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Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC #...

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Glaucoma Diagnosis & Tracking with Optical Coherence Tomography David Huang, MD, PhD Charles 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, grant Carl 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: Rohit Varma, 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 Robert Noecker, MD Gadi Wollstein, MD Hiroshi Ishikawa, MD Larry Kagemann, MS Robert DiLaura Sharon Bi, MCIS
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Page 1: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Glaucoma Diagnosis & Tracking with Optical

Coherence Tomography

David Huang, MD, PhDCharles C. Manger III, MD Chair of Corneal Laser SurgeryAssoc. 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: Rohit Varma, 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

Robert Noecker, MD

Gadi Wollstein, MD

Hiroshi Ishikawa, MD

Larry Kagemann, MS

Robert DiLaura Sharon Bi, MCIS

Page 2: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

The Rationale for Quantitative Imaging in Glaucoma Diagnosis

David Huang, MD, PhD www.COOLLab.net

Visual field has poor repeatability

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

David Huang, MD, PhD www.AIGStudy.net

Page 3: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

3 consecutive fields are required to reliably confirm glaucoma!

“The proportion of VF test results that were normal subsequent to a VF POAG end point in eyes whose abnormality was confirmed by 2 consecutive, abnormal, reliable test results was significantly higher (73 [66%] of 110) compared with eyes whose abnormality was confirmed by 3 consecutive, abnormal, reliable test results. (46 [12%] of 381) (P=.01).”

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

David Huang, MD, PhD www.AIGStudy.net

Structural loss precedes functional loss

Disc change precedes VF loss in most cases

David Huang, MD, PhD www.COOLLab.net

Page 4: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

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 at an earlier stage

David Huang, MD, PhD www.COOLLab.net

Why use OCT?(rather than other imaging modalities)

David Huang, MD, PhD www.COOLLab.net

Page 5: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

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 better diagnostic accuracy (best combination of continuous variables)

Continuous scale AROC P. v. OCTStratus: overall,Inferior or superior quadrant 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 for Glaucoma Study Group. Combining nerve fiber layer parameters to optimize glaucoma diagnosis with optical coherence tomography. Ophthalmology 2008;115:1352-7

Page 6: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Paper AROC # SubjectsStratus GDx-VCC HRT2 N G

Pueyo et al.J. Glaucoma 2007

Overall RNFL 0.91

NFI 0.88*

MRA 0.90

66 73

Pueyo et al. ARCH SOC ESP OFTALMOL 2006

Overall RNFL 0.93

NFI 0.88

Mikelberg 0.90

66 74

Medeiros et al. Arch Ophthalmol. 2004

Inferior RNFL 0.92

NFI 0.91

LDF 0.86

66 75

Zangwill et al.Arch Ophthalmol. 2001

5 o’clock RNLF 0.87

LDF0.84

MHC N/I 0.86 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 with FD-OCT

David Huang, MD, PhD www.COOLLab.net

Page 7: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

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 movements affect 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”

Page 8: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

RTVueFD-OCT

Optic NerveHeadMap

(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 Advanced Imaging for Glaucoma Study:

Mapping the Ganglion Cell Complex to Further Improve Glaucoma Diagnosis

and Tracking

David Huang, MD, PhD www.COOLLab.net

Page 9: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Glaucoma affects 3 areas in the posterior segment of the eye

Cupping

Nerve fiberthinning

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

Glaucoma preferentially thins the Ganglion Cell Complex (GCC) which includes the axons, cell bodies, and dendrites of retinal ganglion cells

Normal

Glaucoma with thinner GCC

GCC

GCC

NFLGCL

IPL}GCC

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

David Huang, MD, PhD www.AIGStudy.net

Page 10: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

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 AA--scan scan perper--secondsecond55 micron axial micron axial resolutionresolution

mGCC thickness map

NFLGCL

IPL}GCC }Retina

micron

David Huang, MD, PhD www.AIGStudy.net

GCC Deviation Map

color coded mapPercent loss value at each pixel location relative to normal based on age-adjusted normative database of over 300 healthy eyes

Blue = thinning 20-30% relative to normalBlack = 50% loss or greater

% loss =

actual scan value – normal valuenormal value

David Huang, MD, PhD www.AIGStudy.net

Page 11: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

GCC Significance Map

color coded map shows regions where the change from normal reaches statistical significance

Green = values within normal range (p-value 5% to 95%)Yellow = borderline results (p-value < 5%)Red = outside normal limits (p-value <1%)

