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Longitudinal changes in structural and functional measurements along the glaucoma severity spectrum [Meeting Abstract]

De, los Angeles Ramos Cadena M; Wollstein, G; Lee, T F; Hu, J; Lavinsky, F; Conner, I; Schuman, J S
Purpose : Previously we described the longitudinal glaucoma relationship between structure and function using a broken stick analysis approach to identify the location where the rate of change accelerates or decelerates. In that analysis we used each measurement point as an independent point, aggregated all eyes from all visits, and treated longitudinal data as cross-sectional. Using improved statistical methodology, we accounted for repeated measurements and the use of data from both eyes in the longitudinal model. The purpose of this study is to identify the locations of tipping points and rates of change before and after them in structural and functional measurements. Methods : Subjects with comprehensive ophthalmic examination and 5 or more visits with qualified visual fields (VF; Humphrey Field Analyzer; Zeiss, Dublin, CA) and OCT (Cirrus HD-OCT; Zeiss) with ONH and macular scans were enrolled. Segmented mixed models that account for repeated measurements were utilized to estimate the tipping points and the difference-in-slope. The number of tipping points was determined by identifying the optimal model using Bayesian information criterion. Results : 216 eyes (164 open angle glaucoma, 45 glaucoma suspect, and 7 healthy eyes) of 145 subjects were analyzed (Table). Retinal nerve fiber layer (RNFL), and ganglion cell inner retinal layer (GCIPL) decreases and cup to disc ratio (CDR) increases since early stages of the disease were measured (Figure). Unlike previous cross-sectional reports, visual field mean deviation (MD) also decreases along with structural parameters since early stages of the disease. RNFL thinning stalls beyond MD<-15.63dB (Figure A) while GCIPL keeps decreasing (B), and CDR slowly increases (C) throughout the functional damage range. Direct comparison between the structural parameters shows that RNFL thinning decelerates in advanced disease compared to both GCIPL and CDR and GCIPL thinning decelerates compared to CDR. Conclusions : Structural and functional measurements (RNFL, GCIPL, CDR and MD) are useful to evaluate glaucoma change from early stages of the disease. As glaucoma progresses and RNFL reaches its minimal measurable level GCIPL, CDR and MD remain useful to evaluate the disease. The clinical routine for following subjects with glaucoma should account for the ability to measure relevant parameters at various stages of disease
EMBASE:639120931
ISSN: 1552-5783
CID: 5379952

Chronic intraocular pressure elevation alters cerebrovascular reactivity in the visual cortex and basal forebrain [Meeting Abstract]

Chan, R; Lee, R; Sajitha, T; Faiq, M A; Bang, J W; Xue, Y; Liu, P; Leung, C; Wollstein, G; Schuman, J S; Chan, K C
Purpose : Glaucoma is an eye disease with widespread involvement of the brain. Since visual cortex (VC) may possess lower choline levels in glaucoma, and basal forebrain (BF) has cholinergic projections to VC for modulating cerebral blood flow and visual processing, we postulate that the vascular functions of the VC and BF are involved in glaucoma (PMID: 31242454). Recently, we used a novel whole-brain relative cerebrovascular reactivity (rCVR) mapping technique via resting-state functional MRI (rsfMRI) without gas challenge, and observed rCVR decrease in VC and rCVR increase in BF in patients with increasing glaucoma severity (PMID: 34892116). However, the underlying mechanisms remain to be elucidated. Here, we applied a hydrogel-induced glaucoma mouse model to elevate intraocular pressure (IOP) (PMID: 31176841), mapped wholebrain rCVR using rsfMRI, and measured optomotor responses (OMR). We hypothesize that chronic IOP elevation can lead to rCVR changes in the glaucomatous brain along with visual impairments. Methods : For the glaucoma model, C57BL/6J mice (male, 15-weeks, n=15) received intracameral injection of cross-linking hydrogel to the right eye to obstruct aqueous outflow and induce chronic IOP elevation. Controls (male, 15-weeks, n=13) were untreated. IOP was measured in both eyes 2-3 times per week for 3 weeks, followed by OMR and rsfMRI experiments at 7 Tesla (Fig. 1A). Results : Sustained IOP elevation was confirmed in the right eyes of the glaucoma model (Fig. 1B). Over 90% of mouse optic nerve fibers are known to project to the contralateral visual brain; rCVR decreased in the left but not right VC, whereas rCVR increased in the right BF in the glaucoma model but not the controls (Fig. 2A). These rCVR changes were inversely coupled (Fig. 2B). In addition, IOP of the injected eye was inversely correlated with rCVR in the left VC, while positively correlated with rCVR in the right BF (Fig. 2C). OMR revealed a decrease in visual acuity and an increase in visual contrast threshold for the injected eye (Fig. 2D) indicating visual impairment. The decrease in visual acuity was inversely correlated with rCVR in the BF (Fig. 2E). Conclusions : Mouse rCVR mapping using rsfMRI detects widespread brain changes induced by chronic IOP elevation, and demonstrates vascular involvement in glaucoma both within and beyond the primary visual pathways
EMBASE:639121437
ISSN: 1552-5783
CID: 5379922

