Developing Models For New Treatment ... - Pain Consortium · Brains for Pain Relief?...

Preview:

Citation preview

Developing Models For New Treatment Technologies

Bringing Precision to the Pain Field

Alex DaSilva, DDS, DMedScDirector, Headache & Orofacial Pain Effort (H.O.P.E.)

Co-Director, fNIRS Laboratory, Center for Human Growth & Development (CHGD)

Founder, Michigan Clinical Augmented Reality for Pain unit (M-CARP unit)

Biologic & Materials Sciences Department, University of Michigan School of Dentistry

Disclosure: MoxyTech LLC (Co-Founder)

TMD

MIG

FIBRO

TNP

TNP!

MIG!

FIBRO!

DEN!

TMD!

• 116 Million

Americans With

Chronic Pain

• Costs $635 billion a

year

• Costs per patient

additional $4.5-7.7

thousand in health

care expenditures

VAS 5.9 6.3 5.7

PainTrekP.A.I.N.S.

3.5% 3.6% 25.7%

PainTrekAverage

1.4 2.0 2.1

PainTrekPain Area

7.3% 5.5% 36.4%

EHR Collaboration

What are the Targets in our

Brains for Pain Relief?

Optic radiationsNeuroplasticity in Migraine

Syste

mC

lin

icN

eu

roim

ag

e

Limbic

Cognition

Mood

ACC

Prescot et al, 2009

Visual

Aura

Hadjikhani et al, 2001

Visual

Aura

MT/V5

DaSilva et al, 2006

Inhibitory

Allodynia

PAG

DaSilva et al, 2007

Sensorimotor

Headache

SI/MI

DaSilva et al, 2007

Sensorimotor

Headache

Thal

DaSilva et al, 2007

Syste

mC

lin

icN

eu

roim

ag

e

Limbic

Cognition

Mood

ACC

Prescot et al, 2009

Visual

Aura

Hadjikhani et al, 2001

Visual

Aura

MT/V5

DaSilva et al, 2006

Inhibitory

Allodynia

PAG

DaSilva et al, 2007

Sensorimotor

Headache

SI/MI

DaSilva et al, 2007

Sensorimotor

Headache

Thal

DaSilva et al, 2007

3D-Immersive NeuroNavigation in Migraine

DaSilva et al, 2014

H.O.P.E. Lab, University of Michigan

eSpontaneous Migraine Attacks

Mu-Opioid Activation during Allodynia

DaSilva et al, 2014

Nascimento et al, 2014

H.O.P.E. Lab, University of Michigan

Migraine Allodynia

10

14

18

Midbrain

μ-Opioid Activation

NIH-NINDS K23 NS062946

NIH-NINDS R01 NS094413

DANA Foundation’s Brain Award

Migraine Research Foundation

Pain Sensitivity

HC-vmhnm HC-w

Voxel_BP_hippo TMD and Genetic Group

OJJ

- lnfuo;ionVolumlil --------------------------------­

250 ------i-------i-----+-----+-------l--------------~----------------1__.____ h ____ -----+-----t--------f-------i----­

'" ~fMf#~~~~-~iltE.~~~-~~fA~1~.

. 0

HC-vrMnm HC-w

So what?

Can you do something to

help me?

Neuromodulation

Nguyen et al, PAIN, Volume 82, Issue 3, 1999, 245 - 251

INVASIVE Motor Cortex Stimulation In The Treatment Of Chronic Pain.

Face

Donnell et al, 2015

H.O.P.E. Lab, University of Michigan

Non-Invasive H.O.P.E. lab M1 HD-tDCS Montage for Chronic Pain.

VAS 50% Responders from Week 1 to Week 6

Group Active Sham Total

<50% VAS decrease 3 8 11

≥50% VAS decrease 9 4 13

Total 12 12 24

Chi-Square X2=4.1958 p=0.04

Donnell et al, 2015

H.O.P.E. Lab, University of Michigan

TMD: MONTH FOLLOW-UP

Donnell et al, 2015

H.O.P.E. Lab, University of Michigan

Donnell et al, 2015

H.O.P.E. Lab, University of Michigan

tDCS and Chronic Migraine

Population

There were no significant differences between sham and active tDCS group

Neuromodulation

+

Molecular Neuroimage

μ-Opioid Activation During tDCSS

ha

m

DosSantos et al, 2014

H.O.P.E. Lab, University of Michigan

μ-Opioid Activation During tDCSS

ha

m

Ac

tive

DosSantos et al, 2014

H.O.P.E. Lab, University of Michigan

μ-Opioid Activation During tDCSS

ha

mA

cti

ve

DosSantos et al, 2014

H.O.P.E. Lab, University of Michigan

What is the Chronic Effect

of Sham and Active

Neuromodulation?

