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3/2/2017 1 David T. Jones, M.D. Associate Consultant, Department of Neurology, Mayo Clinic Assistant Professor of Neurology and Radiology, Mayo Clinic College of Medicine NEUROIMAGING IN ALZHEIMER’S DISEASE: MEASURING MINDS AND MOLECULES IMAGING BIOMARKERS A biological marker of some state. National Institutes of Health Biomarkers Definitions Working Group: “[A] characteristic that is objectively measured and evaluated as an indicator of normal biological processes, pathogenic processes, or pharmacologic responses to a therapeutic intervention.” How can we use biomarkers? Diagnosis Prognosis Monitor progression Monitor disease response to therapeutic interventions Understand pathophysiology (i.e. the cause of the disease) WHAT DO GOOD BIOMARKERS LOOK LIKE

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3/2/2017

1

David T. Jones, M.D.

Associate Consultant, Department of Neurology, Mayo Clinic

Assistant Professor of Neurology and Radiology, Mayo Clinic College of Medicine

NEUROIMAGING IN ALZHEIMER’S DISEASE:

MEASURING MINDS AND MOLECULES

IMAGING BIOMARKERS

• A biological marker of some state.

• National Institutes of Health Biomarkers Definitions Working Group:

• “[A] characteristic that is objectively measured and evaluated as an indicator of normal biological processes, pathogenic processes, or pharmacologic

responses to a therapeutic intervention.”

• How can we use biomarkers?

• Diagnosis

• Prognosis

• Monitor progression

• Monitor disease response to therapeutic interventions

• Understand pathophysiology (i.e. the cause of the disease)

WHAT DO GOOD BIOMARKERS LOOK LIKE

3/2/2017

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Exactness Precision Accuracy

Brain Aging and Neurodegenerative Physiology

In Vivo Study of Levels of Pathophysiology

Genetic:

Molecular:

Cellular:

Synaptic:

Microcircuits:

Macrocircuits:

Systems:

Global: ”I forget a bit”

Default Mode Network

Tau/Amyloid beta

Neurons and Glia

LTP/LTD

APOE, APP, PS1, PS2

Columnar

Papez

GWAS, DIAN

CSF, Amyloid-PET, Tau-PET

Structural MRI, DTI

FDG-PET, Pharmocological

Electrophysiology

fMRI, FDG-PET

Neuropsychological testing

Clinical evaluation

Complex Systems

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OPUS ADVANCED IMAGING RESEARCH BUILDING

TOMOGRAPHY: VOLUME BY SLICES

http://upload.wikimedia.org/wikipedia/commons/2/25/Tom

ographyPrinciple_Illustration.png

Radiologic

Convention R = L

Neurologic

Convention R = R

MAGNETIC RESONANCE IMAGING (MRI)

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TYPES OF IMAGES: POSITRON EMISSION

TOMOGRAPHY (PET)

Plaque Image courtesy of the National Institute on Aging/National Institutes of Health

Structural MRI

Brain Slices Image courtesy of the National Institute on Aging/National Institutes of Health

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Structural MRI:

Gray Matter

Structural MRI:

Gray Matter

White Matter

Cerebral Spinal Fluid

FDG (glucose) PET

Mitochondria Image courtesy of the National Institute on Aging/National Institutes of Health

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Tau PET

(not FDA Approved)

EMERGING MRI TECHNIQUES:

DIFFUSION TENSOR IMAGING (DTI) AND TASK-

FREE FUNCTIONAL MRI (TF-FMRI)

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Courtesy of Rob Reid

Diffusion Tensor Imaging

FUNCTIONAL MRI IS A FLIP BOOK

TOMOGRAPHY: VOLUME BY SLICES

http://upload.wikimedia.org/wikipedia/commons/2/25/Tom

ographyPrinciple_Illustration.png

Radiologic

Convention R = L

Neurologic

Convention R = R

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FUNCTIONAL MRI IS 4 DIMENSIONAL

-3.00E+01

-2.00E+01

-1.00E+01

0.00E+00

1.00E+01

2.00E+01

3.00E+01

TR

BLOOD OXYGENATION LEVEL DEPENDENT

FROM THE FOLLOWING ARTICLE:

What does fMRI tell us about neuronal activity?

David J. Heeger & David Ress

Nature Reviews Neuroscience 3, 142-151 (February 2002)

3/2/2017

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METHODS: SEED-TO-BRAIN

METHODS: SEED-TO-SEED

R² = 0.633

N V

oxe

l T

ime

Ser

ies

Seed Time Series

0.633

METHODS: ROI-TO-ROI USING THE MCSA

FUNCTIONAL BRAIN ATLAS

Jones DT, Vemuri P, Murphy MC, Gunter JL, et al. (2012) Non-Stationarity in the “Resting Brain’s” Modular Architecture. PLoS ONE 7(6): e39731.

doi:10.1371/journal.pone.0039731

http://www.plosone.org/article/info:doi/10.1371/journal.pone.0039731

3/2/2017

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METHODS: GRAPH THEORY

Euler (1735)

0

0.1

0.2

0.3

0 0.5 1

Glo

ba

l

Effic

ie

ncy

Network Density (p)

CN

AD

0

0.5

1

1.5

Un

ba

la

nc

ed

P

ath

s

(N

FQ

)

CN AD

*p = 3.6x10-7

Cognition

ADL

Stage 1 Stage 2 Stage 3 MCI Mild AD Moderate AD Severe AD

Degeneration

Tau-PET

Amyloid-PET

PART

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MEASURING MINDS AND MOLECULES

Clifford R Jack Jr , David S Knopman , William J Jagust , Ronald C Petersen , Michael W Weiner , et al. Tracking pathophysiological processes in Alzheimer's disease: an updated hypothetical model of dynamic biomarkers The Lancet Neurology Volume 12, Issue 2 2013 207 - 216

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Age-related Brain Network Stress

Compensation

Amyloid

Tau-related Neurodegeneration

Normal Aging

Alz

hei

mer

’s D

isea

se

Mild

Cog

nitiv

e Im

pairm

ent

Dem

entia

HOW DO WE ROBUSTLY MEASURES AN

INDIVIDUALS LARGE-SCALE BRAIN PATTERNS?

http://www.humanconnectome.org/

This individual spent 7% of 20 minute resting task-free functional MRI brain

scanning session in a large-scale brain configuration that looks like this.

3/2/2017

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IMAGING BIOMARKERS: MEASURING MINDS AND

MOLECULES

• A biological marker of some state.

• National Institutes of Health Biomarkers Definitions Working Group:

• “[A] characteristic that is objectively measured and evaluated as an indicator of normal biological processes, pathogenic processes, or pharmacologic

responses to a therapeutic intervention.”

• How can we use biomarkers?

• Diagnosis

• Prognosis

• Monitor progression

• Monitor disease response to therapeutic interventions

• Understand pathophysiology (i.e. the cause of the disease)

Mayo Clinic Alzheimer’s Disease Research Center (ADRC)

Mayo Clinic Study of Aging (MCSA) (PI: Ron Petersen)

Aging and Dementia Imaging Research Laboratory (PI: Cliff Jack)