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Clinical Applications of Molecular Imaging: Imaging to Guide Cancer Therapy David A. Mankoff, MD, PhD 1 The screen versions of these slides have full details of copyright and acknowledgements Clinical Applications of Molecular Imaging: Imaging to Guide Cancer Therapy 1 David A. Mankoff, MD, PhD Seattle Cancer Care Alliance University of Washington Seattle, WA Molecular imaging to guide therapy: outline Clinical/biological questions and methods to address them Cancer imaging to guide therapy 2 Cancer imaging to guide therapy Choosing the right patients Choosing the right drug Getting the right result Predicting outcome Anatomic vs. functional imaging Anatomic imaging Relies on tumor size, shape, density e.g., mammography, CT Measures response by changes in size 3 Functional/molecular imaging Relies on in vivo tumor biology: perfusion, metabolism, molecular features e.g., MRI, PET Measures response by changes in functional/molecular processes
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Page 1: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

1The screen versions of these slides have full details of copyright and acknowledgements

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

1

David A. Mankoff, MD, PhDSeattle Cancer Care Alliance

University of WashingtonSeattle, WA

Molecular imaging to guide therapy: outline

• Clinical/biological questions and methods to address them

• Cancer imaging to guide therapy

2

Cancer imaging to guide therapy

– Choosing the right patients

– Choosing the right drug

– Getting the right result

– Predicting outcome

Anatomic vs. functional imaging

• Anatomic imaging

– Relies on tumor size, shape, density

• e.g., mammography, CT

– Measures response by changes in size

3

• Functional/molecular imaging

– Relies on in vivo tumor biology: perfusion, metabolism, molecular features

• e.g., MRI, PET

– Measures response by changes in functional/molecular processes

Page 2: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

2The screen versions of these slides have full details of copyright and acknowledgements

Functional imaging modalities

• Magnetic Resonance (MR)

– Magnetic Resonance Imaging (MRI)

– Magnetic Resonance Spectroscopy (MRS)

• Radionuclide imaging

4

g g

– Positron Emission Tomography (PET)

– Single-Photon Emission Computed Tomography (SPECT)

• Ultrasound (U/S)

• Optical imaging

Positron Emission Tomography (PET)

5

PET/CTCombines molecular and anatomical imaging

6Alessio, Rad Clin N. Amer 42:1017, 2004

Page 3: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

3The screen versions of these slides have full details of copyright and acknowledgements

Why radiotracer imaging?Answer: To achieve tracer conditions

• Example: Estrogen receptor imaging

– Tracer specific activity 1000 mCi/umol

– Injected activity dose: 5 mCi

– Injected molar dose: 5 nmol

7

– Peak blood concentration: 1 nM

(Typical estradiol blood concentration is nM)

• Radiographic, MR, or optical agents require mM (factor of 106 difference!)

• Therefore - can image biochemical processes without disturbing them

Existing cancer imaging paradigm:Targets for detecting tumor cells

Higher in tumor than normal tissue

Protein synthesis

Amino acids

DNA synthesisThymidine & analogs

Energy metabolism

FDG, acetate

8

Membrane synthesisCholine, acetate

Blood flow

Water, sestamibi

FDG PET detects internal mammary nodal metastases in locally advanced breast cancer

FDG PET Emission

CT

9

IM nodeAxillary node

Bellon, Am J Clin Oncol 27:407,2004

Page 4: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

4The screen versions of these slides have full details of copyright and acknowledgements

A new paradigm for cancer imaging:Help direct cancer treatment

• New role for imaging:

– Guide cancer treatment selection

10

– Evaluate early treatment response

Imaging and targeted therapyHelp match therapy to tumor biology

• Goals in cancer treatment

– Characterize tumor biology pre-Rx

– Individualized, specific therapy

Static response may be acceptable

11

– Static response may be acceptable

• The implied needs for cancer imaging

– Characterize in vivo tumor biology - predict behavior

– Identify targets, predict response

– Identify resistance mechanisms

– Measure tumor response (early!)

