lecture 17 tissue fluorescence (part ii). dimension reduction: principal component analysis...
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Lecture 17
Tissue fluorescence (Part II)
Dimension reduction: Principal Component Analysis
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Wavelength (nm)
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ore
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nte
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Norm
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luo
rescence
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Component loadingsspectra337 nm
380 nm
460 nm
Spectroscopic analysis using PCA
• Uses full spectrum information to optimize sensitivity and specificity
• Relatively easy to implement (automated software)
• Provides no intuition with regards to the origin of spectral differences
Spectroscopic imaging: fluorescence ratio methods for
detection of lung neoplasia
B. Palcic et al, Chest 99:742-3, 1991
Detection of lung carcinoma in situ using the LIFE imaging
system
Courtesy of Xillix Technologies (www.xillix.com)
White light bronchoscopy Autofluorescence ratioimage
Fluorescence imaging based on ratio methods
• Wide field of view (probably a huge advantage for most clinical settings)
• Eliminates effects of distance and angle of illumination
• Easy to implement• Provides no intuition with regards to
origins of spectral differences
What are the origins of the observed differences?
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wavelength (nm)wavelength (nm)
Intr
insi
c fl
uo
resc
ence
Intr
insi
c fl
uo
resc
ence
337 nm excitation358 nm excitation381 nm excitation
397 nm excitation412 nm excitation425 nm excitation
Collagen NADH
Collagen and NADH spectra are sufficiently distinct only for some excitation
wavelengths
337 nm excitation 358 nm excitation
Tissue absorption and scattering may affect significantly tissue
fluorescence• scattering
– elastic scattering• multiple scattering
• absorption– Hemoglobin, beta carotene
• fluorescence
• single scattering
epithelium
Connective tissue
Is hemoglobin absorption a problem?
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ecta
nce
337 nm excitation
wavelength (nm)
To get answer use
Monte Carlo simulations
Analytical Modeling
Monte Carlo simulations• Treat light as individual photons• Assign to each photon a probability of being
absorbed or being scattered in a particular direction
• Collect photons that make it out of the tissue• Relatively easy to model different light
delivery/collection geometries and multiple tissue layers
• Require a lot of time for acquiring statistically valid results
Analytical models
• Use an expression to describe the collected fluorescence as a function of tissue and light parameters
• Fast and easy to implement
• Require approximations and a priori information
fluorescence path
Tissue
reflectance path
Photon Migration-based Model
Müller et al. Applied Optics 40: 4633-4646, 2001
R() nwn
n1
Fxm n1
niwni
i0
n 1
EscapeProbability after n scattering events
Photon weight
n *e n Based on Monte Carlosimulations
as
snn aaw
,
Escape probability after i scattering events at x, followed by fluorescence at the (i+1)th event, followed by n-i-1 scatter events at m
We can recover the intrinsic fluorescence by combining fluorescence and reflectance measurements
fluorescence path
Tissue
reflectance path
Photon Migration-based Model
f = intrinsic fluorescenceF = observed fluorescenceR = reflectance = probe and anisotropy dependent parameters
Müller et al. Applied Optics 40: 4633-4646, 2001
inte
nsi
ty
wavelength (nm) wavelength (nm)
Model recovers intrinsic fluroscencelineshape and intensity in samples with
known optical properties!
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measured fluorescence intrinsic fluorescence
fluorophore
fluorophore + beads
Increasing amountof hemoglobin
Fast Excitation Emission Matrix (FastEEM) instrument
Optical MultichannelAnalyzer
Xe Flash L
amp
Tissue
Spectrograph
N 2 L
aser
Rapidly spinningdye cell wheel
Fiber Probecross-sectionalview
Collects fluorescence emission spectra at 11 laser excitation wavelengths between 337 and 610 nm and a white light reflectance spectrum in about 1s
In vivo tissue fluorectification...
