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Measurement Issues in Commissioning and Benchmarking of Monte Carlo Treatment Planning Systems Jan Seuntjens McGill University Montreal, Canada, H3G 1A4 [email protected]
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Page 1: Measurement Issues in Commissioning and Benchmarking … · Measurement Issues in Commissioning and Benchmarking of Monte Carlo ... Build-up cap: “hevimet” AAPM ... is an external

Measurement Issues in Commissioning and Benchmarking of Monte Carlo Treatment

Planning Systems

Jan SeuntjensMcGill University

Montreal, Canada, H3G [email protected]

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AAPM Summer School, 2006 1

Outline

• Dosimetric accuracy requirements in treatment planning

• Measurement dosimetry fundamentals• Measurement issues in commissioning• Measurement issues in verification• Conclusions

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AAPM Summer School, 2006 2

Clinical QA

• Clinical QA protocols & guidelines– AAPM TG 53 (Fraass et al 1998)– IEC 62083 (International Electrotechnical

Comission, 2000)– ESTRO (Mijnheer et al 2004)– NCS (2005)– etc.

• Content of clinical QA– dosimetric verification and consistency– many other aspects of system QA and consistency

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AAPM Summer School, 2006 3

Dosimetric accuracy

• effect of dose uncertainty on complication-free tumour control (“utility function”, Schultheiss & Boyer, 1988)

• ICRU Report 24 (1976)• Mijnheer et al (1987)• Brahme (1988)

1% higher accuracy --> 2% increase of cure

5%3.5%3%

The structures these numbers are referring to are targets.What about OAR’s?

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AAPM Summer School, 2006 4

Dosimetric accuracy (cont’d)

0.5 / 2.0 / 4.01.0 / 3.0 / 5.0Dose calculation (TPA)2.4 / 3.1 / 4.74.2 / 5.1 / 6.5Overall (including TPA)

2.44.1Overall (excluding TPA)1.62.5Beam and patient setup1.01.5Patient data uncertainties0.81.5Beam flatness / symmetry0.51.0Monitor stability0.51.1Absorbed dose at other points

1.02.0Absorbed dose at reference point in clinic

Possible (1 �)?

Present (1 �)

TPA: treatment planning algo.

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AAPM Summer School, 2006 5

Dosimetric and positional accuracy of TPA: acceptability criteria

4 mm

4 mm

4 mm

large dose gradient

4%

3%

3%

high dose region low

dose gradient

3% (50% loc.dose)

antropomorphic phantom and/or complex beams

3% (50% loc.dose)3%Stack of tissue

slabs simple fields

3% (50% loc.dose)2%

Homogeneous water slab -simple fields

low dose region

low dose gradient

central axis

Van Dyk (1993)

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AAPM Summer School, 2006 6

Gamma analysis for testing the acceptability of dose distributions by comparing

measurements and calculations

Illustration of the gamma concept (Low et al 1998) for comparison of MC calculated (a) and film measured (b) two dimensional dose maps. (c) illustrates the gamma-map for tolerance criteria of 3% (dose), 5 mm (distance).

γ(i )= min d(i )

Δd

⎝ ⎜ ⎜

⎠ ⎟ ⎟

2

+r(i )Δr

⎝ ⎜ ⎜

⎠ ⎟ ⎟

2 d(i) = Dm (i) − Dc

r(i) = rm (i) − rcfor all points (Dc,rc)

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Clinical measurement dosimetry

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AAPM Summer School, 2006 8

Classification of dosimetersDosimeter Mechanism

Gas-filled ionization chamber Ionization in gasses

Liquid ionization chamber Ionization in liquids

Semiconductors (diodes, diamond detectors)

Ionization in solids

TLD Luminescence

Scintillation counters Fluorescence

Film, gel, Fricke Chemical reactions

Calorimetry Heat

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AAPM Summer School, 2006 9

Measurement dosimetry in water

where:

dose to water at the point

raw signal, corrected for environmentalconditions as given by detectordetector cavity dose calibration coefficient(coupling constant) dose conversion coefficient converts averagedetector dose into dose to water at point