Emerging cancer imaging paradigm:Measure factors affecting response

Variable levels in tumor

Surface receptorsOctreotide

Proliferative rateThymidine & analogs

Glycolytic rateFDG

Hypoxia

12

ypFMISO, ATSM

Drug transportMIBI, Verapamil,

F-Paclitaxel

Nuclear receptors

FES, FDHT

AngiogenesisWater

RGD peptides

Page 5: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

5The screen versions of these slides have full details of copyright and acknowledgements

Imaging requirement for biomarker imaging:Simultaneously localize and characterize disease sites

PET/CT

FESFDG

Functional/anatomic imaging

Functional imaging combinations

13

FDG PET

PET/CT fusion

Glucose metabolism

Estradiol binding

Imaging requirement for biomarker imaging:Image acquisition and quantitative analysis

Time

Dynamic imaging Region-of-interest analysis

Time-activity curves

TumorVentricle

• Dynamic protocols– Allows kinetic modeling

– Full range of analysis options

14

Blood

TissueParameter estimates

Kinetic modeling

Inject tracer

Static imageStatic

Uptake Measure

(SUV)

p

– But… not for everyone

• Static protocols– Clinically feasible,

robust

– But… only simple quantification possible

Imaging and cancer therapy Novel approaches to biomarker imaging

• Choosing the right patients

– Is the therapeutic target present?

• Choosing the right drug

Does the drug reach the target?

15

– Does the drug reach the target?

• Getting the right result

– Is there a pharmacodynamic response?

• Predicting the outcome

– Will response lead to better patient survival?

Page 6: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

6The screen versions of these slides have full details of copyright and acknowledgements

ER expression and breast cancer endocrine therapy

• Endocrine therapy for breast cancer

– SERMs - e.g., tamoxifen

– Aromatase inhibitors - e.g., letrozole

16

– SERDs - e.g., fulvestrant

• ER as predictive assay

– ER-: Response rate < 5%

– ER+: Response rate 50%

• ER+/PR+: Response rate 75%

[F-18]-fluoroestradiol (FES):PET estrogen receptor (ER) imaging

FES Estradiol

*

17Kieswetter, J Nucl Med 25:1212, 1984 Tewson, Nucl Med Biol 26:905, 1999

Relative binding (FES vs. estradiol)

ER 0.9

SHBG 0.2 - 0.8

Validation: ER+ vs. ER- tumorsFDG FES

ER-

axial

coronal

FDGFES

18

ER+Liver

Glucose metabolism ER expression

axial

coronal FES

Page 7: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

7The screen versions of these slides have full details of copyright and acknowledgements

vs. IHC

18F-Fluoroestradiol (FES):PET estrogen receptor (ER) imaging

Provides a quantitative estimate of ER expression

*

19Peterson, J Nucl Med 49:

367, 2008

Kieswetter, J Nucl Med 25: 1212, 1984

• In a study by Mintun, Radiology 169: 45, 1988 it was shown that the radioligand binding technique measured by PET imaging correlated with assays in vivo

FES uptake predicts breast cancer response to hormonal therapy

Pre-Rx Post-Rx• Recurrent

sternal lesion• ER+ primary• Recurrent Dz

Excellent responseafter 6 wks Letrozole

Example 1

20

FES FDG FDG• Newly Dx’d

met breast CA• ER+ primary• FES-negative

bone mets

No response to several different

hormonal Rx’s

University of Washington

strongly FES+

Example 2

Linden, J Clin Onc 24:2793, 2006

FES uptake predicts response of advanced breast cancer to hormonal therapy

LABC or metastatic Br CAPrimary tamoxifen Rx

Recurrent or metastatic Br CAAromatase inhibitor Rx

21Mortimer, J Clin Oncol 19:

2797, 2001(P < .01 for both)

Non-respondersResponders

FES

SUV

Linden, J Clin Oncol 24: 2793, 2006

FES

SUV

Responders Non-responders

Page 8: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

8The screen versions of these slides have full details of copyright and acknowledgements

Imaging hypoxia as the accumulation of a radiopharmaceutical

22University of Washington KA Krohn 22

MRI FMISO PET

Hypoxic

FMISO PET predicts outcome for GBM patientsSpence, Clin Cancer Res 14:2623, 2008

ng

23

Not Hypoxic

University of Washington

(FMISO not hot)