Comparing Acute IOP-Induced Lamina Cribrosa Deformations Premortem and Postmortem

Wei, Junchao; Hua, Yi; Yang, Bin; Wang, Bo; Schmitt, Samantha E; Wang, Bingrui; Lucy, Katie A; Ishikawa, Hiroshi; Schuman, Joel S; Smith, Matthew A; Wollstein, Gadi; Sigal, Ian A
PURPOSE/UNASSIGNED:Lamina cribrosa (LC) deformations caused by elevated intraocular pressure (IOP) are believed to contribute to glaucomatous neuropathy and have therefore been extensively studied, in many conditions, from in vivo to ex vivo. We compare acute IOP-induced global and local LC deformations immediately before (premortem) and after (postmortem) sacrifice by exsanguination. METHODS/UNASSIGNED:The optic nerve heads of three healthy monkeys 12 to 15 years old were imaged with spectral-domain optical coherence tomography under controlled IOP premortem and postmortem. Volume scans were acquired at baseline IOP (8-10 mm Hg) and at 15, 30, and 40 mm Hg IOP. A digital volume correlation technique was used to determine the IOP-induced three-dimensional LC deformations (strains) in regions visible premortem and postmortem. RESULTS/UNASSIGNED:Both conditions exhibited similar nonlinear relationships between IOP increases and LC deformations. Median effective and shear strains were, on average, over all eyes and pressures, smaller postmortem than premortem, by 14% and 11%, respectively (P's < 0.001). Locally, however, the differences in LC deformation between conditions were variable. Some regions were subjected premortem to triple the strains observed postmortem, and others suffered smaller deformations premortem than postmortem. CONCLUSIONS/UNASSIGNED:Increasing IOP acutely caused nonlinear LC deformations with an overall smaller effect postmortem than premortem. Locally, deformations premortem and postmortem were sometimes substantially different. We suggest that the differences may be due to weakened mechanical support from the unpressurized central retinal vessels postmortem. TRANSLATIONAL RELEVANCE/UNASSIGNED:Additional to the important premortem information, comparison with postmortem provides a unique context essential to understand the translational relevance of all postmortem biomechanics literature.
PMCID:9728494
PMID: 36454578
ISSN: 2164-2591
CID: 5374102

Virtual Reality Oculokinetic Perimetry Test Reproducibility and Relationship to Conventional Perimetry and OCT