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AAPM Summer School, 2006 10

Dosimeter dependent coefficients & coupling constants

Factor orcoefficient

Dosimetry techniqueCalorimetry Fricke

dosimetryIonchamberdosimetry

R TΔ ODLρ

Δ Q

cdet C 13( )Fe Gε +

1 Wgasm egas

fmed Unity( )

medD Frickesmed,gaspQ

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AAPM Summer School, 2006 11

Interpretation of a dosimeter measurement

Dcav• Ncav is the cavity dose calibration factor

and ties the clinical dose measurement to the chamber/detector calibration

• M is the result of a measurement corrected for “technical” influence quantities to ensure that what we actually measure a quantity proportional to the dose to the detector material

fmed

Dmed = NcavMsmed,cavpQ

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AAPM Summer School, 2006 12

Interpretation of a dosimeter measurement (cont’d)

Dcav• smed,cav is the stopping power ratio medium to cavity

material• pQ is an overall perturbation correction factor that

accounts for everything a cavity theory does not account for

fmed

fmed is the ratio of dose to medium to dose to cavity; factorization of fmed is questionable in regions of

strong disequilibrium

Dmed (r) = Ncav M (r)smed,cav(r ) pQ(r )

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AAPM Summer School, 2006 13

Practical complications• The outlined interpretation depends on our

ability to convert cavity dose to medium dose– CPE or TCPE and detector is small compared to the

range of secondary electrons:• fmed can be factorized in a stopping power ratio +

correction factors– If these conditions are not fulfilled:

• Monte Carlo calculations (within the constraints of the algorithm and basic cross-section datasets)

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AAPM Summer School, 2006 14

Why is this important for commissioning and accuracy verification of TPS?

For the measurement of a dose distribution:• In regions of CPE and TCPE: SPR corrections

accurately represent detector response (and are small for air-filled chambers in photon beams)

• In regions of non-CPE: SPR corrections DO NOT accurately reflect changes in detector response and additional, sometimes large, corrections are needed– build-up regions in any field, interface-proximal points in

heterogeneous phantoms (build-up and build-down)– narrow fields– modulated fields

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AAPM Summer School, 2006 15

Stopping power ratios (SPR’s)

• SPR’s are depth, field size, and radiation quality dependent– for reference dosimetry using ionization

chambers: values based on Monte Carlo calculations and well documented

– for relative dosimetry in TCPE: their variation relative to the reference point needs to be established

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Andreo and Brahme, PMB, 31, 839 (1986)

sw,air(z) for plane parallel bremsstrahlung spectra

10 MV

20 MV

30 MV

60Co

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AAPM Summer School, 2006 17

Perturbation correction factors: traditional factorization for ionization

chambers:

• Pwall: wall perturbation • Pgr: gradient effect due to displacement

of phantom material by cavity• Pfl: fluence perturbation• Pcel: central electrode perturbation

PQ = Pwall PgrPfl Pcel

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AAPM Summer School, 2006 18

Perturbation correction factors• depth, field size, and radiation quality

dependent– for reference dosimetry using ionization

chambers: based on Monte Carlo calculations and relatively well documented

– for relative dosimetry: their variation relative to the reference point is usually ignored but can be very significant

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Ding and Wu, Med. Phys. 28, 298 (2001)

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Buckley and Rogers, Med. Phys. 33 455 (2006)

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Buckley and Rogers, Med. Phys. 33 1788 (2006)

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AAPM Summer School, 2006 22

Commissioning measurements

• beam model verification– in-air measurements– in-water measurements

• in-phantom verification– heterogeneous measurements

• reference dose measurements / system calibration

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AAPM Summer School, 2006 23

In-air measurements

• Parameters of primary source determined– mean energy of electrons exiting the vacuum

window– FWHM of intensity distribution of electron beam

exiting the vacuum window• Measurement issues?

– detector response can change as a function of off axis distance

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AAPM Summer School, 2006 24

Sheikh-Bagheri & Rogers (2002) Med. Phys. 29, 379 -390.

Off axis profiles are sensitive to the energy of the primary electron source.

Off axis profiles are collision kerma (to water or air) profiles.

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AAPM Summer School, 2006 25

Tonkopi et al (2005) Med Phys 32, 2918 - 2927

Off axis profiles are sensitive to the radius of the primary electron source.

Build-up cap:

“hevimet”

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AAPM Summer School, 2006 26

In-air measurements:Which build-up cap should be used?

Tonkopi et al (2005) Med Phys 32, 2918 - 2927

Experimental validationof different types of b.u.caps.

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AAPM Summer School, 2006 27

In-air measurements:Which build-up cap should be used?

Tonkopi et al (2005) Med Phys 32, 2918 - 2927

Cap that approximatescollision air kerma thebest?

