of verification methodsDevelopment of verification methods

• New techniques for beam deliveryNew techniques for beam delivery

Page 13: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Research: Treatment Nozzle Design

Improvements to existing treatment nozzlesImprovements to existing treatment nozzles

Page 14: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Research: Treatment Nozzle Design

If initial beam size changes?If initial beam size changes?

If we Remove RMW?If we Remove RMW?

Proton Dose

Neutron fluence

Page 15: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Research: New Imaging Techniques

In-vivo Dose verification with Post treatment PET imagingIn-vivo Dose verification with Post treatment PET imaging

(1) Measure post treatment(1) Measure post treatmentPET activationPET activation

(2) Monte Carlo calc of (2) Monte Carlo calc of post treatment PET activationpost treatment PET activation

(3) Estimate in vivo(3) Estimate in vivoDose distributionDose distribution

Parodi K Parodi K et al.et al. (2007) (2007) Med. Phys.Med. Phys. 2007a;34:419-435. 2007a;34:419-435.

Parodi K Parodi K et al.et al. (2007) (2007) Int. J. Radiat. Oncol. Biol. Phys.Int. J. Radiat. Oncol. Biol. Phys. 68 920-934. 68 920-934.

Page 16: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Research: New Imaging Techniques

In-vivo Dose verification with In-vivo Dose verification with Prompt Gamma ray ImagingPrompt Gamma ray Imaging

• Measure Measure Prompt Prompt Gamma Ray EmissionGamma Ray Emission - Inelastic scattering [A(p, p’ - Inelastic scattering [A(p, p’ )A])A] - i.e. – “real-time” signal- i.e. – “real-time” signal - each element emits characteristic - each element emits characteristic gamma-rays with different energiesgamma-rays with different energies - gamma rays only emitted where - gamma rays only emitted where dose is depositeddose is deposited

(a) (b)

(c)

Hypothesis: Hypothesis: By properly measuring prompt gamma ray emission, weBy properly measuring prompt gamma ray emission, wecan images dose deposited and of elemental concentration and composition can images dose deposited and of elemental concentration and composition of irradiated tissues. of irradiated tissues.

Page 17: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Beam pipe

Phantom (Lucite or bone eq. plastic)

Lead shielding

Ge detector

Lucite

Bone eq. plastic

- Measurements (symbols)- Measurements (symbols)

- Geant4 Monte Carlo calculations (lines)- Geant4 Monte Carlo calculations (lines)- tally energy dep. from Photo-electric, Compton, Pair Production in detector- tally energy dep. from Photo-electric, Compton, Pair Production in detector

[Polf et al, [Polf et al, Phys. Med. Biol.Phys. Med. Biol., 54: in-press, (2009)], 54: in-press, (2009)]

Research: New Imaging Techniques

In-vivo Dose verification with Prompt Gamma ray ImagingIn-vivo Dose verification with Prompt Gamma ray Imaging

Page 18: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Proton BeamProton Beam

G amma Spectra C omparison (30 M eV - 1 cm)

0.00E+00

5.00E-06

1.00E-05

1.50E-05

2.00E-05

2.50E-05

3.00E-05

3.50E-05

0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0

carbon

oxygen

nitrogen

calcium

phosphorus

Page 19: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Prompt gamma imaging studies: Compton Camera DesignPrompt gamma imaging studies: Compton Camera Design

target

stage 1

stage 2

stage 3Design studies to optimizeDesign studies to optimizeefficiency: efficiency:

- triple scatters/proton- triple scatters/proton- Compton scattering- Compton scattering- detector material- detector material- detector shape- detector shape

Research: New Imaging Techniques

Page 20: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Research: New Treatment Techniques

Feasibility studies of in-vivo magnetic steering

Steering magnets

Proton beam

Magnetic fieldMagnetic field

patientpatient

Page 21: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Magnetic fieldMagnetic field

patientpatient

Research: New Treatment Techniques

Feasibility studies of in-vivo magnetic steeringFeasibility studies of in-vivo magnetic steering

Page 22: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Challenges and Limitations of Monte Carlo in Radiation Oncology

Clinical IssuesClinical Issues

- Calculations in patient CT data- Calculations in patient CT data

Research issuesResearch issues

- Disagreement with measured dataDisagreement with measured data- modeling of nuclear processesmodeling of nuclear processes

Page 23: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Challenges and Limitations: Clinical Issues

Clinical TPS:Clinical TPS:

- calculate patient dose < 1 mincalculate patient dose < 1 min- uses Analytical calculationuses Analytical calculation algorithmsalgorithms

-MC calcs too slow in CT dataMC calcs too slow in CT data

- greater than 5 hrs to calculate greater than 5 hrs to calculate a full patient treatment plan!!a full patient treatment plan!!

Why not Monte Carlo?Why not Monte Carlo?

Page 24: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Challenges and Limitations: Clinical Issues

Magnetic Beam Scanning: Dose calculation accuracyMagnetic Beam Scanning: Dose calculation accuracy

-6 -4 -2 0 2 4 60.0

0.2

0.4

0.6

0.8

1.0

D (

rel.

un

its

)

off-axis distance (cm)

FWHM

0 1 2 3 4

10-3

10-2

10-1

100

measurements Eclipse v. 8.1 MCNPX

D (

rel.

un

its)

off-axis distance (cm)

221.8 MeVd = 2 cm

Monte Carlo

Page 25: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

A proton pencil beamA proton pencil beam(spot)…...(spot)…...

A few pencil beamstogether….Some more…Some more…A full set, with aA full set, with a

homogenous dose homogenous dose conformed distally conformed distally andandproximallyproximally

Pedroni, PSI

Challenges and Limitations: Clinical Issues

Magnetic Beam Scanning: Dose calculation accuracyMagnetic Beam Scanning: Dose calculation accuracy

Page 26: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Challenges and Limitations: Clinical Issues

0 1 2 3 4

10-3

10-2

10-1

100

measurements Eclipse v. 8.1 MCNPX

D (

rel.

un

its)

off-axis distance (cm)

221.8 MeVd = 2 cm

Monte Carlo1 spot:1 spot:Difference < 0.1 percentDifference < 0.1 percent

10,000 spots:10,000 spots:Difference > 5 percentDifference > 5 percent

Page 27: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Challenges and Limitations: Clinical Issues

Prompt gamma ray emission spectraPrompt gamma ray emission spectra

Page 28: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Nuclear Doppler BroadeningNuclear Doppler BroadeningOf the 4.44 Mev Of the 4.44 Mev 1212C peak.C peak.

- Excellent modeling of Doppler - Excellent modeling of Doppler Broadening for low energy x-raysBroadening for low energy x-rays

- However, no modeling forHowever, no modeling for Nuclear BroadeningNuclear Broadening

Challenges and Limitations: Clinical Issues

Page 29: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Conclusions on Monte Carl in Proton Therapy

• Geant4 is integral part in Clinical activitiesGeant4 is integral part in Clinical activities

- treatment planning and verification- treatment planning and verification

• Integral in research activitiesIntegral in research activities

- equipment design- equipment design

- new treatment techniques- new treatment techniques

• Still some challengesStill some challenges

- calculations in CT datasets- calculations in CT datasets

- proton-nuclear interaction models?- proton-nuclear interaction models?

Page 30: Applications of Geant4 in Proton Radiotherapy at the University of Texas M.D. Anderson Cancer Center Jerimy C. Polf Assistant Professor Department of Radiation.

Thank You!

Questions?