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7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff Hugo, Ph.D. Virginia Commonwealth University Washington University School of Medicine [email protected] Disclosures Employee of Virginia Commonwealth University / Washington University Research Grants: NIH, Varian Medical Systems Royalties: Varian Medical Systems All radiation therapy is inherently 4D.

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Page 1: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Clinical Impact and Applications of 4D Imaging (in RT)

Geoff Hugo, Ph.D.

Virginia Commonwealth University

Washington University School of Medicine [email protected]

Disclosures

• Employee of Virginia Commonwealth University / Washington University

• Research Grants: NIH, Varian Medical Systems

• Royalties: Varian Medical Systems

All radiation therapy is inherently 4D.

Page 2: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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All radiation therapy is inherently 4D.

• Simulation to treatment time

• Delivery time

• Fractionation

But what do we really mean by 4D?

• Volumetric (3D plus time) measurement

• of (quasi)periodic respiration in thorax and upper abdomen.

• Incorporation into radiation therapy planning and delivery.

4D Imaging - some terms

• 4D Image: the complete spatial and temporal image

• Frame: One instantaneous time or phase point in the image.

• A 4D image is composed of multiple 3D frames (3D + time).

Page 3: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Almost any modality can be 4D

• CT, MRI, PET, ultrasound, etc.

• Rarely is 4D collected through subsequent rapid 3D frames

• Mainly, collect portions of image over multiple breathing cycles, and stitch these together

Example 4D(CT) Image Acquisition

• Slice acquired – few 100 ms

Example 4D(CT) Image Acquisition

• Slice acquired – few 100 ms

• Breathing cycle – 5-7 s

• Acquire ~10-12 frames over breathing cycle

Breathing signal

Page 4: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Example 4D(CT) Image Acquisition

• Slice acquired – few 100 ms

• Breathing cycle – 5-7 s

• Acquire ~10-12 frames over breathing cycle

• Move to next slice position, repeat

Breathing signal

Example 4D(CT) Image Acquisition

• Slice acquired – few 100 ms

• Breathing cycle – 5-7 s

• Acquire ~10-12 frames over breathing cycle

• Move to next slice position, repeat

Breathing signal

Example 4D(CT) Image Acquisition

• Slice acquired – few 100 ms

• Breathing cycle – 5-7 s

• Acquire ~10-12 frames over breathing cycle

• Move to next slice position, repeat

• Finally, stack slices into a 3D frame, frames into a 4D image

Breathing signal

Page 5: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Considerations with 4D Imaging

• So 4D is not really 4D• In the sense of 3D + time• Rarely a true ‘3D cine’ image

• This can lead to:• Artifacts• Incomplete representation of motion

• Keep this in mind – clinical applications

Yamamoto, IJROBP, 2008

A Brief Timeline of 4D Imaging in RT

Imaging

Clinical Use

1990 2000 2003 2005 2010 Today

4DCT4D Cone Beam CT

Exhale / Inhale Breath hold CT 4DMRI

4D PET/CT

Low-dimensional motion models

ITV / motion margin

Deformable dose accumulation

4DCT ventilation imaging

4D treatment planning

Motion-compensated reconstruction (4DCBCT, 4DPET)

Clinical Applications of 4D Imaging

4D Treatment Planning

4D Ventilation Imaging

4D Image Guided Radiotherapy

Deformable Dose Accumulation

Page 6: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Clinical Applications of 4D Imaging

4D Treatment Planning

4D Ventilation Imaging

4D Image Guided Radiotherapy

Deformable Dose Accumulation

Irradiated Image Reference Image

(where we want to know the dose)(where we computed the dose)

Deformable Dose Accumulation

Courtesy:J. Siebers

Irradiated Image Reference Image

(where we want to know the dose)(where we computed the dose)

Deformable Dose Accumulation

Courtesy:J. Siebers

Establish correspondenceBy image registration

Page 7: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Irradiated Image Reference Image

(where we want to know the dose)(where we computed the dose)

Deformable Dose Accumulation

Courtesy:J. Siebers

Deformable Dose Accumulation

Courtesy:J. Siebers

Irradiated Image Reference Image

Deformable Dose Accumulation

Courtesy:J. Siebers

Irradiated Image Reference Image

Page 8: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Deformable Dose Accumulation

• Register all frames to reference

• Compute dose on irradiated frames

• Deform dose to reference frame

• Accumulate all deformed doses

• Uses:• Improve prediction of delivered dose

• Outcomes modeling, margin analysis, etc.

• 4D treatment planning

Single Frame

All Frames

Accumulated

Clinical Applications of 4D Imaging

4D Treatment Planning

4D Ventilation Imaging

4D Image Guided Radiotherapy

Deformable Dose Accumulation

Clinical Applications of 4D Imaging

4D Treatment Planning

4D Ventilation Imaging

4D Image Guided Radiotherapy

Deformable Dose Accumulation

Page 9: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Motion Management in Planning –Static Delivery

• Free breathing CT (not recommended)• Simple

• Imprecise, introduces systematic error in IGRT

• Motion Envelope / Internal Target Volume (ITV)

• Simple, given 4DCT

• Doesn’t allow proper (quadratic summation) margins

• Mid-ventilation

• Properly handles margins• Smaller margin than ITV

• Requires margin formula (with assumptions)

ITV Generation• 4DCT -> Maximum Intensity

Projection (MIP) -> Contour MIP

• Only contour one image

• May be difficult to define motion envelope

Underberg, IJROBP 63(1) 2005

4DCT phases MIP Average

Glide-Hurst, J Thorac Disease 6(4) 2014

Motion Management in Planning –Dynamic Delivery

• Breath hold• Requires a breath hold CT, not truly 4D

• Gating• Limit the beam delivery to only particular phases or amplitudes of breathing

• Tracking• ‘Chase’ the target motion with a dynamic beam delivery

Page 10: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Respiratory Gating• Beam is turned on only during a

particular phase / amplitude / position

• 4D imaging can be used for gated planning to set gating window, assess dosimetric coverage

• Traditionally, had to rely on external motion signal (surrogate).

