Medical adventures in the near-infrared - asp.uni-jena.de · PDF fileMedical adventures in the...

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES UNIVERSITY of ROCHESTER Medical adventures in the near-infrared Andrew Berger Abbe lecture #1: Research 17 Dezember 2013 Welcome to the near-infrared Measuring mouse bone quality Sensing organelle size distributions Sensing blood activity in the brain

Transcript of Medical adventures in the near-infrared - asp.uni-jena.de · PDF fileMedical adventures in the...

Page 1: Medical adventures in the near-infrared - asp.uni-jena.de · PDF fileMedical adventures in the near-infrared Andrew Berger Abbe lecture #1: Research 17 Dezember 2013 Welcome to the

HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Medical adventures in the near-infrared

Andrew Berger

Abbe lecture #1: Research

17 Dezember 2013

Welcome to the near-infrared Measuring mouse bone quality Sensing organelle size distributions Sensing blood activity in the brain

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

The Institute of Optics, Rochester NY

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Page 4: Medical adventures in the near-infrared - asp.uni-jena.de · PDF fileMedical adventures in the near-infrared Andrew Berger Abbe lecture #1: Research 17 Dezember 2013 Welcome to the

Welcome to the near-infrared Measuring mouse bone quality Sensing organelle size distributions Sensing blood activity in the brain

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Near infrared photons

phineasandferb.wikia.com/wiki/Where%27s_My_Perry

= NIR photon biomedical spy

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

The near-infrared “window”

DNA

bio

logic

al

win

dow

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Optical Penetration Depth vs. Wavelength

Wavelength (nm) 248 308 465 515 830 1064 2010 2100 2940 10600

5 40

250

330

1300 1400

150

300-400

1 20

Penetration depth ( mm)

“Optical-Thermal Response of Laser-Irradiated Tissue” (1995), Welch and van Gemert (eds)

in near-IR, d ~ 1 mm

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Going below the surface

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Hemoglobin

www.istockphoto.com

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Chemical sensing: Raman scattering

785 nm

900 nm

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Size-dependent elastic scattering

resonant

wavelengths

“tunnel

through”

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Size-dependent elastic scattering

tilting changes the

“resonant wavelength”

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Size-dependent elastic scattering

𝜃1

𝜃2

𝜃3

sphere: angle-dependent

resonance

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

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Sensitivity to organelle size

http://biosci.ucdavis.edu/faculty_spotlight/starr.html

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Photon diffusion

photons in

mean free path photon out

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The biomedical optics “banana”!

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Summary of NIR interactions

wavelength-dependent

absorption:

BLOOD

diffusive propagation:

DEPTH

inelastic scattering:

CHEMISTRY

angle-dependent

elastic scattering:

SIZE biological sample

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Welcome to the near-infrared Measuring mouse bone quality Sensing organelle size distributions Sensing blood activity in the brain

Jason Maher

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Motivation

glucocorticoid treatment

extended exposure

http://www.nlm.nih.gov/medlineplus/ency/images/ency/fullsize/17130.jpg osteoporosis

treatment

http://www.carrollarthritis.com/dxa.html

http://www.southwestfloridaspineinstitute.com/ clientuploads/osteoporosis3.jpg

control inflammation

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Bone mineral density (BMD)

• Prior to pathologic fracture, BMD test to diagnose osteoporosis

– Dual energy X-ray absorptiometry (DXA)

• most widely used and extensively validated technology for predicting fracture risk

– Quantitative Computed Tomography

• more expensive, higher radiation dose, but provides additional structural information about bone

http://www.carrollarthritis.com/dxa.html

BMD alone is a poor predictor of

fracture risk

Need better “bone quality” assessment: both structure and chemical composition

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Did somebody say “chemical”??

bone specimen

laser irradiation

“bone quality” estimate

Raman spectrum

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Raman spectrum of bone

Mineral Components Organic Matrix Components

crystallinity (order, length)

mineral-to-matrix ratio

carbonate substitution

classifications intact vs. cracked/stressed immature vs. mature diseased vs. control

correlations biomechanical tests

Michael Morris (U. Mich.)

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Trends in the Raman spectra

WILD TYPE + PLACEBO

WILD TYPE +

STEROID

RHEUMATOID + PLACEBO

RHEUMATOID +

STEROID

more mineral

less mineral

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Bone-by-bone: Raman predicts bone strength

Us: Hooray! Bone people: And…?