Greenfield, Jason A; Deiner, Michael; Nguyen, Anwell; Wollstein, Gadi; Damato, Bertil; Backus, Benjamin T; Wu, Mengfei; Schuman, Joel S; Ou, Yvonne
Purpose/UNASSIGNED:Vivid Vision Perimetry (VVP; Vivid Vision, Inc) is a novel method for performing in-office and home-based visual field assessment using a virtual reality platform and oculokinetic perimetry. Here we examine the reproducibility of VVP Swift and compare results with conventional standard automated perimetry (SAP) and spectral-domain (SD) OCT. Design/UNASSIGNED:Cross-sectional study. Participants/UNASSIGNED:Fourteen eyes of 7 patients with open-angle glaucoma (OAG) (average age, 64.6 years; 29% women) and 10 eyes of 5 patients with suspected glaucoma (average age, 61.8 years; 40% women) were enrolled. Methods/UNASSIGNED:Patients with OAG and suspected glaucoma were enrolled prospectively and underwent 2 VVP Swift examinations. Results were compared with 1 conventional SAP examination (Humphrey Visual Field [HVF]; Zeiss) and 1 SD OCT examination. Main Outcome Measures/UNASSIGNED:Mean sensitivity (in decibels) obtained for each eye in 2 VVP Swift test sessions and a conventional SAP examination, thickness of the retinal nerve fiber layer (RNFL) and ganglion cell complex (GCC) for the SD OCT examination, and mean test durations of the VVP Swift and SAP examinations. Results/UNASSIGNED:< 0.001), respectively. Conclusions/UNASSIGNED:Our results demonstrated that the VVP Swift test can generate reproducible results and is comparable with conventional SAP. This suggests that the device can be used by clinicians to assess visual function in glaucoma.
PMCID:9562375
PMID: 36276927
ISSN: 2666-9145
CID: 5359242

Normative Data and Conversion Equation for Spectral-Domain Optical Coherence Tomography in an International Healthy Control Cohort

Kenney, Rachel; Liu, Mengling; Hasanaj, Lisena; Joseph, Binu; Al-Hassan, Abdullah A; Balk, Lisanne; Behbehani, Raed; Brandt, Alexander U; Calabresi, Peter A; Frohman, Elliot M; Frohman, Teresa; Havla, Joachim; Hemmer, Bernhard; Jiang, Hong; Knier, Benjamin; Korn, Thomas; Leocani, Letizia; Martínez-Lapiscina, Elena H; Papadopoulou, Athina; Paul, Friedemann; Petzold, Axel; Pisa, Marco; Villoslada, Pablo; Zimmermann, Hanna; Ishikawa, Hiroshi; Schuman, Joel S; Wollstein, Gadi; Chen, Yu; Saidha, Shiv; Thorpe, Lorna E; Galetta, Steven L; Balcer, Laura J
BACKGROUND:Spectral-domain (SD-) optical coherence tomography (OCT) can reliably measure axonal (peripapillary retinal nerve fiber layer [pRNFL]) and neuronal (macular ganglion cell + inner plexiform layer [GCIPL]) thinning in the retina. Measurements from 2 commonly used SD-OCT devices are often pooled together in multiple sclerosis (MS) studies and clinical trials despite software and segmentation algorithm differences; however, individual pRNFL and GCIPL thickness measurements are not interchangeable between devices. In some circumstances, such as in the absence of a consistent OCT segmentation algorithm across platforms, a conversion equation to transform measurements between devices may be useful to facilitate pooling of data. The availability of normative data for SD-OCT measurements is limited by the lack of a large representative world-wide sample across various ages and ethnicities. Larger international studies that evaluate the effects of age, sex, and race/ethnicity on SD-OCT measurements in healthy control participants are needed to provide normative values that reflect these demographic subgroups to provide comparisons to MS retinal degeneration. METHODS:Participants were part of an 11-site collaboration within the International Multiple Sclerosis Visual System (IMSVISUAL) consortium. SD-OCT was performed by a trained technician for healthy control subjects using Spectralis or Cirrus SD-OCT devices. Peripapillary pRNFL and GCIPL thicknesses were measured on one or both devices. Automated segmentation protocols, in conjunction with manual inspection and correction of lines delineating retinal layers, were used. A conversion equation was developed using structural equation modeling, accounting for clustering, with healthy control data from one site where participants were scanned on both devices on the same day. Normative values were evaluated, with the entire cohort, for pRNFL and GCIPL thicknesses for each decade of age, by sex, and across racial groups using generalized estimating equation (GEE) models, accounting for clustering and adjusting for within-patient, intereye correlations. Change-point analyses were performed to determine at what age pRNFL and GCIPL thicknesses exhibit accelerated rates of decline. RESULTS:The healthy control cohort (n = 546) was 54% male and had a wide distribution of ages, ranging from 18 to 87 years, with a mean (SD) age of 39.3 (14.6) years. Based on 346 control participants at a single site, the conversion equation for pRNFL was Cirrus = -5.0 + (1.0 × Spectralis global value). Based on 228 controls, the equation for GCIPL was Cirrus = -4.5 + (0.9 × Spectralis global value). Standard error was 0.02 for both equations. After the age of 40 years, there was a decline of -2.4 μm per decade in pRNFL thickness ( P < 0.001, GEE models adjusting for sex, race, and country) and -1.4 μm per decade in GCIPL thickness ( P < 0.001). There was a small difference in pRNFL thickness based on sex, with female participants having slightly higher thickness (2.6 μm, P = 0.003). There was no association between GCIPL thickness and sex. Likewise, there was no association between race/ethnicity and pRNFL or GCIPL thicknesses. CONCLUSIONS:A conversion factor may be required when using data that are derived between different SD-OCT platforms in clinical trials and observational studies; this is particularly true for smaller cross-sectional studies or when a consistent segmentation algorithm is not available. The above conversion equations can be used when pooling data from Spectralis and Cirrus SD-OCT devices for pRNFL and GCIPL thicknesses. A faster decline in retinal thickness may occur after the age of 40 years, even in the absence of significant differences across racial groups.
PMID: 36049213
ISSN: 1536-5166
CID: 5337812