(FMISO hot)Frac

tion

surv

ivin

Hypoxia as a target for radiotherapy planningHead/neck CA treatment planning including FMISO PET

Rajendran, Eur J Nucl Med Mol Imaging 33: S44, 2006

24

Page 9: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

9The screen versions of these slides have full details of copyright and acknowledgements

Imaging to direct hypoxia-specific treatmentRischin, J Clin Oncol 24:2098, 2006

• Advanced H & N Ca• Randomized to

– XRT + Cisplatin/5-FU– XRT + Cisplatin/Tirapazamine (TPZ)

• FMISO PET (observational only)

Time-to-locoregional failure

FMISO+/TPZ

25

FDG PET

FMISO PET

FMISO+/5FU

Loca

l fai

lure

free

(%)

Years from random assignment

Cis-FU/noCis-FU/yes

Cis-Tpz/yesCis-Tpz/no

Imaging and cancer therapy Novel approaches to biomarker imaging

• Choosing the right patients

– Is the therapeutic target present?

• Choosing the right drug

26

– Does the drug reach the target?

• Getting the right result

– Is there a pharmacodynamic response?

• Predicting the outcome

– Will response lead to better patient survival?

Resistance due to altered drug transport:11C-Verapamil PET to measure P-gp drug transport

P-gp

Hypotheses:• P-gp limits drug transport into the brain• Inhibiting P-gp will increase brain transport

27

P gpP-gp susceptible drug

11C-Verapamil

P-gpP-gp susceptible drug

11C-Verapamil xinhibitorHendrikse, Cancer Res 24: 2411, 1999

Page 10: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

10The screen versions of these slides have full details of copyright and acknowledgements

Imaging P-gp activity in vivo in humans[11C]-Verapamil images pre- and post-cyclosporine (CSA)

P-gp P-gpx

Verapamil PET

Infuse cyclosporineVerapamil PET

Pre-CsA Post-CsAMRI

28Sasongko, Clin Pharm Ther 77: 503, 2005 Link/Unadkat Labs

Pre CsA Post CsA

88% +/- 20% increase in verapamil AUC (N= 12, P < .001)

MRI

Liver

Tumor

Pre-Rx

Tamoxifen Letrozole Fulvestrant

Serial FES PET measures endocrine therapy pharmacodynamics

29

Post-Rx

Linden, SABCS 2007

Imaging and cancer therapy Novel approaches to biomarker imaging

• Choosing the right patients

– Is the therapeutic target present?

• Choosing the right drug

30

– Does the drug reach the target?

• Getting the right result

– Is there a pharmacodynamic response?

• Predicting the outcome

– Will response lead to better patient survival?

Page 11: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

11The screen versions of these slides have full details of copyright and acknowledgements

Biologic events in response to successful cancer therapy

Rationale for measuring early response by cell proliferation imaging

Cellular proliferationor

Rx

DNA synthesis

31

orCell death

Viable cell number

Tumor size

Thymidine incorporation pathwaysImaging tumor proliferation

32Mankoff & Eary, Clin Cancer Res14: 7159, 2008

Thymidine(proliferation)

Post-RxPre-Rx

Small cell lung cancer:PET imaging pre- and post one cycle of Rx

33

FDG(glucose

metabolism)

(p )Marrow (with mets)

Tumor

7 daysShields, J Nucl Med 39: 1757, 1998

Page 12: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

12The screen versions of these slides have full details of copyright and acknowledgements

Thymidine analogs for PET cell proliferation imaging

Clinically feasible isotope and imaging protocol

18F-fluoro-L-thymidine (FLT)

FLT PET images of lung cancer

34Shields AF, from Mankoff, Shields and Krohn

Rad Clin N Amer 43:153, 2005Grierson, Nucl Med Biol

27:143, 2000

Early response measured by 18F-fluorothymidine (FLT) PET

Breast CA, ChemoRx(Kenny, EJNMMI 34: 1339, 2007)

Lung CA, Genfitinib Rx(Sohn, Clin Cancer Res 14: 7423, 2008)

Pre-Rx 1 wk Rx

35

SUV

max

Responders Nonresponders

Day 0 Day 7 Day 0 Day 7

SUV

max

FLT brain tumor imaging to measure response: kinetic analysis

Muzi, J Nucl Med 47: 1612, 2006; Spence, Mol Imag Biol 11: 343, 2009

Kinetic model: Parametric imaging:

36

Page 13: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

13The screen versions of these slides have full details of copyright and acknowledgements

Bone metastasis response monitoring Bone scan: response? - ???