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

But how about this….

intact limb

soft tissue bone laser irradiation +

same analysis as before? (bone quality estimate)

Raman spectrum of

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Spectral similarity of bone and soft tissue

typical bone

soft tissue

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Transcutaneous spectrum: ambiguous

?? through-skin measurement

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Vary distance to vary depth sensing

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Summary of NIR interactions

wavelength-dependent

absorption:

BLOOD

diffusive propagation:

DEPTH

inelastic scattering:

CHEMISTRY

angle-dependent

elastic scattering:

SIZE biological sample

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Putting diffusion to work!

Offset (microns)

800

600

400

200

0

determine bone spectrum?

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

hydroxyapatite

organic matrix

{ Type I collagen is main component of both

dermal tissue and organic bone matrix!

http://www.npuap.org/NPUAP-Normal.jpg

Layered model of soft tissue and bone

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Simultaneous, overconstrained, library-based decomposition (SOLD)

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

N=21 mice (including 4 oim/oim and

4 WT littermates)

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Raman spectroscopy system

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Spatially offset Raman spectroscopy (SORS)

Offset (microns)

800

600

400

200

0

: illumination spot

deduce bone spectrum via SOLD

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Estimating the correct bone spectrum

less complete method

bone spectrum estimate exposed

estimate

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

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Diagnostically-sensitive transcutaneous measurements

• Intact mice measured at mid-shaft of tibia

• Wild-type (WT) mice and mouse models of osteogenesis imperfecta (OI) and rheumatoid arthritis (N = 21 total mice)

• Mineral/matrix ratio estimated by SOLD completely separates WT and OI mice

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

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Most robust measurement of mineral to matrix ratio

SOLD processing unprocessed spectra

incomplete constraint

other methods also fail to separate OI

from WT mice

J. R. Maher et al., J. Biomed. Opt. 18 (7), 077001 (July 01, 2013).

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Summary: bone work

Multiple source-detector separations: essential for determining mineral-to-matrix ratio of bone transcutaneously

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Welcome to the near-infrared Measuring mouse bone quality Sensing organelle size distributions Sensing blood activity in the brain

Zachary Smith

Dustin Shipp

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slide 45 / 26

Motivation: study T-cell activation

Cell in resting state

Antigen Presenting

Cell

Cell in activated state

New surface markers

Cytokine production

Granule production

DNA transcription CD69

CD137

Raman scatter

elastic scatter

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Motivation: studying cells without labeling

• Single cell versus time

• Cell Sorting

• Cell Sorting

Chemical

Changes

Morphological

Changes

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78

3

10

05

14

57

16

51

1092

1340

12

59

1211

90

2

85

3

81

3

72

0

66

7

61

9 15

80

1127

phenyla

lanin

e

guanin

e

adenin

e

cyto

sin

e,

ura

cil

phenyla

lanin

e

C-H

2 d

ef.

am

ide I

am

ide I

II

C-N

, C

-C s

tr.

tyro

sin

e

Raman shift (cm-1)

inte

nsity (

arb

. units)

aromatic amino acids

RNA bases

Starting point: Raman spectum of immune cell

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Raman Microscope

O

O’

Laser

Dichroic

L1 no

tch

filt

er

Spectrograph

Inverted microscope

CCD

Sample

multimode

fiber

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At the Dichroic Beamsplitter

1 Million Photons

Raman + Elastic

1 Photon

Raman Only

Hmmmmm….

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Recording the angular pattern

Microscope

objective

I(θ,φ)

Object

plane

Fourier

plane

Angle Mapped to Position

I(x,y) in Fourier

plane = I(θ,φ) in

object plane

Relay

lens

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Summary of NIR interactions

wavelength-dependent

absorption:

BLOOD

diffusive propagation:

DEPTH

inelastic scattering:

CHEMISTRY

angle-dependent

elastic scattering:

SIZE biological sample

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slide 52 / 26

Combining two scattering modalities

target (e.g. cell)

microscope lens

grating l1

l2

l3

q1

q2

q3

beamsplitter (quartz plate)

Raman spectrum

elastic scattergram

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slide 53 / 26

2 4 6 8 10 120

0.25

0.5

0.75

1

diameter (microns)

1/

2 (

no

rma

lize

d t

o m

axim

um

)

Automated comparison with theory

4.266 μm

Scattergrams specify size

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4.266 μm 4.190 μm

5.011 μm 2.020 μm

133 162 192 222 θ

133 162 192 222 θ

133 162 192 222 θ

133 162 192 222 θ

133 162 192 222 θ

133 162 192 222 θ

133 162 192 222 θ

133 162 192 222 θ

Sensing of slight size changes

All this, and Raman, too!

