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Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

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Page 1: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Part I

Page 2: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Physicists do it in Hospital

Tong Xu

Dept. of PhysicsCarleton University

Page 3: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Why there are physicists in the hospital?

Page 4: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Medical Physicists

Where in the hospital can you find them? Diagnosis imaging departments:

• Radiology and Nuclear Medicine (CT, MRI, PET…) Cancer centre

• Medical Physics department (Radiotherapy)

What is their job? Make sure the equipments are working

according to their physics specifications Perform radiotherapy treatment planning

Page 5: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Why we need physicists to perform these tasks?

Let’s to go back to the history of some of the medical technologies.

Page 6: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Related Medical Technologies

X-ray CT

Magnetic Resonance Imaging

Radiation Therapy

Three examples …

Page 7: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Discovery of X-ray

First discovered by German Physicist Wilhelm C. Röntgen in 1895

On a New Kind of Rays Nature 53, 274-276 (23 January 1896)

Page 8: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Discovery of X-ray Independently

discovered by Nikola Tesla in 1896

Page 9: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Discovery of x-ray 1. Crookes Tube

Invented by Sir William Crookes, chemist and physicist, around 1860s.

A demonstration of the cathode ray – accelerated electron beam.

Page 10: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Discovery of x-ray2. Cathode ray

Page 11: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Cathode ray is a beam of electrons

Page 12: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Discovery of x-ray3. Rontgen’s experiment

Page 13: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

A mystery radiation was coming out from the tube

Röntgen called it

X-ray

In fact, x-ray is just a ray of light photons with much higher energy than

ordinary light

Page 14: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Typical x-ray spectrum

Page 15: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Medical Application of x-ray

Page 16: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Röntgen received the First Physics Nobel price in 1901

Page 17: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

X-ray radiograph

It’s a shadow image of human

Page 18: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

What do we need to see through a human?

X-ray

Page 19: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

X-ray Computer tomography

Page 20: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

X-ray projections of heart

Page 21: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

CT Image reconstruction

Projections at different angle 3D structure

http://rpop.iaea.org/

Page 22: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Inventers

Theory proposed by a physicist Allan MacLeod Cormack in1956 two papers in the Journal of Applied Physics

in 1963 and 1964

First Prototype by electrical engineer Godfrey Hounsfield in 1969

Page 23: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

The first CT prototype

First Prototype by Godfrey Hounsfield in 1969

Page 25: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging1. Stern molecule beam (1922)

Individual gas molecules fly through a pair of magnets

developed by German Physicist Otto Stern and Walther Gerlach in 1922

Page 26: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging2. Some nucleus are like tiny

magnets

S

N

S

N

Detector

Page 27: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging2. Some nucleus are like tiny

magnets

N

S

S

N

Detector

S

N

S

N

Page 28: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Otto Stern received Physics Nobel prize in 1943

Page 29: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging3. Precession of magnetic dipoles

Some nuclear has magnetic momentum

They are like magnetic dipoles

They precess around the external magnetic field Just like a Gyroscope

Check out this animationhttp://www.simplyphysics.com/MRI_shockwave.html

B

Page 30: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging3. Precession of magnetic dipoles

The precession frequency

ω is in the radio frequency range is the Gyromagnetic ratio

BB

Page 31: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging3. Precession of Magnetic dipoles

BAligned against the external

Magnetic field B

Higher energy state

Aligned with the external Magnetic field B

Lower energy state

The nucleus feel more comfortable to stay in lower energy state

N

S

Page 32: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging4. Nuclear Magnetic Resonance

What if I send nucleurs a Radio wave that has the same frequency as the

precession?

American physicist Isador I. Rabi had an great idea!

Page 33: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging4. Nuclear Magnetic Resonance

Detector

S

N

S

N

Radio frequency signal ~

Page 34: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging4. Nuclear Magnetic Resonance

The nucleus will resonance with the RF wave

They absorb RF energy

And flip to higher energy state

Can measure the nuclear magnetic montemtum precisely

Page 35: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Isador I. Rabi received Physics Nobel prize in 1944

Page 36: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging5. NMR with solids and liquids

In 1946, two other Americans, Edward M. Purcell and the Swiss-born Felix Bloch, separately apply this nuclear magnetic resonance (NMR) method to solids and liquids.

Page 38: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Principle of NMR

Since the gyromagnetic ratio γ is unique for nucleus of each elementsNuclear Magnetic Resonance is a powerful tool for chemical analysis

B

Resonance frequency

Page 39: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Until 1970s….