Pre-Rx Post-Rx

37

Bone metastasis response monitoring (2)

Pre-Rx Post-Rx

FDG PET: response? - Yes!

38

Change in FDG SUV correlates with response and change in tumor markers

39Stafford, Acad Radiol 9:913, 2002

Page 14: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

14The screen versions of these slides have full details of copyright and acknowledgements

% Decline in FDG SUV Initial SUV

< 5.1

Specht, Br Ca Res Treat 105: 87, 2007

FDG uptake predicts outcome of bone-dominant breast cancer

Time to skeletal-related eventTime to progression

40

> 41%

< 41%

> 5.1

FDG PET/CT to monitor breast cancer bone metastasis response

Tateishi, Radiology 247: 189, 2008

Response = ‘d FDG on PET and ‘d sclerosis on CT

• The baseline FDG PET image shows considerably high uptake in bone metastasis

41

uptake in bone metastasis

• Post therapy shows a dramatic decrease in uptake of FDG, indicating successful therapy

• The combination of a decline in SUV and a change from a lytic to a more sporadic appearance on CT was very strongly predictive of response

FDG PET vs. bone scanUptake depends upon nature of metastases

FDG

Lytic Sclerotic Mixed

42

Fluoride Bone Scan

Page 15: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

15The screen versions of these slides have full details of copyright and acknowledgements

Imaging and cancer therapy Novel approaches to biomarker imaging

• Choosing the right patients

– Is the therapeutic target present?

• Choosing the right drug

43

– Does the drug reach the target?

• Getting the right result

– Is there a pharmacodynamic response?

• Predicting the outcome

– Will response lead to better patient survival?

Neo-adjuvant therapy of breast cancerPET assessment of response

SurvivalDiagnosis Surgery

4-6 months

Systemic Therapy

44

Baseline

g Surgery (Response)

Systemic Therapy

Mid-TherapyPET scans:

FDG PET predicts survival after neo-adjuvant breast cancer therapy

Post-therapy uptake, disease-free survival (DFS)

Mid-therapy uptake change, overall survival (OS)

Uptake > median

45

Uptake < median

(P < 0.05)(P < 0.01)

Emmering, Annals Oncol 19: 1573, 2008 Dunnwald, J Clin Oncol 26: 4449, 2008

Page 16: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

16The screen versions of these slides have full details of copyright and acknowledgements

Molecular imaging is a tool for measuring in vivo biology

Genes Gene expression Proteins

Protein function

mRNA

46

Sequencing

Gene expression arrays

Immunohisto-chemistry

Molecular imaging

mRNA

Changes in breast cancer metabolism and blood flow predict pathologic response

Mankoff, J Nucl Med 44: 1806, 2003

• Decreased metabolism• Decreased blood flow• CR, alive

• Decreased metabolism• Increased blood flow • PR, died

47

HeartTumor

Results: multivariate DFSModels adjusted for age, ER, PR, tumor stage,

grade, histology, path response

Characteristic HR CI PLR Test

48*Also adjusted for axillary node status

Dunnwald, J Clin Oncol 26:4449, 2008

Page 17: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

17The screen versions of these slides have full details of copyright and acknowledgements

Breast cancer flow-metabolism mismatch predicts poor response and survival

Mankoff, J Nucl Med 43:500, 2002; Dunnwald, J Clin Oncol 26:4449, 2008

49

*Low ratio (match) predicts path CR* High ratio (mismatch) predicts early relapse

Mankoff, J Nucl Med 43:500, 2002; Dunnwald, J Clin Oncol 26:4449, 2008

FactorP-value for association with relapse

> 4 + axillary nodes

0.10

FactorP-value for association

with path CR

High tumor grade

0.09

Match predicts good response: Mismatch predicts bad outcome:

50

nodes

< Path CR 0.75

ER-negative 0.36

HER2+ 0.66

High MRFDG/flow

0.007

grade

ER-negative 0.09

High prolif. index 0.74

Tumor size 0.82

Low MRFDG/flow

0.003

Metabolism-flow mismatch predicts poor outcome for a variety of tumors & treatments

Miles, Cancer Imaging 8:81, 2008

Cancer Imaging methods Mismatch associated with:

Breast (Mankoff, 2002) FDG/water PET poor response, early relapse

Lung (Hoekstra, 2002) FDG/water PET advanced tumors

51

Breast (Semple, 2006) FDG PET, MRI poor response

Lung (Miles, 2006) FDG PET, Perf CT large tumors

Liver metastases (Williams, 2007)

FDG PET, Perf CT large tumors

Head/neck (Hirasawa, 2007)

FDG PET, Perf CT large tumors

Pancreatic (Komar, 2009) FDG/water PET poor survival

Page 18: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

18The screen versions of these slides have full details of copyright and acknowledgements

Altered metabolism is associated with myocardial viability

Tillisch, Brunken, Marshall, Schwaiger, Mandelkern, Phelps, Schelbert, NEJM 314(14):884, 1986

Glucose metabolism Blood flow

52

• Metabolism/flow mismatch

• Predicts recovered function after re-vascularization

Glycolysis and angiogenesis are coupled through a variety of mechanisms

Growth factor activation

Uncontrolled growth

Hypoxia

53Baselga, Oncologist, 2002; Semenza, Nat Rev Cancer, 2003

Gordan, Cancer Cell 12: 109, 2007; Morrish, Oncogene 28:2485, 2009

AngiogenesisProliferation Avoidance of

apoptosis

Increased glycolysis

Hypoxia

Increased glycolysis

Angiogenesisc-myc

HIF-1

Future directions

54

Clinical trial of novel molecular imaging probes for cancer

Page 19: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

19The screen versions of these slides have full details of copyright and acknowledgements

ACRIN experimental imaging sciences committee (EISC)

55

Acknowledgements: UW PET cancer P01P01CA42045, S10 RR17229, Ken Krohn, PI

• Project 1 - Brain Tumors– Alex Spence

• Peoject 2 - Lymphoma– Janet Eary, Ollie Press

• Project 3 - Head

• Core A - Radiochemistry– Jeanne Link

• Core B - Physics– Tom Lewellen, Paul Kinahan

• Core C - Data analysis

56

and Neck Cancer– Joseph Rajendran

• Project 4 - Breast Cancer– David Mankoff, Hannah Linden

• Project 5 - Sarcoma– Chappie Conrad, Janet Eary

• Project 6- Endocrine Tumors– Jeanne Link, Gary Mann

– Mark Muzi, Finbarr O’Sullivan

• Core D - Molecular Pathology– Jonathan Tait, Kevin Yagle

UW/SCCA nuclear medicine breast cancer imaging research group

Robert DootLisa Dunnwald

NIH Grants CA72064, CA12457

57

Lanell PetersonErin Schubert

Larry MacDonaldMark Muzi

Page 20: Clinical Applications of Molecular Imaging: Imaging to ... · Anatomic vs. functional imaging • Anatomic imaging – Relies on tumor size, shape, density • e.g., mammography,

Clinical Applications of Molecular Imaging:Imaging to Guide Cancer Therapy

David A. Mankoff, MD, PhD

20The screen versions of these slides have full details of copyright and acknowledgements

And many other collaborators…Oncology

Julie GralowHannah LindenRobert LivingstonJason RockhillJennifer SpechtAlex SpenceE Y

RadiologyPeter EbyBill EubankJim FinkConnie LehmanJean LeeSavannah Partridge

58

Evan YuBiostatistics

Bill BarlowBrenda Kurland

PathologyKim AllisonAllen Gown (Phenopath)Tom LawtonPeggy Porter (FHCRC)

OtherNora DisisSara EyalDavid HockenberryLupe SalazarJash Unadkat

…And thanks to the audience

59


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