3D Surface Imaging for PBI Patient Setup
Transcript of 3D Surface Imaging for PBI Patient Setup
AAPM 2006
3D Surface Imaging 3D Surface Imaging for PBI Patient Setupfor PBI Patient SetupG.T.Y. ChenG.T.Y. Chen11, Ph.D., M. Riboldi, Ph.D., M. Riboldi22, Ph.D., Ph.D.
ChristophChristoph BertBert33, Ph.D., D.P. Gierga, Ph.D., D.P. Gierga11, Ph.D., Ph.D.
1Massachusetts General HospitalHarvard Medical School
2TBMLab - Department of BioengineeringPolitecnico di Milano University
3GSI Darmstadt, Germany
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WG Conner 1975 WG Conner 1975 –– Motion detection Motion detection /cancellation imaging/cancellation imaging
JA Purdy 1978
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Video-based patient set-up
3-Dimensional:
• laser interferometry
- surface height maps
• stereo-photogrammetry
- point-based registration
- surface registration
2-Dimensional:
• video images with single / orthogonal cameras
accuracy
simplicityMarco Riboldi
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3-D point-based stereo-photogrammetry
BunkerControl roomSync-power and composite video
Digital data
3-D markers coordinates
gantry
radiationbeam
control points
TVC 1TVC 2IR flash IR flash
Isocenter localization
MotionAnalyzer
CPU
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Applications of 3-D point-based stereo-photogrammetry
G Baroni, CAS 2000Breast irradiation
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3-D surface scanning
G Baroni, MBEC 2003Breast irradiation
Opto-electronic surface sensingHybrid registration (surface fiducials / laser spots
JW Sohn, AAPM 2004Breast irradiation
Handheld laser scanning
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Recent References / Others
2-D patient set-up:1. Milliken BD, Rubin SJ, Hamilton RJ, Johnson LS, Chen GT. Performance of a video-image-subtraction-based patient
positioning system. Int J Radiat Oncol Biol Phys. 1997 Jul 1;38(4):855-66.2. Johnson LS, Milliken BD, Hadley SW, Pelizzari CA, Haraf DJ, Chen GT. Initial clinical experience with a video-based
patient positioning system. Int J Radiat Oncol Biol Phys. 1999 Aug 1;45(1):205-13.
3-D point-based stereo-photogrammetry:1. Rogus RD, Stern RL, Kubo HD. Accuracy of a photogrammetry-based patient positioning and monitoring system for
radiation therapy. Med Phys. 1999 May;26(5):721-8.2. Baroni G, Ferrigno G, Orecchia R, Pedotti A. Real-time opto-electronic verification of patient position in breast cancer
radiotherapy. Comput Aided Surg. 2000;5(4):296-306.3. Soete G, Van de Steene J, Verellen D, Vinh-Hung V, Van den Berge D, Michielsen D, Keuppens F, De Roover P,
Storme G. Initial clinical experience with infrared-reflecting skin markers in the positioning of patients treated by conformal radiotherapy for prostate cancer. Int J Radiat Oncol Biol Phys. 2002 Mar 1;52(3):694-8.
4. Weiss E, Vorwerk H, Richter S, Hess CF. Interfractional and intrafractional accuracy during radiotherapy of gynecologic carcinomas: a comprehensive evaluation using the ExacTrac system. Int J Radiat Oncol Biol Phys. 2003 May 1;56(1):69-79.
Surface registration:1. Moore C, Lilley F, Sauret V, Lalor M, Burton D. Opto-electronic sensing of body surface topology changes during
radiotherapy for rectal cancer. Int J Radiat Oncol Biol Phys. 2003 May 1;56(1):248-58.2. MacKay RI, Graham PA, Logue JP, Moore CJ. Patient positioning using detailed three-dimensional surface data for
patients undergoing conformal radiation therapy for carcinoma of the prostate: a feasibility study. Int J Radiat OncolBiol Phys. 2001 Jan 1;49(1):225-30.
3. Baroni G, Troia A, Riboldi M, Orecchia R, Ferrigno G, Pedotti A. Evaluation of methods for opto-electronic body surface sensing applied to patient position control in breast radiation therapy. Med Biol Eng Comput. 2003 Nov;41(6):679-88.