• Now, onboard MRI, 2D + time imaging allow for more direct assessment of target position

Target Tracking• Beam aperture continually chases

target phase / amplitude / position

• 4D imaging can be used to assess dosimetric coverage

• Similar to gating, more direct assessment of tumor position is emerging (implanted markers, MRI, etc.)

Courtesy:P. Keall

4D Inverse Planning• Incorporate the motion

into inverse planning

• design a fluencedistribution which compensates for the expected blurring of dose

• Concerns:• Sensitivity to motion

changes

• Quality assurance

Without breathing motionWith breathing motion

2 cm

Courtesy:D. Yan

Page 11: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Clinical Applications of 4D Imaging

4D Treatment Planning

4D Ventilation Imaging

4D Image Guided Radiotherapy

Deformable Dose Accumulation

Clinical Applications of 4D Imaging

4D Treatment Planning

4D Ventilation Imaging

4D Image Guided Radiotherapy

Deformable Dose Accumulation

Baseline Variation

Page 12: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Planning Treatment 1 Treatment 2

Tum

or

CC

Po

siti

on

(m

m)

-1.5

-1

-0.5

0

0.5

1

0 5 10 15 20 25 30 35 0 5 10 15 20 25 30 0 5 10 15 20 25 30 35

(m0,s0) (m1,s1) (m2,s2)

Breathing Pattern Changes

4D-CBCT

Planning 4DCT

IGRT for Moving Targets – 4D to 4D• Options:

• Register each frame, then average

• Register a reference frame (e.g., end inhale)

• Depends on delivery technique (free breathing, gating, tracking, etc.)

4D registration

IGRT for Moving Targets – 4D to 3D• Free-breathing CBCT blurs moving anatomy

• Due to periodicity of respiration, tends to show mean position of the moving anatomy, including tumor

FB CBCT

Page 13: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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FB CBCT

Planning 4DCT Average Intensity Planning 4DCT

IGRT for Moving Targets – 4D to 3D

• Can also use MIP, or a frame near the mean (~30% phase for example) instead of mean intensity 4DCT

3D registration

Clinical Applications of 4D Imaging

4D Treatment Planning

4D Ventilation Imaging

4D Image Guided Radiotherapy

Deformable Dose Accumulation

Clinical Applications of 4D Imaging

4D Treatment Planning

4D Ventilation Imaging

4D Image Guided Radiotherapy

Deformable Dose Accumulation

Page 14: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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CT ventilation imaging (CTVI) transforms 4DCT from purely anatomic imaging into

functional imaging that visualises breathing induced air volume change (“ventilation”).

Advantages over nuclear medicine and hyperpolarised gas MRI:

✓ 4DCT is already widely available in radiotherapy departments

✓ No added scan time or imaging dose

Acquire anatomic 4DCT Measure lung motion

(DIR)

Apply ventilation “metric”

L

UN

G V

EN

TIL

AT

ION

4D Ventilation Imaging

Courtesy: J. Kipritidis, Univ. Sydney

InitialPlanningProcess

Step1:CreateConventional

Plan

Step2:CreateJacobian

transformationbased

CT-ventilationmap

DingK,Bayouth JE,Buatti JM,ChristensenGE,ReinhardtJM.4DCT-BasedMeasurementofChangesinPulmonaryFunctionFollowingaCourseofRadiationTherapy.Med.Phys.2010;37(3):1261-1272.

PercentExpansionfromExhaletoInhale(%)10%| 30%

|70%|

50%|

PTVPTVPTV

Courtesy: J. Bayouth, UW

Courtesy: J. Bayouth, UW

Step5:CreatePlanDesignedtoImprovePulmonaryFunction(IPF)

ConventionalPlan

IPFPlan

Page 15: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Courtesy: J. Bayouth, UW

6mo.post-RT

6mo.post-RT

pre-RT

VentilationResponsetoIPFTreatment

Summary

• 4D images widely available and widely used in RT

• Applications emerge quickly after new imaging developments

• Much new development in planning, guiding, assessing therapy with 4D imaging

Mid-Ventilation Margin

Mexner, IJROBP 74(4) 2009

Periodic respiration• is a random error, has a blurring effect on dose from photons• has a relatively minor effect on the delivered vs. planned dose, relative to

other geometric errors (setup error, target delineation, etc.)• only really true for photons, not particles

Sonke, Sem Rad Onc 20(2) 2010

Page 16: Clinical Impact and Applications of 4D Imagingamos3.aapm.org/abstracts/pdf/127-35708-419554-126429.pdf · 7/31/2017 1 Clinical Impact and Applications of 4D Imaging (in RT) Geoff

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Motion Management in Planning

ITV encompasses entire range of motion (as measured by 4DCT)Mid-ventilation considers motion as a random error ITV margin will commonly be larger than mid-ventilation margin

Wolthaus, IJROBP 70(4) 2008

Reliably good voxel level correlations (r~0.65) correlations between CTVI and Galligas PET for 18 lung cancer patients.

V

EN

TIL

AT

ION

Clinical validation of 4D Ventilation Imaging

Courtesy: J. Kipritidis, Univ. Sydney