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But organelles are not spheres!

co

llectio

n

Illum

ina

tion

co

llectio

n

Forward scattering

insensitive to shape

and orientation

co

llectio

n

Forward scattering

insensitive to shape

and orientation

colle

ction

Backward

scattering highly

sensitive to shape

and orientation

co

llectio

n

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System test: sizing a single bead

or

excitation

collection

clear FEP Teflon

(index match to water)

4-6 micron 7 microns

settled on slide

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Forward vs. backward (epi) mode Experiment Theory fit

epi-mode

forward

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Integrated system

Smith and Berger, Review of Scientific Instruments 80 (4), 044302 (2009)

flip mirror

laser excitation scattering brightfield

Raman

elastic

sample

linear polarization

785 nm

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Single populations sized accurately

300 nm 500 nm

800 nm

1000 nm

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Two-population mixtures

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slide 64 / 26

Approximating distributions in a cell

P. Brederoo, J. van der Meulen, and A. M. Mommaas-Kienhuis, “Development of the granule population in neutrophil granulocytes from human bone marrow,” Cell and Tissue Research 234, 469 – 496 (1983).

granulocyte

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slide 66 / 26

Lymphocytes vs. Granulocytes

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2

diameter (microns)

cro

ss-s

ection s

cale

d n

um

ber

density

lymphocytes

granulocytes

30 35 40 45 50 55 60

theta (degrees)

scatt

ere

d inte

nsity

lymphocytes

granulocytes

Mitochondria

Specific

Granules

Secretory

Lysosomes

q

-60 -30 0 30 60

q

-60 -30 0 30 60

q

-60 -30 0 30 60

q

-60 -30 0 30 60

Lymph.

Gran.

Key information: • mean size • % contribution to

total light scattering

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slide 69 / 26

IRAM MEASUREMENT

CD8+ T-cell Activation

Stimulated Cohort

Unstimulated Cohort

FLOW MEASUREMENT

Bright Field

Raman

Elastic

Fluorescent Tag 1

Fluorescent Tag 2

Experimental Measurements

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slide 70 / 26

??

!!

SEB: some should activate

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slide 71 / 26 600 800 1000 1200 1400 1600

relative wavenumbers (cm-1

)

inte

nsity (

a. u

.)

unstimulated

stimulated (unresponsive)

stimulated (responsive)

T-Cell Activation (Raman)

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slide 72 / 26

T-Cell Activation (Elastic)

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2diameter (microns)

cro

ss-s

ection s

cale

d n

um

ber

density

Stimulated Cohort

Unstimulated Cohort

Mitochondria

Secretory

Lysosomes

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slide 73 / 26

SEB T-Cell Activation (IRAM Index)

-0.5 0 0.5 1

-1

0

1

2

3

4

5

Raman Index

Ela

stic I

ndex

-0.5 0 0.5 1

-1

0

1

2

3

4

5

Raman Index

Ela

stic I

ndex

Unstimulated Stimulated

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slide 74 / 26

Flow cytometry comparison…

26% activated 4/10 activated

Flow cytometry IRAM analysis

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slide 75 / 26

Guess the activated cells Guess the activated cells

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slide 76 / 26

CD8+ T-cell Activation

!!

??

PMA: most should activate

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Unstimulated Stimulated

-0.1 0 0.1 0.2 0.3

-0.5

0

0.5

1

1.5

2

Raman Index

Ela

stic I

ndex

-0.1 0 0.1 0.2 0.3

-0.5

0

0.5

1

1.5

2

Raman Index

Ela

stic I

ndex

-0.1 0 0.1 0.2 0.3

-0.5

0

0.5

1

1.5

2

Raman Index

Ela

stic I

ndex

-0.1 0 0.1 0.2 0.3

-0.5

0

0.5

1

1.5

2

Raman Index

Ela

stic I

ndex

Flow cytometry

(gold standard)

Smith et al., J. Biomed. Opt., 15(3), 036021 (June 2010).