4. Sohn J, Kim S, Chvetsov A, Suh T, Jin H, Farr J. Three-Dimensional Surface Image Registration For Image-Guided IMRT To Breast. AAPM 2004 Proceedings.
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Clinical Implementation ofClinical Implementation ofIGRT for PBI : MicrocosmIGRT for PBI : Microcosm
Multiple Approaches to IGRT Multiple Approaches to IGRT Organ deformationOrgan deformationRespiration Respiration Quantify accuracy of methodsQuantify accuracy of methodsApply statistical rigor to IGRTApply statistical rigor to IGRTEtcEtc……
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Challenge: Setup of BreastChallenge: Setup of Breast•Irradiate involved quadrant of breast (vs. whole)•4.0 Gy X 8 fractions BID / 4 days (vs. 6 wks)•Escalate dose; minimize NT irradiation
Mini tangents and electron boost
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Imaging OptionsImaging Options
Image target (Image target (seromaseroma) ) directlydirectly (in room CT)(in room CT)
Surrogates (more commonly used)Surrogates (more commonly used)Skin tattoos Skin tattoos –– aligned to lasersaligned to lasersChest wall Chest wall –– imaged in radiographsimaged in radiographsBreast surface Breast surface –– 3D video imaging 3D video imaging ((newnew))Clips near seroma Clips near seroma –– imaged by radiographsimaged by radiographs
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Sources of UncertaintySources of Uncertainty
Elasticity of skin, arm position / lasersElasticity of skin, arm position / lasersChest wall is weakly coupled to tumor / breast Chest wall is weakly coupled to tumor / breast tissue tissue Skin /seroma correlation Skin /seroma correlation -- deformation affects deformation affects accuracyaccuracyClip migration / seroma shrinkage affects Clip migration / seroma shrinkage affects radiographic accuracyradiographic accuracy
Conebeam CT Conebeam CT ––beforebefore not during Rxnot during Rx
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Outline:Outline:
1)1) System DescriptionSystem Description2)2) System PerformanceSystem Performance3)3) Patient StudiesPatient Studies4)4) Target Registration AnalysisTarget Registration Analysis5)5) SummarySummary
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1. Surface Imaging Hardware1. Surface Imaging Hardware
POD 1
POD 2
GantryAlignRT
Linac1Linac2(Protons)
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Each pod containsEach pod contains……..
SpeckleCamera
SpeckleCamera
ProjectionTexture
CamFlash
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Speckle imageSpeckle imageTwo camera podsTwo camera podsFlash modeFlash mode
Speckle patternSpeckle pattern6 images captured6 images captured
Surface Surface coordscoords in 3Din 3DSurface matching to Surface matching to maximize maximize congruence between congruence between reference and Rx reference and Rx surfacessurfaces
Torso phantom
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Interactive DemoInteractive Demo
Use file Marco 2006 Use file Marco 2006 phantom.objphantom.objD:D:\\Research Projects 06Research Projects 06\\spine 3d spine 3d videovideo\\viewerviewer\\SurfaceView.exeSurfaceView.exe
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3D Surface Alignment Process3D Surface Alignment Process(analogous to conventional IGRT)(analogous to conventional IGRT)
Define reference surface (CT or 1Define reference surface (CT or 1stst Rx)Rx)Acquire daily surface image (after laser Acquire daily surface image (after laser setup)setup)Match daily 3D image with ref image Match daily 3D image with ref image through surface matchingthrough surface matchingAdjust patient positionAdjust patient position(Verify post move)(Verify post move)
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2.Characterize System Performance2.Characterize System Performance
What is the smallest misalignment detectable by What is the smallest misalignment detectable by this 3D video system?this 3D video system?
Performed phantom and Performed phantom and calculationalcalculational experiments experiments to measure system performance.to measure system performance.
C. Bert et al Medical Physics 2005, M Riboldi 2006
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Ground TruthGround Truth
Breast phantom
High precision mechanical stage
(digital micrometer, 1/100 mm)
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Determine System AccuracyDetermine System Accuracy
Acquire reference surfaceAcquire reference surfaceMove mechanical stage known amount Move mechanical stage known amount Acquire Acquire ““dailydaily”” surface image / query system surface image / query system ––how much did it move?how much did it move?Compare Compare ground truthground truth (known move) with (known move) with AlignRT calculated shift.AlignRT calculated shift.