Note:1. small difference

between two cap sizes

2. -> resolution does not significantly decrease with large cap size.

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AAPM Summer School, 2006 28

In-air measurements, wide beam profiles for electrons

• in-air wide-field open beam profiles uncover details about– electron source parameters– scattering foils– filters in the beam

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AAPM Summer School, 2006 29

Wide beam profile measurements for Total Skin Electron Therapy

• Total skin electron therapy is an external beam technique for treating mycosis fungoides. The complicated set-up makes commissioning and treatment planning time consuming.

• Monte Carlo electron beam modeling for large field size has poor agreement. • In this work, we investigated the electron focal spot size by measuring with a slit camera. • The MC linac model uses the measured FWHM as the source parameter for the simulation.

Alternating lead (0.152 mm) and paper (0.0889 mm) sheets

4 cm

20 cm

4 cm

-0.1

0

0.1

0.2

0.3

0.4

20 24 28 32

Relative distance (mm)

Rel

ativ

e O

D

FitMeasurement

FWHM

In-air profile for 40 x 40 cm2 at 100 cm SSD

0

0.2

0.4

0.6

0.8

1

1.2

-40 -30 -20 -10 0 10 20 30 40

Off axis distance (cm)

Rel

ativ

e do

se

Measurement

MC

Primary scattering foil at Z = 9.5 cm

Secondary scattering foil at Z = 12.9 cm

Lucite scatterer

Rotating platform

Electron beam

Jaws

Ion chamber

Collimator

Scattering filter

Isocenter

Scattering foils

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AAPM Summer School, 2006 30

Source description optimization

Focal spot size for various electron energies

1.87, 2.14

2.11, 2.24

1.69, 2.09

1.73, 1.75

1.50

1.80

2.10

2.40

1.30 1.80 2.30FWHM in longitudinal direction (mm)

FWH

M in

late

ral d

irect

ion

(mm

)

6 MeV

9 MeV

12 MeV

16 MeV

Focal spot is elliptical and has a Gaussian distribution.

Lateral and longitudinal shifts with respect to the crosshair is also observed for all measurements.

Focal spot shift with respect to crosshair for various electron energies

7.7, 1.4

6.5, -1.3

5.7, -2.0

4.6, -0.9

-3.0

-1.5

0.0

1.5

3.0

3.0 6.0 9.0

Shift in longitudinal direction (mm)

Shi

ft in

late

ral d

irect

ion

(mm

)

6 MeV9 MeV12 MeV16 MeV

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AAPM Summer School, 2006 31

Source description optimization

Proposed divergent beam model shows improved result for 40 x 40 cm2 in-air profile.

Comparison of measured and calculated in-air profile for 40 x 40 cm2 at 100 cm SSD

0

0.2

0.4

0.6

0.8

1

1.2

-40 -20 0 20 40

Distance from central axis (cm)

Nor

mal

ized

val

ue

Measurementinitial MC modelproposed MC model

Z = 0 cm

“Virtual source”

Beryllium exit window at Z = 9 cm

Primary scattering foil at Z = 9.5 cm

1 mm

0.086 mm

1.60

Zvirtual = 5.92 cm

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AAPM Summer School, 2006 32

In-water beam model verification measurements

• In-water measurements are frequently used for beam model optimization since:– these measurements are performed as part of a

standard commissioning.– reproduction of these measurements by the MC

planning system forms a core consistency test of the system’s commissioning.

– reference dosimetry is carried out in water (e.g., TG-51 or IAEA TRS-398) and thus allows to link the output measured to the source’s energy and fluence parameters.

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AAPM Summer School, 2006 33

Different measurement issues in open photon fields in water

• in-field, CPE or TCPE– standard measurement, SPR is nearly constant and represents

detector response well; detector perturbations are small (point-of-measurement shift is 0.6*rinner upstream)

• in-field, non-CPE (build-up)– non standard measurement, SPR varies modestly but does not

represent variation in detector response well; detector perturbations are large, detector dependent.

• penumbra (non-CPE)– detector size must be small relative to field-size and penumbra

width, SPR does not represent detector response well, lateral fluence perturbations, detector dependent.

• out-of-field (CPE or TCPE)– detector size must be sufficiently large to collect sufficiently large

signal. SPE represents detector response well.