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Speckle from single immune cells

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

q

133 162 192 222

Monocytes

Granulocytes

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Current challenges: speckle

cancer cell static beads

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Speckle reduction

raw data holographic processing

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Summary: single-cell organelle sizing

multimodal with Raman spectroscopy

fit angular scatter pattern to 2-size distribution

detect differences or changes in cellular response

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Welcome to the near-infrared Measuring mouse bone quality Sensing organelle size distributions Sensing blood activity in the brain

Rolf Saager

James Goodwin

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? vision

speech motor/sensory

hearing

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Infant cerebral studies

So

S

unstimulated

stimulated

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Diffuse reflectance geometry

S0, S1, S2, …S(t)

incident

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The basic geometry

detector

light in

head

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light in (690, 830 nm)

light collected

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Summary of NIR interactions

wavelength-dependent

absorption:

BLOOD

diffusive propagation:

DEPTH

inelastic scattering:

CHEMISTRY

angle-dependent

elastic scattering:

SIZE biological sample

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Hemoglobin sanity check: Pressure cuff data

raw

data

Hb

changes

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Noninvasive monitoring of hemodynamics

optical power

measurements

oxy and deoxy

hemoglobin

concentration

changes

heartbeat

increased blood supply

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Typical measurements

time / sec

change in absorption / mm-1

change in hemoglobin concentration / arb. units

830 nm 690 nm

oxy deoxy

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Why especially for infants?

• small scale • thin-skulled • twitchy • uncommunicative • lots of developmental

questions to ask

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273, 266,

259...

countdown

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Single subject countdown timecourse

absorptions

hemoglobin

concentrations

time / sec

start stimulus

stop stimulus

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Single subject, block average

oxyhemoglobin

deoxyhemoglobin

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Typical headpiece for adults

First Nearest Neighbors 1.3 cm

Second Nearest Neighbors 3 cm

Third Nearest Neighbors 3.9 cm

optical fiber bundles

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Visual Stimulation Protocol

• 6 stimulus periods of pattern reversal at 10 Hz

based upon code by Brian White and Joseph Culver, Washington University (St. Louis)

time

10 sec

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Example of a Stimulus

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Example of a Stimulus

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Hemodynamic response to stimulus

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Problem: not all blood is in the brain!

optical power

measurements

oxy and deoxy

hemoglobin

concentration

changes

heartbeat

increased blood supply

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The optical geometry

Scalp

Skull

CSF

Brain

A real head

Scalp hemodynamics Cerebral hemodynamics

A physicist’s head

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Problem: not all blood is in the brain!

detector

fNIRS measurement sensitive to both cortical and superficial hemodynamics

Want to isolate brain-specific trends

Saager et al., NeuroImage 55(4), 1679--1685 (April 2011)

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Summary of NIR interactions

wavelength-dependent

absorption:

BLOOD

diffusive propagation:

DEPTH

inelastic scattering:

CHEMISTRY

angle-dependent

elastic scattering:

SIZE biological sample

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Explicit superficial monitoring

• least-squares residual

• uncorrelated with “near” trend

• C-NIRS, or

“Corrected – NIRS”

detector detector

second

detector

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Improving signal-to-noise by subtracting “scalp” signal

time/sec

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

contrast and noise amplitudes

=

+ noise (+/- 2s)

contrast

DATA FITS

fit: skewed Gaussian (4 parameters)

Saager et al., NeuroImage 55(4), 1679--1685 (April 2011)

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6 mm correction vs. no correction

6 mm: 270

no correction: 131

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

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Comparing two “near” distances

6 mm: 286

13 mm: 115

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

Ongoing work: babies!

rest epoch

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

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Conclusion

wavelength-dependent

absorption:

BLOOD

diffusive propagation:

DEPTH

inelastic scattering:

CHEMISTRY

angle-dependent

elastic scattering:

SIZE biological sample

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HAJIM SCHOOL OF ENGINEERING & APPLIED SCIENCES

UNIVERSITY of ROCHESTER

To learn more

Tuesdays in January (7.1, 14.1, 21.1, 28.1), 2:00 pm, IPHT Sitzungssaal Lecture 2 - Turbid tissue optics I: Introduction Lecture 3 - Turbid tissue optics II: Instrumentation and

measurements Lecture 4 - Turbid tissue optics III: Applications Lecture 5 - A different view of turbidity: elastic scattering analysis Support from: National Institutes of Health, National Science

Foundation, UR Provost’s Multidisciplinary Fund