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measured fluorescence
modeled intrinsic fluorescence
wavelength (nm)
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ecta
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337 nm excitation
wavelength (nm)
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wavelength (nm) wavelength (nm)
measured fluorescence Intrinsic fluorescence
Data from 4 esophageal varices: Intrinsic fluorescence is nicely recovered
patient 1/varix1patient 1/varix 2patient 1/varix 3patient 2/varix 1
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Intrinsic tissue fluorescence changes during dysplastic progression
wavelength (nm)
measured fluorescence
337 nm excitation
Non-dysplastic Barrett’s esophagus Low-grade dysplasiaHigh-grade dysplasia
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intrinsic fluorescence
Georgakoudi et al. Gastroenterology, 120: 1620-1629, 2001
Intrinsic tissue fluorescence changes during disease progression
Barrett’s esophagus Uterine cervix
Oral cavity artery
Normal
Diseased
337 nm excitation
Georgakoudi et al. Biomedical Photonics Handbook, CRC Press, ed. Vo Dinh, ch.31, 2003
EEM(HSIL) = * EEM(collagen) + *EEM(NAD(P)H)
Georgakoudi et al. Cancer Research 62: 682-687, 2002
=
b
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Emission wavelength (nm)
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Exc
itatio
n w
avel
engt
h (n
m)
HSIL
NADH
collagen
residual
Emission wavelength (nm)
Exc
itatio
n w
avel
engt
h (n
m)
Quantitative biochemical information is extracted from intrinsic tissue fluorescence
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D(P
)H
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D(P
)Hcollagen
collagen
collagen collagen
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)H
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)H
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)H
cero
id
collagen/(collagen+elastin)
Barrett’s esophagus cervix
Oral cavityCoronary artery
Normal
Diseased
Georgakoudi et al. Biomedical Photonics Handbook, CRC Press, ed. Vo Dinh, ch31, 2003
Model based fluorescence spectral analysis
• Utilizes full spectrum information• Model development may require
assumptions/approximations• Results are quantitative and provide
insights into the origins of spectral difference
• Instrument optimization• Disease understanding
Fluorescence as a PDT dose metric
1O2
3O2
C ollisionalQuenching
Ground StateTriplet Oxygen
Excited stateSinglet oxygen
Type II: Oxygen radicals
Type I: Free radicals
C YTOTOXIC ITY
Ground State So
Exited SingletState S1
Excited Triplet State T1A
bsorption
Fluorescence
Phosphorescence
1O2
3O2
C ollisionalQuenching
Ground StateTriplet Oxygen
Excited stateSinglet oxygen
Type II: Oxygen radicals
Type I: Free radicals
C YTOTOXIC ITY
Ground State So
Exited SingletState S1
Excited Triplet State T1A
bsorption
Fluorescence
Phosphorescence
Sensitizer fluorescence provides information on:•Sensitizer concentration •Production of cytotoxic moieties
Tailor PDT dosimetry to individual patients
Courtesy of J. Benavides, Wellman Center for Photomedicine
AURORA Dosimeter
The fiber optic bundle inserted in catheter with endoscope.Excitation wavelength: 405nmTuned to detect PPIX 635 nm fluorescence peak
Nitrogen Diode Laser
Fiber OpticBundle probe
PMT
405nmLongpass
filterLensNitrogen
Diode Laser
Fiber OpticBundle probe
PMT
405nmLongpass
filterLens
Fiber Bundle Tip: - One excitation/six collection 100 m core diameter fibers - Excitation-collection = 120 m - Bundle tip Diameter = 0.1’’
Courtesy of T. Hasan laboratory, Wellman Center for Photomedicine
Clinical Protocol
zz zz
Buccal mucosa fluorescencemeasurements
11 22 33
44 55 66
77
Patients receive a solution of 30 mg/kg body weight of ALA powder
Wait 4 hours
Patients received topical anesthesia of pharynx and intravenous conscious sedation
Pre-irradiation measurements and biopsies taken from Barrett’s and normal sites.