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AAPM Summer School, 2006 34

In-water off-axis measurements:Behaviour of avg. photon and avg. electron energy

Dohm et al (2005) Phys Med Biol 50: 1449 - 1457

full lines: photons

dashed lines: electrons

-> stopping power ratiow/air is position independent

However: wall correctionchanges by about 2%since contributions to ionizationchange for modest changes inavg. photon energy.

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AAPM Summer School, 2006 35

A14P ExRadin ionization chamberGeometry of the measuring volume

Laplace equation: ∇ =2 0UBoundary condition: Surface potential

Collecting electrode diameter: 1.5 mm

Separation: 1 mm

Effective volume of the chamber determined by electricfield in chamber.

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AAPM Summer School, 2006 36

1.5 mm field

specialcollimator

Diameter of the field: 1 mm at 70 cm from the source

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AAPM Summer School, 2006 37

Average energies at d=2.5 cm

0

1

2

3

4

0 2 4 6 8 10Off-axis distance (mm)

Electrons

Photons

Narrow 1.5 mm field

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AAPM Summer School, 2006 38

Narrow 1.5 mm fieldFluence at d= 2.5 cm

normalized to the central axis value

0.0

0.2

0.4

0.6

0.8

1.0

1.2

0 2 4 6 8Off-axis distance (mm)

Electrons

Photons

Dose profile

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AAPM Summer School, 2006 39

Narrow 1.5 mm fieldDose water-to-air ratio

0.8

0.9

1

1.1

1.2

1.3

1.4

1.5

1.6

1.7

0 2 4 6 8Off-axis distance (mm)

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AAPM Summer School, 2006 40

0

0.2

0.4

0.6

0.8

1

1.2

-8 -6 -4 -2 0 2 4 6 8Off-axis distance (mm)

A14P

A14P corrected

A14P corrected anddeconvolved

OAR at d = 2.5 cm measured with A14PNarrow 1.5 mm field

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AAPM Summer School, 2006 41

OAR at d=2.5 cm

0

0.2

0.4

0.6

0.8

1

1.2

-8 -6 -4 -2 0 2 4 6 8Off-axis dstance (mm)

HS film

Monte Carlo

A14P corrected anddeconvolved

Narrow 1.5 mm field

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AAPM Summer School, 2006 42

Build-up dose measurements• Build-up dose calculations are challenging

but may be clinically important for DVH’s of superficial structures. However:– Discrepancies have been reported between

measured and calculated build-up doses at high photon energies.

– Benchmark measurements are needed to ensure the system accurately calculates dose in the build-up region.

– Benchmark measurements are prone to uncertainties ranging up to 50% of the local dose.

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0

20

40

60

80

100

0.0 0.5 1.0

Depth in water (cm)

Rel

ativ

e D

ose

(%)

EGSnrcNACPPEREGRINE

Buildup region – 6 MV - 10x10 cm2

30

40

50

60

0.0 0.1 0.2

13% discrepancy

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0

20

40

60

80

100

0.0 0.5 1.0 1.5

Depth in water (cm)

Rel

ativ

e D

ose

(%)

NACPEGSnrcPEREGRINE

Buildup region – 6 MV- 40x40 cm2

50

60

70

80

0.0 0.1 0.2

10% discrepancy

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AAPM Summer School, 2006 45

NACP chamber response in buildup region

cavair air

Q WDm e

⎛ ⎞⎛ ⎞=⎜ ⎟⎜ ⎟⎝ ⎠⎝ ⎠

max max

( ) ( )

( ) ( )cav

cav

D d Q d

D d Q d=

NACPmeasurementDOSRZnrc cavity

simulations

69.0 ± 0.3 %67 ± 2 %40x40

47 ± 2 %45 ± 1 %10x10

Measured relative surface ionization

Calculated relative surface cavity dose

Field size (cm2)

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AAPM Summer School, 2006 46

Perturbation correction factors – 10x10 cm2

( )( ) ( ) ( )water

watercavwater airair

L dD d D d dρ⎛ ⎞⎜ ⎟⎜ ⎟⎜ ⎟⎝ ⎠

= Φ

0.78 ± 0.020.0

0.99 ± 0.0081.5

Perturbation correctionDepth (cm)

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AAPM Summer School, 2006 47

Sources of chamber perturbation

guard ring

Effective point of

measurement?

3 mm5 mm

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0

20

40

60

80

100

0.0 0.5 1.0

Depth in water (cm)

Rel

ativ

e D

ose

(%)

EGSnrc

PEREGRINE

Buildup region – 10x10 cm2

PEREGRINE overestimates dose near surface by 6%

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AAPM Summer School, 2006 49

Kawrakow (2006) Med. Phys. 33, 1829

Reconciling measurements andcalculations in the build-up region by adjusting EPOM

->simple if it works; but is chamber dependent!