The Role of OCT Criteria and Machine Learning in Multiple Sclerosis and Optic Neuritis Diagnosis

Kenney, Rachel C; Liu, Mengling; Hasanaj, Lisena; Joseph, Binu; Al-Hassan, Abdullah Abu; Balk, Lisanne J; Behbehani, Raed; Brandt, Alexander; Calabresi, Peter A; Frohman, Elliot; Frohman, Teresa C; Havla, Joachim; Hemmer, Bernhard; Jiang, Hong; Knier, Benjamin; Korn, Thomas; Leocani, Letizia; Martinez-Lapiscina, Elena Hernandez; Papadopoulou, Athina; Paul, Friedemann; Petzold, Axel; Pisa, Marco; Villoslada, Pablo; Zimmermann, Hanna; Thorpe, Lorna E; Ishikawa, Hiroshi; Schuman, Joel S; Wollstein, Gadi; Chen, Yu; Saidha, Shiv; Galetta, Steven; Balcer, Laura J
BACKGROUND AND OBJECTIVES/OBJECTIVE:Recent studies have suggested that inter-eye differences (IEDs) in peripapillary retinal nerve fiber layer (pRNFL) or ganglion cell+inner plexiform (GCIPL) thickness by spectral-domain optical coherence tomography (SD-OCT) may identify people with a history of unilateral optic neuritis (ON). However, this requires further validation. Machine learning classification may be useful for validating thresholds for OCT IEDs and for examining added utility for visual function tests, such as low-contrast letter acuity (LCLA), in the diagnosis of people with multiple sclerosis (PwMS) and for unilateral ON history. METHODS:Participants were from 11 sites within the International Multiple Sclerosis Visual System (IMSVISUAL) consortium. pRNFL and GCIPL thicknesses were measured using SD-OCT. A composite score combining OCT and visual measures was compared individual measurements to determine the best model to distinguish PwMS from controls. These methods were also used to distinguish those with history of ON among PwMS. ROC curve analysis was performed on a training dataset (2/3 of cohort), then applied to a testing dataset (1/3 of cohort). Support vector machine (SVM) analysis was used to assess whether machine learning models improved diagnostic capability of OCT. RESULTS:Among 1,568 PwMS and 552 controls, variable selection models identified GCIPL IED, average GCIPL thickness (both eyes), and binocular 2.5% LCLA as most important for classifying PwMS vs. controls. This composite score performed best, with AUC=0.89 (95% CI 0.85, 0.93), sensitivity=81% and specificity=80%. The composite score ROC curve performed better than any of the individual measures from the model (p<0.0001). GCIPL IED remained the best single discriminator of unilateral ON history among PwMS (AUC=0.77, 95% CI 0.71,0.83, sensitivity=68%, specificity=77%). SVM analysis performed comparably to standard logistic regression models. CONCLUSIONS:A composite score combining visual structure and function improved the capacity of SD-OCT to distinguish PwMS from controls. GCIPL IED best distinguished those with history of unilateral ON. SVM performed as well as standard statistical models for these classifications. CLASSIFICATION OF EVIDENCE/METHODS:The study provides Class III evidence that SD-OCT accurately distinguishes multiple sclerosis from normal controls as compared to clinical criteria.
PMID: 35764402
ISSN: 1526-632x
CID: 5281122

