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    Glaucoma Diagnosis &Tracking with Optical

    Coherence Tomography

    David Huang, MD, PhDCharles C. Manger III, MD Chair of Corneal Laser Surgery Assoc. Prof. of Ophthalmology & Biomedical Engineering

    Doheny Eye Institute,University of Southern California

    Financial Interests:Optovue, Inc.: stock options, patent royalty, travel, grantCarl Zeiss Meditec, Inc.: patent royalty

    R01 EY013516 www.AIGStudy.net

    Site PI: James G.Fujimoto, PhD

    Consortium PI:David Huang

    MD, PhD

    Site PI: Joel S.Schuman, MD

    Site PI: David

    Greenfield, MD

    Site PI: RohitVarma, MD, MPH

    Yimin Wang,PhD

    Ou Tan,PhD

    Vikas Chopra,MD

    Xinbo Zhang,PhD

    Brian Francis,MD

    Carolyn Quinn,MD

    Krisha S. Kishor,MD

    Mitra Sehi,

    PhD

    RobertNoecker, MD

    Gadi Wollstein,MD

    Hiroshi Ishikawa,MD

    Larry Kagemann,MS

    Robert DiLaura Sharon Bi, MCIS

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    The Rationale for Quanti tativeImaging in Glaucoma Diagnosis

    David Huang, MD, PhD www.COOLLab.net

    Visual field has poor repeatability

    OHTS: 85.9% of abnormal and “reliable” fieldswere not confirmed on retest!

    David Huang, MD, PhD www.AIGStudy.net

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    3 consecutive fields are required toreliably confirm glaucoma!

    “The proportion of VF test results that were normalsubsequent to a VF POAG end point in eyes whoseabnormality was confirmed by 2 consecutive, abnormal,reliable test results was significantly higher (73 [66%] of110) compared with eyes whose abnormality wasconfirmed by 3 consecutive, abnormal, reliable testresults. (46 [12%] of 381) (P=.01).”

    Keltner et al. for the Ocular Hypertension Treatment StudyGroup, Arch Ophthalmol 123:1201 (2005).

    David Huang, MD, PhD www.AIGStudy.net

    Structural loss precedes functionalloss

    Disc change precedes VF loss in mostcases

    David Huang, MD, PhD www.COOLLab.net

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    VF Normal OCT Abn. GDX Abn. HRT Abn

    N T

    N T

    N T

    MD -1.2 dBPSD 1.75 dB

    MD -1.73 dBPSD 1.62 dB

    MD -1.77 dBPSD 1.71 dB

    Quantitative Imaging may detect glaucoma atan earlier stage

    David Huang, MD, PhD www.COOLLab.net

    Why use OCT?(rather than other imagingmodalities)

    David Huang, MD, PhD www.COOLLab.net

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    StratusTD-OCT

    GDx-ECCScanning Laser Polarimetry

    HRT2Scanning Laser Tomography

    Let’s compare diagnostic accuracy

    David Huang, MD, PhD www.COOLLab.net

    Stratus OCT had significantly betterdiagnostic accuracy(best combination of continuous variables)

    Continuous scale AROC P. v. OCTStratus: overall,Inferior o r superiorquadrant RNFL

    0.92

    GDx-ECC NFI 0.87 0.006HRT2C/D area ratio

    0.83 0.0008

    Lu ATH, Wang M, Varma R, Schuman JS, Greenfield DS, Smith SD, Huang D; Advanced Imaging forGlaucoma Study Group. Combining nerve fiber layer parameters t o optimize glaucoma diagnosis with opticalcoherence tomography. Ophthalmology 2008;115:1352-7

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    Paper AROC # SubjectsStratus GDx-VCC HRT2 N G

    Pueyo et al.J. Glaucoma 2007

    Overall RNFL0.91

    NFI0.88 *

    MRA0.90

    66 73

    Pueyo et al. ARCH SOC ESPOFTALMOL 2006

    Overall RNFL0.93

    NFI0.88

    Mikelberg0.90

    66 74

    Medeiros etal. ArchOphthalmol. 2004

    Inferior RNFL0.92

    NFI0.91

    LDF0.86

    66 75

    Zangwill et al. Arch Ophthalmol.2001

    5 o’clock RNLF0.87

    LDF0.84

    MHC N/I0.86 50 41

    NFI = nerve fiber index; MRA = Moorefields regression analysis;LDF = linear discriminant function; MHC = mean height contour, N/I = nasal/inferior