David Huang, MD, PhD www.AIGStudy.net

FD-OCT GCC mapping provide excellent diagnostic accuracy for glaucoma

OCT system ThicknessParameter

AROC

RTVueFD-OCT

mGCC-Avg 0.90

mGCC-GLV 0.92

mGCC-FLV 0.92

StratusTD-OCT

cpNFL-Avg 0.92

mR-Avg 0.85 P=0.01

Tan O, Chopra V, Lu ATH, Schuman JS, Ishikawa H, Wollstein G, Varma R, Huang D, Detection of macular ganglion cell loss in glaucoma by Fourier-domain optical coherence tomography. Ophthalmology 2009; 116:2305-2314

Global Loss VolumeFocal Loss Volume

Page 12: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Combining measurements from all 3 anatomic regions with machine learning classifiers further boosted diagnostic accuracy

Diagnostic Parameter

AROC Sensitivity (at 5 percentile cutoff)

Support Vector Machine (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<1%)

Focal rim thinningVisual field “normal”Vikas Chopra, MD

RTVue™

Page 13: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

FD-OCT improved the repeatability of macular ganglion cell complex compared to TD-OCT circumpapillary nerve fiber layer measurements, thus improving the potential to track glaucoma over time

OCT 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 progression analysis

Stratus NFL overall average: 10% loss significant, if confirmed on repeat visitRTVue GCC overall average: 5% loss significant, if confirmed on repeat visitIf IOP more than 2 mm Hg different, the comparison may not be reliable

Page 14: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

GCC Progression Analysis (visit every 6 months)

David Huang, MD, PhD www.AIGStudy.net

5% lossconfirmed

RTVue™

OCT angle imaging is also useful for the glaucoma specialist

Yan Li, PhD Bing Qin, MD

Page 15: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Schlemm’s canal

Trabecularmeshwork

Scleral spur

Cornealendothelium

Schwalbe’s line

External limbus

OCT provides near-histological details of angle structures

AOD_SL

David Huang, MD, PhD www.COOLLab.net

Narrow Angle

RTVue™

Open Angle

Schwalbe’sline

External limbus

Scleral Spur

Trabecularmeshwork

Schlemm’s canal

AOD_SL= 473 µm

David Huang, MD, PhD www.COOLLab.net

Page 16: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Neovascular Glaucoma with Synechial 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

Page 17: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

FD-OCT provides more information than other advanced imaging technologies

FD-OCT SLT (HRT) SLP (GDx)

ppNFL thickness + +

Macular GCC +

Disc & Cup + +

Total retinal blood flow *

Angle +Cornea +

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

FD-OCT may have a growing role in glaucoma diagnosis

David Huang, MD, PhD www.COOLLab.net

Page 18: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Glaucoma Diagnosis Case Examples

Subject 005 OS

42 year oldIOP 11C/D 0.1

Page 19: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Stratus TD-OCT

Superonasal NFL thinner than normal

Inferotemporal NFL thicker than normal

RTVue FD-OCTGCC

Page 20: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

RTVue FD-OCTNFL

VF

Page 21: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Subject 005 OS

Normal eyeStratus TD-OCT NFL abnormal due to superonasal scan decentrationRTVue FD-OCT within normal for both NFL and GCC

Subject 046 OS

62 year oldIOP 17.5 with medicationC/D 0.4

Page 22: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Stratus

temporal NFL borderline thin

Nasal NFL thicker than normal

RTVueGCC

Page 23: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

RTVueNFL

VF

Page 24: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Subject 046 OS

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

Glaucoma Tracking Case Example

Page 25: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Subject 108 Perimetric Glaucoma OS

Baseline 1 year 2 year 3 year

Hemorrhage Rim thinning Rim thinning Rim thinning

Stratus Advanced Serial Analysis

Page 26: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

RTVue GCC Glaucoma Progression Report

Time Baseline 1 year 2 year 3 yearIOP (mm Hg) 12.5 12.5 10.0 13.0

RTVue NFL Glaucoma Progression Report

Time Baseline 1 year 2 year 3 yearIOP (mm Hg) 12.5 12.5 10.0 13.0

Page 27: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

Humphrey Glaucoma Progression Analysis

Subject 108 OS

Perimetric glaucomaProgression detected by GCC and disc photographyProgression not detected by NFL or VFDrop in IOP on year 2 visit caused artifactual improvement on NFL & GCC

Page 28: Glaucoma Diagnosis & Tracking with Optical Coherence ... -diagnosis-tracking.pdf · Paper AROC # Subjects Stratus GDx-VCC HRT2 N G Pueyo et al. J. Glaucoma 2007 Overall RNFL 0.91

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, MS Nehal Samy, MD

Habeeb Ahmad, MD

Catherine Cleary, MD


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