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Phantom Study ResultsPhantom Study Results•18 readings / data points
•range of shifts: [-2, +2] mm in each direction (VRT, LNG, LAT)
•compared AlignRT-suggested shifts vs. digital micrometers (ground truth)
VRT LNG LAT 3-D
MEAN 0.011 0.011 0.011 0.1
1SD 0.144 0.144 0.144 0.227
Translation differences [mm]
Minimum detectable translational shifts is subMinimum detectable translational shifts is sub--mm.mm.
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High precision mechanical stage (digital micrometer, 1/100 mm)
Can system detect small angular misalignments?
VRT
LNG
LAT
Phantom virtual experimentPhantom virtual experiment
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Results – 6 DOF transformation parameters
Virtual phantom experiment
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VRT LNG LAT ROT PR1 PR2
diffe
renc
es [m
m] [
deg]
mean±SD
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3.Patient Studies3.Patient Studies
Analyze multiple methods of PBI setup (Laser, Analyze multiple methods of PBI setup (Laser, Chest Wall, Iris, AlignRT) Chest Wall, Iris, AlignRT) Comparative / Comparative / quantitative analysis of method accuracy.quantitative analysis of method accuracy.Metric: residual displacements on target localization Metric: residual displacements on target localization after alignment (after alignment (Target Registration ErrorTarget Registration Error))Data analysis performed on a Data analysis performed on a statistical basisstatistical basis (non (non parametric Friedman ANOVA and Wilcoxon tests)parametric Friedman ANOVA and Wilcoxon tests)
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Patient Imaging ProtocolPatient Imaging Protocol
Patient alignedby lasers
OrthogonalIRIS images:
Clip based moveTreat
ImageSMT
ImageSME
ImageSML
SMRfrom CT
SMT1 as reference for VisionRT TRE evaluation
DRRsfromCT
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4.Target Registration Error4.Target Registration Error
The TRE is the vector difference between the The TRE is the vector difference between the target as aligned by method target as aligned by method a,b,ca,b,c…… and ground and ground truth.truth.Ground truth: defined by clips (DRRs, Planning Ground truth: defined by clips (DRRs, Planning CT)CT)
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Laser TRELaser TRE
Align breast by laser; take radiographs of clips (ground Align breast by laser; take radiographs of clips (ground truth). Calculate shifts needed to bring clip into congruence truth). Calculate shifts needed to bring clip into congruence with ref image clip position (TRE of Lasers)with ref image clip position (TRE of Lasers)
GT
Lasers
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Chest Wall (CW) TREChest Wall (CW) TREBegin with perfect IRIS clip alignment; align CW to ref DRR; Begin with perfect IRIS clip alignment; align CW to ref DRR;
vector difference is CW TREvector difference is CW TRE
SupInf
Ant
Post
TClips
Chest Wall
TSupInf
Ant
Post
TClips
Chest Wall
T
Chest Wall alignment
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AlignRT TREAlignRT TRE
Begin with perfect IRIS clip alignment; match surfaces; apply Begin with perfect IRIS clip alignment; match surfaces; apply transformation to isocenter. Difference vector is AlignRT transformation to isocenter. Difference vector is AlignRT TRE.TRE.
Surface mismatch
Matched surfaces
TRE
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IRIS (radiographic) SystemIRIS (radiographic) System
IRISX-ray Tube retract
Detector Arms retract
Steve JiangGreg SharpRoss Berbeco
Berbeco et al Phys Med Biol 2004:49:243-257
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Radiographic (IRIS) TRERadiographic (IRIS) TREAcquire IRIS radiographs; calculate shifts; make shifts; reAcquire IRIS radiographs; calculate shifts; make shifts; re--image, image, DIPS. IRIS TRE is inexactness in repositioning patient EXACTLY tDIPS. IRIS TRE is inexactness in repositioning patient EXACTLY to o calculated shift; calculated shift; ieie residual error in setup.residual error in setup.
IRIS alignment
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TRE Analysis ResultsTRE Analysis ResultsTRE analysis
Median 25%-75% Min-Max Laser
IrisVisionRT
CW
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1.43D
TR
E [c
m]
MediansLaser: .79 cmIris: .22VRT .32CW: .57
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Statistical AnalysisStatistical Analysis
• Is there a meaningful difference between Laser, Iris, Chest Wall and VisionRT TREs?