The Development and Clinical Application of Innovative Optical Ophthalmic Imaging Techniques

Alexopoulos, Palaiologos; Madu, Chisom; Wollstein, Gadi; Schuman, Joel S
The field of ophthalmic imaging has grown substantially over the last years. Massive improvements in image processing and computer hardware have allowed the emergence of multiple imaging techniques of the eye that can transform patient care. The purpose of this review is to describe the most recent advances in eye imaging and explain how new technologies and imaging methods can be utilized in a clinical setting. The introduction of optical coherence tomography (OCT) was a revolution in eye imaging and has since become the standard of care for a plethora of conditions. Its most recent iterations, OCT angiography, and visible light OCT, as well as imaging modalities, such as fluorescent lifetime imaging ophthalmoscopy, would allow a more thorough evaluation of patients and provide additional information on disease processes. Toward that goal, the application of adaptive optics (AO) and full-field scanning to a variety of eye imaging techniques has further allowed the histologic study of single cells in the retina and anterior segment. Toward the goal of remote eye care and more accessible eye imaging, methods such as handheld OCT devices and imaging through smartphones, have emerged. Finally, incorporating artificial intelligence (AI) in eye images has the potential to become a new milestone for eye imaging while also contributing in social aspects of eye care.
PMCID:9279625
PMID: 35847772
ISSN: 2296-858x
CID: 5278832

Microstructural Deformations Within the Depth of the Lamina Cribrosa in Response to Acute In Vivo Intraocular Pressure Modulation

Glidai, Yoav; Lucy, Katie A; Schuman, Joel S; Alexopoulos, Palaiologos; Wang, Bo; Wu, Mengfei; Liu, Mengling; Vande Geest, Jonathan P; Kollech, Hirut G; Lee, TingFang; Ishikawa, Hiroshi; Wollstein, Gadi
Purpose:The lamina cribrosa (LC) is a leading target for initial glaucomatous damage. We investigated the in vivo microstructural deformation within the LC volume in response to acute IOP modulation while maintaining fixed intracranial pressure (ICP). Methods:In vivo optic nerve head (ONH) spectral-domain optical coherence tomography (OCT) scans (Leica, Chicago, IL, USA) were obtained from eight eyes of healthy adult rhesus macaques (7 animals; ages = 7.9-14.4 years) in different IOP settings and fixed ICP (8-12 mm Hg). IOP and ICP were controlled by cannulation of the anterior chamber and the lateral ventricle of the brain, respectively, connected to a gravity-controlled reservoir. ONH images were acquired at baseline IOP, 30 mm Hg (H1-IOP), and 40 to 50 mm Hg (H2-IOP). Scans were registered in 3D, and LC microstructure measurements were obtained from shared regions and depths. Results:Only half of the eyes exhibited LC beam-to-pore ratio (BPR) and microstructure deformations. The maximal BPR change location within the LC volume varied between eyes. BPR deformer eyes had a significantly higher baseline connective tissue volume fraction (CTVF) and lower pore aspect ratio (P = 0.03 and P = 0.04, respectively) compared to BPR non-deformer. In all eyes, the magnitude of BPR changes in the anterior surface was significantly different (either larger or smaller) from the maximal change within the LC (H1-IOP: P = 0.02 and H2-IOP: P = 0.004). Conclusions:The LC deforms unevenly throughout its depth in response to IOP modulation at fixed ICP. Therefore, analysis of merely the anterior LC surface microstructure will not fully capture the microstructure deformations within the LC. BPR deformer eyes have higher CTVF than BPR non-deformer eyes.
PMID: 35604666
ISSN: 1552-5783
CID: 5247842