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AAPM Summer School, 2006 50

Measurements in the presence of beam modifiers - MLC’s

• Leakage and Transmission– contributes >10% of open field dose in IMRT– spectrum (beam hardening)– contribution to organs at risk– widening of penumbra (rounded leaf ends)

• Tongue and groove effect– 10-15% under-dosing for static fields– no detailed study for IMRT

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Across leaf bank

0

20

40

60

80

100

-15 -10 -5 0 5 10 15Inplane (cm)

Rel

ativ

e D

ose

(%)

IC04DYNVMLC

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Along direction of leaf motion

0

20

40

60

80

100

-15 -10 -5 0 5 10 15Crossplane (cm)

Rel

ativ

e D

ose

(%)

IC04DYNVMLC

BEAM profiles systematically narrower (1-2 mm)

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Validation – 5 cm offset

0

20

40

60

80

100

-15 -10 -5 0 5

Crossplane (cm)

Rel

ativ

e D

ose

(%)

DYNVMLCIC04

5 cm

crossplane

inplane

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AAPM Summer School, 2006 54

MLC bar pattern

0

20

40

60

80

100

-25 -20 -15 -10 -5 0 5 10 15 20 25

Inplane (cm)

Rel

ativ

e D

ose

(nor

mal

ized

to o

pen

field

)

DYNVMLCDiode

+ Inplane

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0

20

40

60

80

100

-8 -6 -4 -2 0 2 4 6 8Crossplane (cm)

Rel

. Dos

e (%

)

MCCA24Film

0

20

40

60

80

100

-8 -6 -4 -2 0 2 4 6 8Inplane (cm)

Rel

. Dos

e (%

)

CA24MCFilm

Static Delivery

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Importance of beam modeling for 3D-CRT

Monte Carlo – all tissues to water CADplan

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All tissues to water, plan 2

cord

0

20

40

60

80

100

120

0 200 400 600 800 1000 1200 1400Dose (cGy)

CADplanxVMC

The conventional planningsystem uses a pencil beam

algorithm once MLC is used as

beam shaping device

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AAPM Summer School, 2006 58

Validation – MLC leakageLeaf material density and abutting leaf air gap were chosen to match simulated MLC leakage profiles with film measurements

• leaf gaps measured physically

• measured leakage is sensitive to measurement configuration

• simulation should match measurement geometry

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AAPM Summer School, 2006 59

Interleaf leakage at 2 cm offset

0.0

0.5

1.0

1.5

2.0

-6 -4 -2 0 2 4 6

Inplane (cm)

Rel

ativ

e D

ose

norm

aliz

ed to

Ope

n fie

ld

FilmBEAMnrc/DOSXYZnrc

• density = 17.7 g/cm3

• interleaf air gap = 0.0057 cm

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AAPM Summer School, 2006 60

Interleaf leakage at 4 cm offset• 0.2- 0.3 %

increase in transmission due to leaf driving screw hole

0.0

0.5

1.0

1.5

2.0

-6 -4 -2 0 2 4 6

Inplane (cm)

Rel

ativ

e D

ose

norm

aliz

ed to

Ope

n fie

ld

BEAMnrc/DOSXYZnrcFilm

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AAPM Summer School, 2006 61

Leakage between abutting leaves

0

5

10

15

20

25

30

-5 -4 -3 -2 -1 0 1 2 3 4 5

Crossplane (cm)

Rel

ative

dos

e no

rmal

ized

to o

pen

field

Film

BEAMnrc/DOSXYZnrc

• abutting leaf gap = 0.004 cm

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Depth dose profiles

0

20

40

60

80

100

0 5 10 15 20 25Depth in water (cm)

Rel

ativ

e D

ose

(%)

IC04

DYNVML

IC04

DYNVMLC

2x24x4

10x10

20x20

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0

20

40

60

80

100

-8 -6 -4 -2 0 2 4 6 8Inplane (cm)

Rel

. Dos

e (%

)

MCFilmCA24

0

20

40

60

80

100

-8 -6 -4 -2 0 2 4 6 8

Crossplane (cm)

Rel

. Dos

e (%

) MCfilmCA24

Dynamic Delivery

Film measurement uncertainty ?

