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Diffusion MRI is sensitive to brain tumor cell density al ADC and cell density are negatively correlated yng, 2000; Chenevert, 2000; Gaurain, 2001; Nonomura, 2001; Guo, 2002; Chen, 2005; Hayashida, 2006; Manenti, 2008; Kinoshita, 2008) ADC (or mean diffusion) = cell density (“hypercellularity ADC = cell density (“hypocellularity”) Viable Tumor (Dark) Necrotic Core Edema ADC Map B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

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Page 1: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Diffusion MRI is sensitive to brain tumor cell density

Clinical ADC and cell density are negatively correlated

(Sugahara, 1999; Lyng, 2000; Chenevert, 2000; Gaurain, 2001; Nonomura, 2001; Guo, 2002; Chen, 2005; Hayashida, 2006; Manenti, 2008; Kinoshita, 2008)

ADC (or mean diffusion) = cell density (“hypercellularity”)ADC = cell density (“hypocellularity”)

Viable Tumor (Dark)

Necrotic Core

Edema

ADC Map

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

Page 2: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Diffusion MRI is sensitive to brain tumor cell density

Tests at our laboratory have confirmed this relationship

- 17 glioma patients (WHO II-IV) underwent diagnostic stereotactic biopsy- Biopsy sites were spatially matched to pre-operative ADC maps

R2 = 0.7933; P < 0.001

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010 SNO/CNS 2009From: Ellingson, et al. JMRI 2009, In Press

Page 3: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

The Functional Diffusion Map (fDM)(Moffat, 2005; 2006; Hamstra, 2005; 2008)

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010 From: Ellingson, JMRI, 2009, In Press

Page 4: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2009 SNO/CNS 2009B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

Page 5: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2009 SNO/CNS 2009B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010 From: Ellingson et al. J Neurooncol, 2009, In Press

Page 6: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Early Detection of Brain Tumor Growth

T1+C

FLAIR

fDMs

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

HypercellularRegions (Blue)

Contrast-Enhancement(white)

Page 7: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

fDMs in Brain Tumor Progression

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

T1+C

FLAIR

fDM

3 mo. 6 mo. 9 mo. (Onset of symptoms)

Page 8: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010 SNO/CNS 2009

fDMs in Progressive Disease (PD)

Hypercellularity

Hypercellularity

Hypercellularity

Page 9: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

fDM Results in Stable Disease (SD)

Treatment: Radiation + Temozolomide

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010 SNO/CNS 2009

Page 10: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Treatment: Radiation + Temozolomide

fDM Results in Responding Disease (RD)

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010 SNO/CNS 2009

Page 11: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

fDM Results in Stable/Responding Disease (SD/RD)

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010 SNO/CNS 2009

Hypocellularity Hypocellularity

Hypocellularity

Page 12: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

fDMs are an early biomarker for cytotoxic and new anti-angiogenic treatments

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010 Ellingson BM, J Neurooncol, Under Prep

Page 13: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Results

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010 SNO/CNS 2009

• “fDM Responders” have significantly longer TTP after standard Tx– fDMs are a better predictor than tumor grade

Page 14: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Results

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010 SNO/CNS 2009

• “fDM Responders” have significantly longer survival on bevacizumab– fDMs are better predictors than grade, age, or mono/combined therapy

Page 15: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Graded fDMs Allow Visualization of Growing Tumor

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

+ Hypercellular+ Hypocellular

1 Mo. 2 Mo. 3 Mo. 4 Mo.

Page 16: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Graded fDMs Allow Visualization of Growing Tumor

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

+ Hypercellular+ Hypocellular

7 Mo.5 Mo.3 Mo.

Page 17: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Graded fDMs Allow Visualization of Growing Tumor

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

+ Hypercellular+ Hypocellular

5 Mo.4 Mo.2 Mo.

Page 18: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Hyp

erc

ellu

lar

Hyp

oce

llula

r

Macrophages& Inflammatory Cells

Demyelination

Graded fDMs in Demyelination

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

Biopsy Diagnosis = Demyelination (Multiple Sclerosis)

3 Mo. 5 Mo. 7 Mo. 9 Mo.

Page 19: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Graded fDMs: Radiation Necrosis vs. Tumor

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

Hyp

erc

ellu

lar

Hyp

oce

llula

r

T1+

CF

LAIR

Gra

ded

fDM

Page 20: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Graded fDMs: Radiation Induced Changes

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

Hyp

erc

ellu

lar

Hyp

oce

llula

r

2 Mo. 3 Mo. 5 Mo. 8 Mo.

14 Mo. 18 Mo. 21 Mo. 23 Mo.

Page 21: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Graded fDMs: Radiation Induced Changes

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

Hyp

erc

ellu

lar

Hyp

oce

llula

r

2 Mo. 4 Mo. 6 Mo.

10 Mo. 14 Mo.18 Mo.

Page 22: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Graded fDMs Improve Tumor Localization/Grading in Stereotactic Needle Biopsy

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

Page 23: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Graded fDMs Improve Tumor Localizationand Grading in Stereotactic Needle Biopsy

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

2 LesionsBiopsy (WHO II)

Hyp

erc

ellu

lar

Hyp

oce

llula

r

Page 24: Diffusion MRI is sensitive to brain tumor cell density Clinical ADC and cell density are negatively correlated (Sugahara, 1999; Lyng, 2000; Chenevert,

Graded fDMs Improve Tumor Localization for Resection

B.M. Ellingson, Ph.D., Dept. of Radiology, Medical College of Wisconsin, 2010

Hyp

erc

ellu

lar

Hyp

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ResectionCavity

Only 10% of Hypercellularregions were removed!