    Previous literature comparisonsDavid Huang, MD, PhD www.COOLLab.net

    More accuarate NFL mapping withFD-OCT

    David Huang, MD, PhD www.COOLLab.net

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    TD-OCT susceptible to eye movements

    1. Koozekanani, Boyer and Roberts. “Tracking the Optic Nervehead in OCT Video Using Dual Eigenspaces and an Adaptive Vascular Distribution Model”; IEEE Transactions on Medical Imaging, Vol. 22, No. 12, 2003

    •768 pixels (A‐scans) captured

    in 1.92 seconds is slower than eye

    movements

    •Stabilizing the retina reveals true scan path

    (white circles)

    1

    Scan location and eye movementsaffect results

    T S N I T T S N I T T S N I T

    Properly centered

    Normal Double Hump

    Poorly centered: too inferior Poorly centered: too superior

    Inferior RNFL “Loss” Superior RNFL “Loss”

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    RTVueFD-OCT

    OpticNerveHeadMap

    (ONH)

    9510a-scans

    0.39 sec

    FD-OCT can scan more points in less time – sampling greater area with less motion error

    David Huang, MD, PhD www.COOLLab.net

    New advances from the AdvancedImaging for Glaucoma Study:

    Mapping the Ganglion Cell Complex toFurther Improve Glaucoma Diagnosis

    and Tracking

    David Huang, MD, PhD www.COOLLab.net

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    Glaucoma affects 3 areas in the

    posterior segment of the eye

    Cupping

    Nerve fiber thinning

    Ganglion cell lossDavid Huang, MD, PhD www.COOLLab.net

    Glaucoma preferentially thins the Ganglion Cell

    Complex (GCC) which includes the axons, cellbodies, and dendrites of retinal ganglion cells

    Normal

    Glaucoma with thinner GCC

    GCC

    GCC

    NFLGCL

    IPL}GCC

    Ishikawa H , et al., IOVS 2005Tan O, et al., Ophthalmology , 2008;115:949-56.

    David Huang, MD, PhD www.AIGStudy.net

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    Ganglion Cell Complex (GCC)7 mm scan area

    14,944 a-scans, 0.58 sec

    GCC = Ganglion Cell Complex

    Glaucoma: Macular Ganglion Cell Mapping

    RTVue FDRTVue FD --OCT,OCT,26,00026,000 A A--scanscanper per --secondsecond55 micron axialmicron axialresolutionresolution

    mGCC thickness map

    NFLGCL

    IPL

    }GCC

    }Retina

    micron

    David Huang, MD, PhD www.AIGStudy.net

    GCC Deviation Map

    color coded map

    Percent loss value at each pixel location relative tonormal based on age-adjus ted normative database ofover 300 healthy eyes

    Blue = thinning 20-30% relative to normal

    Black = 50% loss or g reater

    % loss =

    actual scan value – normal valuenormal value

    David Huang, MD, PhD www.AIGStudy.net

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    GCC Significance Map

    color coded map shows regions where the change fromnormal reaches statistical signi ficance

    Green = values withi n nor mal range (p-value 5% to 95%)

    Yellow = borderl ine result s (p-value < 5%)

    Red = outside normal limits (p-value

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    Combining measurements f rom all 3 anatomicregions with machine learning classifiersfurther boos ted diagnostic accuracy

    DiagnosticParameter

    AROC Sensitivity(at 5 percentile cutoff)

    Support VectorMachine (SVM)

    0.963P < 0.02

    86%P < 0.01

    Best NFL 0.924 67%

    Best GCC 0.920 68%

    Best Disc 0.886 56%

    85 normal eyes, 72 perimetric glaucoma eyesDavid Huang, MD, PhD www.AIGStudy.net

    High-speed FD-OCT allows correlation of glaucoma

    disease patterns – Pre-Perimetric Glaucoma

    T N

    PatternDeviation

    Peripapillary NFL loss Macular GCC loss (FLV p

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    FD-OCT improved the repeatability of macular ganglioncell complex compared to TD-OCT circumpapillarynerve fiber layer measurements, thus improving the

    potential to track glaucoma over timeOCT system Thickness Parameter CV (%)