Balloon is inserted and continuous or fractionated light irradiation is administered
Post-irradiation measurements on previously tested spots
Continuous Light Dose Fractionated Light DoseFluence Rate: 150 mW/cm2 without fractionation (16 min and 40 seconds).Fluence: 150 J/cm2
Fluence Rate: 150 mW/cm2 with 60 second light/dark fractionation intervals.Fluence: 150 J/cm2
Courtesy of J. Benavides, T. Hasan, Wellman Center for Photomedicine
Fractionated Illumination
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Oral Cavity Squamous Barrett's
Flu
ores
cen
ce (
cou
nts
)
Results: PPIX PhotobleachingFRACTIONATED ( 3 PATIENTS)
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Oral Cavity Squamous Barrett'sF
luor
esce
nce
(co
un
ts)
•Significant photobleaching in treatment area
•Higher photobleaching observed for continuous than for fractionated irradiation protocol
CONTINUOUS ( 4 PATIENTS)Pre-ALAPost-ALA, Pre PDTPost PDT
n=9
n=8 n=2
n=5 n=6n=5
n=6
n=9
n=4
n=6
n=5
n=5
n=8
n=6
n = number of sites
Courtesy of T. Hasan laboratory, Wellman Center for Photomedicine
Fluorescence photobleaching as a PDT dosimetry monitor
Courtesy of T.H. Foster, University of Rochester
404 nm: porphyrin fluorescence excitationHalogen lamp: reflectance spectrumLaser: PDT treatment
Correction of the Measured Fluorescence Using Reflectance at the Excitation and Emission Wavelengths:Model development/validation using tissue phantoms
fxm Fxm
Rx0.8Rm
as
salbedo
Tissue phantom: liquid or solid material with scattering and absorption properties, which mimics those of tissue
Porphyrin Spectra in Vivo are Complex and Variable Following ALA and Irradiation
Pre PDT 100 mW 5 mW
Rat skin200 mg/kg ALA514 nm irradiation
Photoproduct I Photoproduct II
DuringPDT
100 mW
Each spectrum takenAt 3 J cm-2 intervals
Spectra startingAt 15 J cm-2: photoproduct at 675 nm
Spectra starting at 10 J cm-2 at 2 J cm-2 intervals: photoproduct at 622 nm
Spectroscopy is Consistent with Greater PDT Effect at Low Irradiance
m-THPC Fluorescence in vivo Exhibits Two Phases Separated by an Irradiance-Dependent Discontinuity
1 mg/kg mTHPC 72 h prior to irradiation at 650 nm
As PDT progresses, m-THPC peak emission intensity decreasesThe rate at which this decrease occurs depends on the fluence rate of irradiation
Photofrin Fluorescence Spectra Exhibit Irradiance Dependent Features Following PDT in vivo
Photofrin Photoproducts But Not Fluorescence Photobleaching Appear to Report Biological Response
Fluorescence spectroscopy in PDT
• Enhance accuracy of sensitizer dose
• Indirect reporter of deposited cytotoxic dose
• Tailor dosimetry to individual patient physiology/biochemistry
Fluorescence life-time methods• Provide an additional dimension of information
missing in time-integrated steady-state spectral measurements
• Sensitive to biochemical microenvironment, including local pH, oxygenation and binding
• Lifetimes unaffected by variations in excitation intensity, concentration or sources of optical loss
• Compatible with clinical measurements in vivo
Courtesy of M.-A. Mycek, U Michigan
Fluorescence lifetime measurements
Autofluorescence lifetimes used to distinguish adenomatous from non-
adenomatous polyps in vivo
M.-A. Mycek et al.GI Endoscopy 48:390-4, 1998
Conclusion
• Fluorescence spectra provide a rich source of information on tissue state, which may be used to improve current methods of disease detection and treatment
• Fluorescence-based instrumentation is relatively simple, compact and compatible with clinical measurements