Page 40: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnet Resonance Imaging5. Apply NMR to imaging

Paul Lauterbur & Peter Mansfield applied NMR to image body in 1970s

Introduced gradients to the magnetic field

Thus, frequency the radio wave emitted by the nucleus tell us where they are.

Page 41: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Magnetic Resonance Imaging

Page 42: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

MRI scanner

Source: sfu.ca

Page 43: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

MRI

A technique for imaging soft tissues

source: lecture slides from Prof. I. Cameron

Page 45: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Cancer diagnosis

http://www.dcmsonline.org/

Ch

est

X-

ray

x-ra

y C

T

Nu

cle

ar

Med

icin

e

Page 46: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Physics in Cancer treatment

Page 47: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Radiation Therapy

Uses ionizing radiation

Kills tumour by damaging tumour cells

Page 48: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Radiation therapy

Page 49: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

External beam radiation therapy

Use x-ray generated from linear accelerator.

Max energy: 4~20 (MeV, 106 eV)

Mega-Electron-Volt Compare to visible light: 2-3 eV Compare to UV light: 3-5 eV 1000,000 times higher than UV light

Page 50: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Linear accelerator (Linac)

Source:www.cerebromente.org.br

Accelerated high energy electron beam hit aTungsten target

Produce high energy x-ray beam

Page 51: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Treatment planning

Page 52: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

It’s also a job for physicists !

X-ray , electrons, photons, scatter radiation dose …

Only a medical physicist were trained to deal with them !

Page 53: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Summary

Many medical technologies are originated from physics discovery.

Then, developed by physicists.

Medical physicists are The “customer service” team Improve the techniques Develop new techniques

Page 54: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Ionizing radiation damages the cell

Ionizing radiation

DNA

x-ray photons

Electron

Page 55: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Ionizing radiation

DNA

X-ray photon

Page 56: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Excited by physics discoveries

Passionate about People’s well being

Page 57: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Positron Emission Tomography (PET)

http://www.mni.mcgill.ca/cog/paus/techniques.htm

Page 58: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

PET image

Page 59: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

How is x-ray been generated?1. Bremsstrahlung radiation

Page 60: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

How is x-ray been generated2. Characteristic x-ray radiation

Page 61: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Part II

Page 62: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Positron Emission Tracking (PeTrack): the prototype and its evaluations

Tong Xu, Marc Chamberland, Benjamin Spencer, Simon Massad

Carleton University, Ottawa, Canada

Page 63: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Outline

Introduction

Concept of PeTrack

Simulation study and results

The prototype the evaluation

Conclusion

Page 64: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

External beam Radiation therapy

http//www.stfranciscare.org

Page 65: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Radiation delivery requirement

Deliver high radiation dose to tumour

Minimize radiation to healthy tissue around the tumour

Page 66: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Accurate delivery of x-ray beam

3 Tricks...

Page 67: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Trick #1:Focusing multiple beams

Page 68: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Trick #2:Collimate the beam to the shape of tumour

This method is called3D-conformal radiation therapy (3D-CRT)

Page 69: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

3D conformal Radiation therapy (3D-CRT)

Shape the field following the outline of tumor

Page 70: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Trick #3:Intensity modulation inside the field

This is one step forward of 3D-CRT, with the addition of intensity modulation inside the field.Intensity modulated radiation therapy (IMRT)

Page 71: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Tumour

Spinal cord3D

-CRT

Intensity is uniform inside the field

Page 72: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

IMRT

Intensity is not uniform inside the field

Page 73: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Accuracy of radiation therapy Significant development has been

done in diagnose and delivery techniques (PET, SPECT, IMRT…)

The tumor motion remains a limiting factor.

Page 74: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

The moving target

Tumour moves due to:RespirationCardiac beatingOther visceral motions

Page 75: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

The tumor can move by more than 3 cm !

Page 76: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Three level of motion management

None Breath holding orRespiratory gating

Real-timetumor tracking

Radiation field

Page 77: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Motion management

Breath holding

Respiratory gating

Page 78: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Breath holding

Methods:– Self breath holding – Active breathing control device

Limitations– Reproducibility (up to 6 mm residual

motion)– Difficult for Lung cancer patient to

tolerate

Page 79: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Respiratory gating

Breath normally!

