improvement of the monte carlo simulation efficiency of a proton therapy treatment head based on...

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Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications Miguel A. Cortés-Giraldo *, José M. Quesada, M. Isabel Gallardo (Universidad de Sevilla) Harald Paganetti (Massachusetts General Hospital - Boston, MA, USA) 6th DITANET Topical Workshop on Particle Detection Techniques Seville (Spain) November 8th, 2011 (*) e-mail: [email protected]

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Page 1: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Improvement of the Monte Carlo Simulation Efficiency of a Proton

Therapy Treatment Head Based on Proton Tracking Analysis and

Geometry Simplifications

Miguel A. Cortés-Giraldo*, José M. Quesada, M. Isabel Gallardo

(Universidad de Sevilla)

Harald Paganetti(Massachusetts General Hospital - Boston, MA, USA)

6th DITANET Topical Workshop on Particle Detection TechniquesSeville (Spain)

November 8th, 2011

(*) e-mail: [email protected]

Page 2: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Contents

Introduction Methods Results Conclusions

Page 3: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Introduction Methods Results Conclusions

Page 4: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Motivation Monte Carlo (MC) simulations are:

A precise technique to calculate dose in patients… but expensive in terms of CPU time.

The aim of this work is: To decrease the CPU time needed to create a

phase-space file in the MC simulation of a passive scattering proton therapy treatment head.

To develope techniques capable of increasing the computational efficiency in the simulation of nozzles with similar geometry.

Page 5: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

The MC code (phase-space files)

Geant4.9.0.p01

Only proton tracking is taken into account in detail in order to create a phase-space file as fast as possible.

Secondary radiation is evaluated separately

Monte Carlo treatment head model:Paganetti et al. Med. Phys. 31:2107-18

(2004)

Physics settings (Geant4 physics list):Zacharatou and Paganetti IEEE-TNS 55:1018-25

(2008)

Francis H Burr Proton Therapy Center (Boston, MA, USA)

Page 6: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Introducton Methods Results Conclusions

Page 7: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Methodology

The efficiency improvement is evaluated for various nozzle set-ups:

Covering the energy range of the proton beam.

Output efficiency: 25-cm (maximum) and 12-cm diameter snout (most typical case in proton therapy).

Validation with published results.

Identical computational conditions.

(Paganetti et al. Med. Phys. 31:2107-18, 2004.)

Page 8: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Time spent along the nozzle

IC2

2nd scattererRMW

IC1

Modulator Wheels PatientAperture

Compensator

Double scattering system

Modulator Wheels PatientAperture

Compensator

Double scattering system

Page 9: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Proton tracking filtering

The basic idea is to terminate the tracking of protons which, very likely, will not reach the aperture

Modulator Wheels PatientAperture

Compensator

Double scattering system

Modulator Wheels PatientAperture

Compensator

Double scattering system

Page 10: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Proton tracking filtering

There is a strong correlation of the protons reaching the nozzle exit and their dynamical conditions at the exit of the scatterer.

An example… A tolerance margin is taken into account.

Open field conditions.

Page 11: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Simplifications of the monitor chambers

A detailed geometry model of the monitor chambers slows down the MC simulation.

Considering all the layers grouped together simplifies the tracking of particles, improving the efficiency.

Page 12: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Production cuts per region

Production cut: key parameter in Geant4 simulations.

The secondary production cut value is higher in regions filled by air (magnets, jaws…)

The scattering and modulation devices require a lower value of the production cuts.

Modulator Wheels PatientAperture

Compensator

Double scattering system

Modulator Wheels PatientAperture

Compensator

Double scattering system

Page 13: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Introduction Methods Results Conclusions

Page 14: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Proton tracking filtering

The efficiency increases by about 30% with a 12 cm snout. In the worst case scenario (25

cm), it improves by about 5%.

Page 15: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Simplifications of the monitor chambers

The efficiency improvement varies between 5% and 15%. The improvement increases with the

proton beam range

Page 16: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Production cuts per region

0.2 mm for devices filled by air (jaws, aperture…); the CPU time decreases by about 5%.

For scatterers and modulators the production cut value is 0.05mm.

Modulator Wheels PatientAperture

Compensator

Double scattering system

Modulator Wheels PatientAperture

Compensator

Double scattering system

Using a global production cut value too high may change the energy distribution at the exit of the nozzle.

(Geant4.9.0.p01)

Page 17: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Output fluence verification

12 cm diameter snoutRange = 12.00 cm

Modulation width = 4.0 cm

Page 18: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Output fluence verification

12 cm diameter snoutRange = 17.19 cm

Modulation width = 6.78 cm

Page 19: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

New time profiles

12 cm diameter snout 25 cm diameter snout

Page 20: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Introduction Methods Results Conclusions

Page 21: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Conclusions We have developed techniques to increase the

computational efficiency of Geant4 simulations to obtain phase-space files of a passive scattering proton therapy nozzle.

For the most typical case in the facility, the efficiency increases by about 35%; in the worst case scenario, it improves by about 15%.

These techniques can be applied to other treatment heads, simulated either with Geant4 or another MC transport code.

Page 22: Improvement of the Monte Carlo Simulation Efficiency of a Proton Therapy Treatment Head Based on Proton Tracking Analysis and Geometry Simplifications

Acknowledgements

Ministerio de Ciencia e Innovación (P07-FQM-02894 y FIS2008-04189).

Junta de Andalucía (FPA2008-04972-C03-02).

PO1 Grant.

Physics Research group at Dep. Radiation Oncology (Massachusetts General Hospital, Boston, MA, USA).