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EDR2 d=1.5 cm ~200 cGy

(0.022 x 0.022 cm2 pixels)

BEAMnrc/DOSXYZnrc

(0.22 x 0.22 x 1 cm3

voxels)

IMRT pattern

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IMRT pattern

rms diff = 3.5 %

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AAPM Summer School, 2006 66

Some conclusions on “Measurements in the presence of beam modifiers”

• Use suitable detectors: photon diode, small volume ionization chamber, diamond detector, radiochromic film (EBT - humidity effects!)

• MLC leakage, transmission and field definition calculations need to agree with measurements - think about dose calculations to organs at risk!!– measurements are used to optimize dimensions and

properties in calculation model– the beam model must be realistic to ensure proper OAR

dose calculations ALSO for non-IMRT planning– therefore: contact manufacturer if you are sure of your

measurements and agreement is not obtained

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AAPM Summer School, 2006 67

In-phantom measurements to verify dose calculation accuracy

• Assuming beam models have been verified and found accurate, inherent dose calculation accuracy in patient or phantom may be compromised by implementation issues such as:– voxel-to-region alignment, voxel sizes– CT - interaction coefficient conversion– runtime limitations, smoothing options

• Verification is needed in heterogeneous phantoms– simple, slab-based phantoms– more complex heterogeneous phantoms

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Slab Phantoms, photon beam, 6 MV(Gammex -RMI, tissue equivalent materials):

1.0 cm

3.0 cm

20.0 cm

SW

SW

bone

1.0 cm SW

6.0 cm lung

20.0 cm SW

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AAPM Summer School, 2006 69

fluence perturbationof TLD in narrow field?

Heath et al 2004

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AAPM Summer School, 2006 70

Heath et al 2004

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TLD-700 response as a function of accumulated dose…

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Slab Phantoms, electron beams(Gammex -RMI, tissue equivalent materials):

1.0 cm1.1 cm

6.0 cm

SW

SW

bone3.0 cm SW

6.0 cm lung

9.0 cm SW

Doucet et al 2003

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15 MeV electrons

Doucet et al 2003

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( )( )

=max

16,1.014 0.4%

,q

q

P medP d SW

9 MeV electrons

Doucet et al 2003

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15 MeV electrons

Doucet et al 2003

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9 MeV electrons

Doucet et al 2003

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Water phantom, Al rod on central axis, 15 MeV

Doucet et al 2003

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Doucet et al 2003

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AAPM Summer School, 2006 79

Layered lung-equivalent phantom (a) full slab and (b), tumorgeometry used in the measurement of dose. (Charland et al 2003)

More complex, realistic heterogeneous phantoms …

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AAPM Summer School, 2006 80

example detector locations

(a)

Spinal cord

Air-equivalent trachea

Tissue –equivalent tumor

Air –equivalent sinus

Bone-equivalent Cheek bone hard bone-

equiv.

~ 15 cm

air-equiv.

tissue-equiv.

tissue-equiv.

soft-bone equiv.

(b)

(a) sample detector locations within an anthropomorphic lung phantom;

(b) phantom with interchangeable air, bone, and tissue equivalent rods at illustrated locations, mimicking head/neck tissues.

Direct verification of treatment plans, realistic phantoms

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AAPM Summer School, 2006 81

Conclusions• Measurement issues are an important component of

commissioning and verification of a MC TP system.• The user of an MC-based TP system must be aware of

complications in measurements in non-equilibrium situations.• Suitability of detectors for a given purpose must be assessed

when planning system accuracy in these regions is at stake.• MC planning has the potential to be dosimetrically superior to

conventional planning systems especially in dose estimations for OAR’s -> BUT: to this end, extra validation is needed.

• Commissioning and verification should also carefully deal with the other components of the implementation such as CT to interaction coefficient conversion procedure, voxel statistics, smoothing functions, etc all of which are specific to MC planning systems.

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AAPM Summer School, 2006 82

Acknowledgments

• Students: Emily Heath, Kristin Stewart, Khalid Al-Yahya, Keyvan Jabbari, Andrew Alexander, Adam Elliott

• Post-doc: Gabriela Stroian• Staff: Frank Verhaegen, Wamied Abdel-Rahman, Slobodan

Devic, Ervin Podgorsak, Michael Evans, William Parker• Funding (operating): Canadian Inst. Health Research (CIHR),

National Cancer Inst. Canada (NCIC), Natural Sciences and Engineering Research Council (NSERC)