Thalamus ACC Anterior Insula

GA

BA

(A

IU)

Glutamate ê GABA é

Foerster et al, 2015

H.O.P.E. Lab, University of Michigan

MICHR Clinical Trial Planning

CTSA High-Tech funding: UL1RR024986

Q. ;;; u £ 0 £.. "' .c <.>

. ;;

Pre-Treament Glx within the Anterior Cingulate Predicts Subsequent Clinical Response to Sham and Active tDCS

4

! Q.

r=-0.81:. 2 •:! Sham tDCS p<0.001 Q.

"' ~ 0 • •£..

·2

.. • li .e

.e +-~~~~~~~~~~~~~~~

8 9 10 11 12 13

.e+-~~~~~~~~~~~~~~~

8 9 10 11 12

Baseline ACC Glx (AIU)

2

8. "' ~ 0 c•Q... ·2

£ u

0 .. £....:ii .e .c <.>

Baseline ACC Glx (AIU)

• r=-0.87

Active tDCS p<0.001

• •

Foerster et al, 2015H.O.P.E. Lab, University of Michigan

So what?

I can not read my patient’s

brain in the office!

So what?

Clinical Neuroimaging

Cooling Stimulus(Averaged)

Lower SI cortex

Upper SI cortex

Dental Pain Evoked Response at SI

** ***

Racek et al, 2015

H.O.P.E. Lab, University of MichiganColgate-Palmolive

Cooling Stimulus(Averaged)

Cooling Stimulus(Averaged)

Dental Pain Evoked Response at Left Prefrontal Cortex

Dental Pain Evoked Response at Right Prefrontal Cortex

Racek et al, 2015

H.O.P.E. Lab, University of Michigan

Hu et al

Under Review

H.O.P.E. Lab, University of Michigan

Stronger PFC-S1Functional Connectivity 11

Stronger Activity in PFC During Pain Expectation 12

Faster and Stronger Cold-Related Activity in S1 13

Stronger Pain-Related Activity in S1 14

HIGHER CLINICAL PAIN

Functional Connectivity

Functional Correlation

Stronger PFC-S1Functional Connectivity 11

Stronger Activity in PFC During Pain Expectation 12

Faster and Stronger Cold-Related Activity in S1 13

Stronger Pain-Related Activity in S1 14

HIGHER CLINICAL PAIN

Functional Connectivity

Functional Correlation

Stronger PFC-S1Functional Connectivity 11

Stronger Activity in PFC During Pain Expectation 12

Faster and Stronger Cold-Related Activity in S1 13

Stronger Pain-Related Activity in S1 14

HIGHER CLINICAL PAIN

Functional Connectivity

Functional Correlation

Stronger PFC-S1Functional Connectivity 11

Stronger Activity in PFC During Pain Expectation 12

Faster and Stronger Cold-Related Activity in S1 13

Stronger Pain-Related Activity in S1 14

HIGHER CLINICAL PAIN

Functional Connectivity

Functional Correlation

Stronger PFC-S1Functional Connectivity 11

Stronger Activity in PFC During Pain Expectation 12

Faster and Stronger Cold-Related Activity in S1 13

Stronger Pain-Related Activity in S1 14

HIGHER CLINICAL PAIN

Functional Connectivity

Functional Correlation

Stronger PFC-S1Functional Connectivity 11

Stronger Activity in PFC During Pain Expectation 12

Faster and Stronger Cold-Related Activity in S1 13

Stronger Pain-Related Activity in S1 14

HIGHER CLINICAL PAIN

Functional Connectivity

Functional Correlation

Time

Pattern Recognition + Clinical Augmented Reality Neuroimaging (fNIRS)

Region 1

Region 2

Region 3

Region 4

Region 5

Region 6

Oxy-Hb & Deoxy-Hb

Training trials Testing trials

Accuracy: 80% (Block wide)

Predictor

Predictor 1

K-NN

Painful

Non-

Painful

70%

Predictor 2

K-NN & DT-

Augmented Reality

-

+

Brain Stimulation

K-NN: K Nearest Neighborhood DT: Decision Tree

Recommended