YES -> Friedman ANOVA test (p<0.00004)
• Where is the difference?
Wilcoxon rank test:
LASER vs IRIS p<0.0037
LASER vs AlignRT p<0.0044
IRIS vs AlignRT p<0.21
CW vs LASER p<0.11
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Statistical Analysis ResultsStatistical Analysis Results
• Laser, Iris, CW and VisionRT can be divided in 2 groups, in terms of TRE results:
CW
Laser
Iris
AlignRT
Median TRE
≈ 6-8 mm
Median TRE
≈ 2-3 mm
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QuestionQuestion
If the intrinsic accuracy of surface based If the intrinsic accuracy of surface based alignment is <0.5mm (as shown in precision alignment is <0.5mm (as shown in precision phantom experiments), then why are patient phantom experiments), then why are patient TRETRE’’ss on the order of 3mm?on the order of 3mm?(TRE of IRIS radiographic clip alignment is (TRE of IRIS radiographic clip alignment is about 2mm)about 2mm)Deformation? Respiration? Other effects?Deformation? Respiration? Other effects?
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SMT2 SMT3 SMT4
SMT5 SMT6 SMT7
SMT8
Is there breast deformation?Patient 4: Generally, reference surface andtreatment surfaces are within 2mm after6 DOF fit. (green areas)
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Can we use CT Breast SurfacesCan we use CT Breast Surfacesas reference image?as reference image?
Rx: Rt BreastRx: Lt Breast
Estimated magnitude Estimated magnitude ––using GE Workstation to measure using GE Workstation to measure ––Pt 4 ~ 5 mm; Pt 5 ~ 3Pt 4 ~ 5 mm; Pt 5 ~ 3--4 mm4 mm
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Ongoing Studies:Ongoing Studies:
TRE as a function of breast size and height TRE as a function of breast size and height above chest wall. above chest wall. Protocol extended to 300 PBI patients.Protocol extended to 300 PBI patients.IntraIntra--fractional dosimetric variations due to fractional dosimetric variations due to breathingbreathing
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Why surface imaging if we have Why surface imaging if we have ground truth by clips?ground truth by clips?
Faster Faster ––guide to optimal position, verify as guide to optimal position, verify as neededneededReduce radiation in comparison to radiographsReduce radiation in comparison to radiographsSurveillanceSurveillance during Rxduring RxNot every machine has conebeam CT or OBINot every machine has conebeam CT or OBIApplications in charged particle beam Applications in charged particle beam radiotherapy.radiotherapy.
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5.Summary5.Summary
Determined that TRE of 3D surface imaging Determined that TRE of 3D surface imaging system superior to conventional methods.system superior to conventional methods.
Applied statistics to provide significanceApplied statistics to provide significance
Respiration remains issue if accuracy < 2 Respiration remains issue if accuracy < 2 mm is desired.mm is desired.
Deformation is minimal in patients studiedDeformation is minimal in patients studied
3D technology promising for PBI setup3D technology promising for PBI setup
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AcknowledgementsAcknowledgements
Steve Jiang ,Greg Sharp, Julie Steve Jiang ,Greg Sharp, Julie TurcotteTurcotteSimon Powell, Alphonse Taghian, Angela Katz, Simon Powell, Alphonse Taghian, Angela Katz, Ellen Kornmehl Ellen Kornmehl MGH Radiation TherapistsMGH Radiation TherapistsTechnical advice: Norman Smith / Ivan Meir Technical advice: Norman Smith / Ivan Meir VisionRTVisionRTStudy conducted under IRB protocol.Study conducted under IRB protocol.
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ReferencesReferences
Bert, C et al: Bert, C et al: A phantom evaluation of a stereo-vision surface imaging system for radiotherapy patient setup Med Phys 32:9 2005Bert, C. et al: Initial Clinical Experience with Bert, C. et al: Initial Clinical Experience with Surface Imaging for PBI: Surface Imaging for PBI: IntInt J J RadRad Onc Bio Onc Bio Phys March 15, 2006Phys March 15, 2006Riboldi, M: submitted for publication 2006Riboldi, M: submitted for publication 2006GiergaGierga, DP: Oral presentation at ASTRO 2006, DP: Oral presentation at ASTRO 2006