Uses: External markers Implanted internal markers Others

– Spirometry– Temperature sensor– Strain gauge…

Page 80: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Respiratory gating

LinacBeam

On

Off

Gating Thresholds

Berbeco et al. 2005

Page 81: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

External markersTang et al. 2004

Page 82: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Correlation between external and internal motion Koch et al 2004

Page 83: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Unstable breathing Ozhasoglu et al. 2002

Page 84: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Phase shift Ozhasoglu et al. 2002

Page 85: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Internal markers

Implanted in or close to tumor

Invasive

Provide exact location of tumor

Page 86: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Internal marker tracked by x-ray Shirato et al. 2000

X-ray tube

Image detector

Page 87: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Radiation dose from the x-ray fluoroscopy Shirato et al. 2004

Up to 1.2 Gy skin dose per hour of treatment time

Not feasible for intensity modulated radiation therapy – 20 – 30 minutes /fraction– large volume of normal tissue 25-30% of

tumor dose!

Page 88: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Calypso® 4D LocalizationSystem (EM marker)

Page 89: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

MRI artifacts of EM transponders X Zhu et al, 2009

Page 90: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

RealEye tracking system Shchor et al 2010

Page 91: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

RealEye tracking system Can only track one marker

Can not be used for 10MV beam or higher due to induced radioactivity

Page 92: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Tracking with Positron emission marker

Miniature markers ( 0.8 mm)

Labeled with positron emission isotopes (0.1 mCi)

Track markers by detecting annihilation gamma

Page 93: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

PeTrack

Page 94: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

PeTrack is NOT PET

(Clinical Whole body PET)

Can PET system locates an object with <1 mm accuracy?

Over-all image resolution of PET : 4 - 8 mm

Page 95: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Yes, if the geometry of the source is known

Find a point in 3D with the minimum summed distance to the coincident lines

It is NOT image reconstruction !

Page 96: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Localize PeTrack marker

Patient

Detector Detector

Page 97: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

PeTrack system for tumor tracking

Linac

PeTrack detectors

PositronemissionMarker

Page 98: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

PeTrack Detector modules

Detector module

Page 99: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

PeTrack marker and isotopes

I-124 As-74 Rb-84

T1/2

(days)

4.2 18 32

β+

Fraction23% 29% 23%

Can be implanted with biopsy needle of size 18 Gauge (1.27 mm)

Page 100: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

The challenge

Page 101: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

The algorithm

Classify the coincident lines using Mixture-of-Gaussians clustering technique

Determine the position of each markers from its coincident line cluster

Page 102: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Find the true location with iteration

Initial estimation

Page 103: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Computer simulation results

Based on a Monte Carlo simulation package: GEANT4.Four markers were simulated

Page 104: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Localization precision

0 50 100 150 200 2500.0

0.5

1.0

1.5

Loca

lizat

ion

erro

r (m

m)

Coincidient Lines per marker

Page 105: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Dynamic Thorax Phantom

Page 106: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Phantom rod

Page 107: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

MarkerDirection of motion

RMSE (mm)

3D RMSE (mm)

R2

1

AP 0.30

0.39

0.844

LR 0.20 0.954

IS 0.14 0.997

2

AP 0.42

0.53

0.636

LR 0.26 0.812

IS 0.17 0.997

3

AP 0.29

0.40

0.969

LR 0.25 0.986

IS 0.13 0.998

Average 0.24 0.44 -

Page 108: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

The PeTrack Prototype

Page 109: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

BGO crystal and Position Sensitive PMT

Page 110: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University
Page 111: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Single Marker

Page 112: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Adj. R2

Measured amplitude

(mm)

Expected value(mm)

Error(mm)

x 0.99 9.63 ± 0.05 10.00 -0.37

y 0.99 5.16 ± 0.04 5.34 -0.18

z 0.81 0.65 ± 0.02 0.67 -0.02

Page 113: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

3D track of two markers

-5

0

5

10

15

-20

-15

-10

-50

510

-15

-10

-5

0

5

10

15

Page 114: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Positions of one of the marker

0 10 20 30 40 50 60

-5

0

5

10

15

positio

n (

mm

)

Time(s)

X Y Z

Page 115: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Two markers precision

Standard deviation of the distance between the two marks during the motion tracking: 0.73 mm

Estimated precision: 0.52mm

Page 116: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Conclusion

PeTrack can perform tracking of multiple fiducial markers with sub-mm precision

It is a potential technique for achieve hyperfractionation treatment for moving tumors.

Page 117: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Acknowledgement

Dr. Richard Wassenaar Nathan Churchill, University of

Toronto

Supported by Natural Sciences and Engineering Research Council of Canada

Page 118: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Thank you!