    Group N PPG PG

    RTVueFD-OCT

    mGCC-avg 1.09 1.23 1.25

    StratusTD-OCT

    cpNFL-avg 1.72 1.75 2.86

    David Huang, MD, PhD www.AIGStudy.net

    2x

    Rule of thumb for progressionanalysis

    Stratus NFL overall average: 10% losssignificant, if confirmed on repeat visitRTVue GCC overall average: 5% losssignificant, if confirmed on repeat visitIf IOP more than 2 mm Hg different, the

    comparison may not be reliable

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    GCC Progression Analysis (visit every 6 months)

    David Huang, MD, PhD www.AIGStudy.net

    5% lossconfirmed

    RTVue™

    OCT angle imaging is also useful forthe glaucoma specialist

    Yan Li, PhD Bing Qin, MD

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    Schlemm’scanal

    Trabecular meshwork

    Scleral spur

    Cornealendothelium

    Schwalbe’s line

    External limbus

    OCT provides near-

    histological details ofangle structures

    AOD_SL

    David Huang, MD, PhD www.COOLLab.net

    Narrow Angle

    RTVue™

    Open AngleSchwalbe’sline

    External limbus

    Scleral Spur

    Trabecular meshwork

    Schlemm’scanal

    AOD_SL= 473 µ m

    David Huang, MD, PhD www.COOLLab.net

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    Neovascular Glaucoma withSynechial Angle Closure

    Schwalbe’sline

    PASIrisvessel

    Scleralvessel

    Courtesy of Brian Francis, MD; Doheny Eye Institute

    EL

    SLTMR

    TC IR

    SS

    Iris

    After Trabectome Surgery

    Courtesy of Brian Francis, MD; Doheny Eye Institute

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    FD-OCT provides more information thanother advanced imaging technologies

    FD-OCT SLT (HRT) SLP (GDx)

    ppNFLthickness + +

    MacularGCC +

    Disc & Cup + +

    Total retinalblood flow *

    Angle +Cornea +

    *Under development, not yet released commercially David Huang, MD, PhD

    FD-OCT may have a growing role inglaucoma diagnosis

    David Huang, MD, PhD www.COOLLab.net

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    Glaucoma Diagnosis Case Examples

    Subject 005 OS

    42 year oldIOP 11C/D 0.1

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    Stratus TD-OCT

    Superonasal NFL thinner than normal

    Inferotemporal NFL thicker than normal

    RTVueFD-OCTGCC

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    RTVueFD-OCTNFL

    VF

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    Subject 005 OS

    Normal eyeStratus TD-OCT NFL abnormal due tosuperonasal scan decentrationRTVue FD-OCT within normal for bothNFL and GCC

    Subject 046 OS

    62 year oldIOP 17.5 withmedicationC/D 0.4

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    Stratus

    temporal NFL borderline thin

    Nasal NFL thicker than normal

    RTVueGCC

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    RTVueNFL

    VF

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    Subject 046 OS

    Perimetric glaucomaNFL by Stratus TD-OCT decentered – probably normalNFL normal by RTVue FD-OCTMacular GCC is abnormal in agreementwith VF: central loss more severe in thesuperior macula / inferior field

    Glaucoma Tracking Case Example

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    Subject 108 Perimetr ic Glaucoma OS

    Baseline 1 year 2 year 3 year

    Hemorrhage Rim thinning Rim thinning Rim thinning

    Stratus Advanced Serial Analysis

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    RTVue GCC Glaucoma Progression Report

    Time Baseline 1 year 2 year 3 year

    IOP (mm Hg) 12.5 12.5 10.0 13.0

    RTVue NFL Glaucoma Progression Report

    Time Baseline 1 year 2 year 3 year

    IOP (mm Hg) 12.5 12.5 10.0 13.0

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    Humphrey Glaucoma Progression Analysis

    Subject 108 OS

    Perimetric glaucomaProgression detected by GCC and discphotographyProgression not detected by NFL or VFDrop in IOP on year 2 visit caused

    artifactual improvement on NFL & GCC

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    David Huang,MD, PhD

    Maolong Tang,PhD

    Yan Li, PhD

    Ou Tan, PhD

    Sylvia Ramos,COA

    Yimin Wang,PhD

    Xinbo Zhang,PhD

    Timothy Hsia,MS

    Doheny Eye Institute

    www.COOLLab.net

    Jason Tokayer,MS

    Bing Qin, MD Wei Wu, MSNehal Samy,MD

    Habeeb Ahmad,MD

    CatherineCleary, MD