3D Microstructure of the Healthy Non-Human Primate Lamina Cribrosa by Optical Coherence Tomography Imaging

Sainulabdeen, Anoop; Glidai, Yoav; Wu, Mengfei; Liu, Mengling; Alexopoulos, Palaiologos; Ishikawa, Hiroshi; Schuman, Joel S; Wollstein, Gadi
Purpose/UNASSIGNED:The lamina cribrosa (LC) has an important role in the pathophysiology of ocular diseases. The purpose of this study is to characterize in vivo, noninvasively, and in 3D the structure of the LC in healthy non-human primates (NHPs). Methods/UNASSIGNED:Spectral-domain optical coherence tomography (OCT; Leica, Chicago, IL) scans of the optic nerve head (ONH) were obtained from healthy adult rhesus macaques monkeys. Using a previously reported semi-automated segmentation algorithm, microstructure measurements were assessed in central and peripheral regions of an equal area, in quadrants and depth-wise. Linear mixed-effects models were used to compare parameters among regions, adjusting for visibility, age, analyzable depth, graded scan quality, disc area, and the correlation between eyes. Spearmen's rank correlation coefficients were calculated for assessing the association between the lamina's parameters. Results/UNASSIGNED:Sixteen eyes of 10 animals (7 males and 3 females; 9 OD, 7 OS) were analyzed with a mean age of 10.5 ± 2.1 years. The mean analyzable depth was 175 ± 37 µm, with average LC visibility of 25.4 ± 13.0% and average disc area of 2.67 ± 0.45mm2. Within this volume, an average of 74.9 ± 39.0 pores per eye were analyzed. The central region showed statistically significantly thicker beams than the periphery. The quadrant-based analysis showed significant differences between the superior and inferior quadrants. The anterior LC had smaller beams and pores than both middle and posterior lamina. Conclusions/UNASSIGNED:Our study provides in vivo microstructure details of NHP's LC to be used as the foundation for future studies. We demonstrated mostly small but statistically significant regional variations in LC microstructure that should be considered when comparing LC measurements.
PMCID:9034718
PMID: 35435922
ISSN: 2164-2591
CID: 5206252

A novel glaucoma approach: Stem cell regeneration of the trabecular meshwork

Coulon, Sara J; Schuman, Joel S; Du, Yiqin; Bahrani Fard, Mohammad Reza; Ethier, C Ross; Stamer, W Daniel
Glaucoma is the leading cause of global irreversible blindness, necessitating research for new, more efficacious treatment options than currently exist. Trabecular meshwork (TM) cells play an important role in the maintenance and function of the aqueous outflow pathway, and studies have found that there is decreased cellularity of the TM in glaucoma. Regeneration of the TM with stem cells has been proposed as a novel therapeutic option by several reports over the last few decades. Stem cells have the capacity for self-renewal and the potential to differentiate into adult functional cells. Several types of stem cells have been investigated in ocular regenerative medicine: tissue specific stem cells, embryonic stem cells, induced pluripotent stem cells, and adult mesenchymal stem cells. These cells have been used in various glaucoma animal models and ex vivo models and have shown success in IOP homeostasis and TM cellularity restoration. They have also demonstrated stability without serious side effects for a significant period of time. Based on current knowledge of TM pathology in glaucoma and existing literature regarding stem cell regeneration of this tissue, we propose a human clinical study as the next step in understanding this potentially revolutionary treatment paradigm. The ability to protect and replace TM cells in glaucomatous eyes could change the field forever.
PMID: 35398015
ISSN: 1873-1635
CID: 5205042