Page 119: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Tracking of a single Line marker

Page 120: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Life time dose (0.1 mCi marker)

Isotope 124I 74As 84Rb

Half life (days) 4.2 18 32

dose (Gy) @ 5 mm (volume: 0.5cc) 2.6 9.0 18.6

dose (Gy) @ 10mm (volume: 4.2cc) 0.7 2.46 4.96

dose (Gy) @ 15mm (volume: 14 cc) 0.32 1.09 2.24

Page 121: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

As compared with x-ray fluoroscopy dose Higher maximum dose

Very small volume effected (~ 10 cc vs 1000 cc

Can be implanted inside the tumor

Page 122: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Precision

5.0 mm PET spatial resolution provides 0.5 mm localization precision

With only about 100 events!

lines coincident ofNumber

resolution spatial PETPrecision

Page 123: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Motion trace of marker #3 and

predicted motion trace

Page 124: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Distribution of the1D prediction error

Page 125: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

95th percentile (100 ms) = 2.3 mm

95th percentile (200 ms) = 2.7 mm

Distribution of the3D prediction error

Page 126: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Latency(s)

1D pred. error(mm)

3D pred. error(mm)

0.1 0.0 ± 0.8 1.3 ± 0.6

0.2 0.0 ± 0.9 1.4 ± 0.7

Page 127: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Life time doseActivity = 0.1 mCi

Page 128: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Sensitivity within the Field of view

Page 129: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Frame based stereotactic neurosurgery

http://www.elekta.com/healthcare_international_stereotactic_neurosurgery.php

Page 130: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Fiducial-less trackingSchweikard et. al. 2004

Synthetic a serial of CT at different time points by deforming two CT scans : Inhale and exhale

Registration of real-time x-ray projections with digitally reconstructed images from Synthetic CT scans

Registration computing time: 5 -10 sec Accuracy depends on the deforming

model of lung

Page 131: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Physical Requirement of tumor tracked radiation therapy

Track the tumor in real-time Predict the tumor position to

account for the lag of delivery system

Fast reaction of delivery system

Page 132: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Current internal tracking techniques

X-ray marker EM marker

Sampling rate 30 sec-1 10 sec-1

Precision 0.5 mm 0.2 mm

Marker size Φ0.8~1.6mm

Φ1.8mm x 8. mm cylinder

Radiation dose Upto 1.2 G/h Zero

Page 133: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Correlation between external and internal motionOzhasoglu et al. 2002

Page 134: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Complex tumor trajectory Ozhasoglu et al. 2002

Page 135: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Correlation coefficient (R)Koch et al. 2004

Page 136: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

SpirometryHoisak et al. 2004

Higher correlation (R= 0.51 - 0.99) than that of skin marker (R= 0.39 – 0.98)

Difficult to tolerate

Page 137: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Radiation dose from the x-ray fluoroscopy Shirato et al. 2004

Page 138: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

External markers -1

Passive or active infrared skin markers

Marker position tracked by camera in real time

Linac gated by the position of external markers

Page 139: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Linear accelerator generate pulsed x-ray

Pulse frequency– 100 – 400 Hz

Pulse width – 1 – 10 μs

Page 140: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Blanking of PeTrack detector

Expected data acquisition duty cycle > 80%

Page 141: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

PMT HV gating

Page 142: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Expectation-Maximization -1 Expectation step. Compute the

probabilities for all trajectories, n=1,…N, belonging to each cluster, k=1,…K

K

j

ij

ijn

ij

ik

ikn

iki

kn

mTdGa

mTdGap

1

)()()(

)()()(

)(,

,),(

,),(

Page 143: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Expectation-Maximization -2 Maximization step. Update

parameters

N

pa

N

n

ikn

ik

1

)(,

)1(k

ik

ik Vmm

)()1(

N

n

ikn

N

n

ikn

ikn

ik

p

mTdp

1

)(,

1

2)()(

,)1(

),(

Page 144: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Previous worksGundogdu, 2005

Intended for industrial application Two particle was tracked Resolution 20 -30 mm

Page 145: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

The challenge

Simultaneously tracking of three or more markers

Distance between markers: a couple centimeters

The existing algorithm for single particle tracking dose not apply

Page 146: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Scatter rejection

R=2σ

Patient

Page 147: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Expectation-Maximization iterations

1. Initial estimation

2. Expectation Clustering by the probability of each trajectory

3. Maximization Update the position of markers

4. Repeat step 2 and 3 until converge.

Page 148: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Speed of the algorithm

Four markers 400 coincident events 2.8GHz P4

20 ms/run Tumor position can be updated at

a rate > 10 Hz

Page 149: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Lift time dose for different treatment duration

Page 150: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Required activity at the time of implanting

Page 151: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Breath holding

Methods:– Self breath holding – Active breathing control device

Limitations– Reproducibility (up to 6 mm residual

motion)– Difficult for Lung cancer patient to

tolerate

Page 152: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Respiratory gating

Breath normally!

Uses: External markers Implanted internal markers Others

– Spirometry– Temperature sensor– Strain gauge…

Page 153: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Respiratory gating

LinacBeam

On

Off

Gating Thresholds

Berbeco et al. 2005

Page 154: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

External markersTang et al. 2004

Page 155: Part I Physicists do it in Hospital Tong Xu Dept. of Physics Carleton University

Correlation between external and internal motion Koch et al 2004

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Unstable breathing Ozhasoglu et al. 2002

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Phase shift Ozhasoglu et al. 2002

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Identify failed markers

A failed marker should be identified automatically from the output of the algorithm

ka

k

Relative activity of marker # kRoot mean square distance form marker # k to its trajectories

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Identify failed markers

> 3 mm

< 0.02ka

k

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Identify failed markers with criteria

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The source of tumor motion Respiration

Cardiac beating

Other visceral motions

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Lung tumor motions trajectoriesSeppenwoolde et al. 2002

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Internal marker tracked by x-ray Shirato et al. 2000

X-ray tube

Image detector

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Internal marker tracked by x-ray Shirato et al. 2000

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Positron emission and annihilation

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Positron Emission Tomography (PET)

http://www.mni.mcgill.ca/cog/paus/techniques.htm

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PET image

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Physical limits on PET resolution

Humm et al, 2003

Over-all resolution: 4 - 8 mm(Whole body PET)

http://www.raytest.de/pet/clearPET/clearPET.html

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Three 22Na Markers

Activity of 22Na: ~425 kBq/marker

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PET Image reconstruction

http://depts.washington.edu/nucmed/IRL/pet_intro/intro_src/section4.html

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Yes! A single point source can be tracked with < 1 mm accuracy

Park et al. 1993, Park et al. 2002

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The algorithm

Assuming the distance from a marker to its annihilation coincident lines follows a Gaussian distribution

k Standard deviation ~ system spatial resolution

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Methods

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PeTrack simulation model Based on a Monte Carlo simulation

package: GEANT4 Patient: Φ 30cm x 60 cm water

phantom Distance from isocenter to detectors:

50 cm Detector: 40x40 array of 4x4x30 mm3

BGO crystals Energy resolution: 25% Spatial resolution ~ 4 mm

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PeTrack simulation model Marker: active 0.4 mm spherical

core with a 0.2 mm thick gold shell

Single marker simulation:– Sensitivity, scatter fraction, dose

Four markers with I-124 were placed around isocenter: (0,0,0), (15,0,0), (0, 20,0), (0,0,20) (in mm)– Evaluate the algorithm

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Definition of a valid event (trajectory)

Detected energies fall in the energy window (420-600 keV)

Coincidence has to be between detector A1 and A2, or between B1 and B2

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Simulate the initial estimation error Error on the initial estimation

– patient setup– respiration– marker migration

Initial estimation is generated randomly around the true position– ± 5, ± 10 , ± 15 mm

1000 runs of the algorithm

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Definition of success marker and run Localized by the algorithm within 1.5

mm from its true position

A successful run:– All four markers was allocated successfully

Precision:– Mean error among 1000 runs from the true

positions

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Run success rate

0 200 400 600 800 1000

20

30

40

50

60

70

80

90

100R

un s

ucce

ss r

ate

(%)

Coincident lines per marker

± 5 mm initial error ±10mm initial error ±15mm initial error

Total coincident lines per run

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Marker success rate

0 50 100 150 200 25065

70

75

80

85

90

95

100M

arek

er s

ucce

ss r

ate

(%)

Coincident lines per marker

± 5 mm initial error ±10mm initial error ±15mm initial error

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Number of runs with different number of Successful markers

Initial error range (mm)

± 5 ± 10 ± 15

All 4 markers are successful 997 985 777

3 markers are successful 3 15 144

2 markers are successful 0 0 75

1 marker is successful 0 0 4

All 4 markers failed 0 0 0

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Cardiac BeatingShirato et al. 2004

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Yes! A single point source can be tracked with < 1 mm accuracy

Park et al. 1993, Park et al. 2002, Sarah E. Palmer et al, 2006