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Estimating Visual Field Mean Deviation using Optical Coherence Tomographic Nerve Fiber Layer Measurements in Glaucoma Patients

Tan, Ou; Greenfield, David S; Francis, Brian A; Varma, Rohit; Schuman, Joel S; Huang, David
To construct an optical coherence tomography (OCT) nerve fiber layer (NFL) parameter that has maximal correlation and agreement with visual field (VF) mean deviation (MD). The NFL_MD parameter in dB scale was calculated from the peripapillary NFL thickness profile nonlinear transformation and VF area-weighted averaging. From the Advanced Imaging for Glaucoma study, 245 normal, 420 pre-perimetric glaucoma (PPG), and 289 perimetric glaucoma (PG) eyes were selected. NFL_MD had significantly higher correlation (Pearson R: 0.68 vs 0.55, p < 0.001) with VF_MD than the overall NFL thickness. NFL_MD also had significantly higher sensitivity in detecting PPG (0.14 vs 0.08) and PG (0.60 vs 0.43) at the 99% specificity level. NFL_MD had better reproducibility than VF_MD (0.35 vs 0.69 dB, p < 0.001). The differences between NFL_MD and VF_MD were -0.34 ± 1.71 dB, -0.01 ± 2.08 dB and 3.54 ± 3.18 dB and 7.17 ± 2.68 dB for PPG, early PG, moderate PG, and severe PG subgroups, respectively. In summary, OCT-based NFL_MD has better correlation with VF_MD and greater diagnostic sensitivity than the average NFL thickness. It has better reproducibility than VF_MD, which may be advantageous in detecting progression. It agrees well with VF_MD in early glaucoma but underestimates damage in moderate~advanced stages.
PMCID:6898302
PMID: 31811166
ISSN: 2045-2322
CID: 4246182

SALT Trial: Steroids after Laser Trabeculoplasty: Impact of Short-Term Anti-inflammatory Treatment on Selective Laser Trabeculoplasty Efficacy

Groth, Sylvia L; Albeiruti, Eiyass; Nunez, Mariana; Fajardo, Roman; Sharpsten, Lucie; Loewen, Nils; Schuman, Joel S; Goldberg, Jeffrey L
PURPOSE/OBJECTIVE:This study examined whether short-term use of topical nonsteroidal anti-inflammatory drug (NSAID) or steroid therapy affected the efficacy of selective laser trabeculoplasty (SLT). DESIGN/METHODS:Double-masked, randomized, placebo-controlled, dual-center, multisurgeon trial. PARTICIPANTS/METHODS:Patients older than 18 years with intraocular pressure (IOP) of more than 18 mmHg for whom the clinician decided SLT was the appropriately indicated therapy were randomized to 1 of 3 groups in a ratio of 1:1:1 as follows: ketorolac 0.5%, prednisolone 1%, or saline tears. METHODS:After SLT, patients randomized into each group were instructed to use an unmarked drop 4 times daily starting the day of SLT and continuing for 4 additional days. The Kruskal-Wallis test and Wilcoxon rank-sum test were used for continuous variables when comparing 2 or 3 treatment groups, respectively. The Fisher exact test was used for categorical variables. MAIN OUTCOME MEASURES/METHODS:The primary outcome of this study was IOP at 12 weeks. Secondary outcome measures included IOP at 1 and 6 weeks, patient-reported pain, and detectable anterior chamber inflammation. RESULTS:Ninety-six eyes of 85 patients fit inclusion criteria and were enrolled between the 2 sites. The NSAID, steroid, and placebo groups were similar in baseline demographics and baseline IOP (mean, 23.3±3.9 mmHg; P = 0.57). There was no statistically significant difference in IOP decrease among groups at week 6. Both the NSAID and steroid groups showed a statistically significantly greater decrease in IOP at week 12 compared with the placebo group (mean, -6.2±3.1 mmHg, -5.2±2.7 mmHg, and -3±4.3 mmHg, respectively; P = 0.02 [analysis of variance] and P = 0.002 [t test] for NSAID vs. placebo groups; P = 0.02 for steroid vs. placebo groups). CONCLUSIONS:Significantly better IOP reduction at 12 weeks was measured in eyes treated with steroid or NSAID drops after SLT. Short-term postoperative use of NSAID or steroid drops may improve IOP reduction after SLT. Longer-term follow-up studies are indicated.
PMCID:6810843
PMID: 31444008
ISSN: 1549-4713
CID: 4187372

Evaluating Glaucoma Treatment Effect on Intraocular Pressure Reduction Using Propensity Score Weighted Regression

Wu, Mengfei; Liu, Mengling; Schuman, Joel S; Wang, Yuyan; Lucy, Katie A; Ishikawa, Hiroshi; Wollstein, Gadi
Observational studies in glaucoma patients can provide important evidence on treatment effects, especially for combination therapies which are often used in reality. But the success relies on the reduction of selection bias through methods such as propensity score (PS) weighting. The objective of this study was to assess the effects of five glaucoma treatments (medication, laser, non-laser surgery (NLS), laser + medication, and NLS + medication) on 1-year intraocular pressure (IOP) change. Data were collected from 90 glaucoma subjects who underwent a single laser, or NLS intervention, and/or took the same medication for at least 6 months, and had IOP measures before the treatment and 12-months after. Baseline IOP was significantly different across groups (p = 0.007) and this unbalance was successfully corrected by the PS weighting (p = 0.81). All groups showed statistically significant PS-weighted IOP reductions, with the largest reduction in NLS group (-6.78 mmHg). Baseline IOP significantly interacted with treatments (p = 0.03), and at high baseline IOP medication was less effective than other treatments. Our findings showed that the 1-year IOP reduction differed across treatment groups and was dependent on baseline IOP. The use of PS-weighted methods reduced treatment selection bias at baseline and allowed valid assessment of the treatment effect in an observational study.
PMID: 31664148
ISSN: 2045-2322
CID: 4163312

Widespread brain reorganization perturbs visuomotor coordination in early glaucoma

Trivedi, Vivek; Bang, Ji Won; Parra, Carlos; Colbert, Max K; O'Connell, Caitlin; Arshad, Ahmel; Faiq, Muneeb A; Conner, Ian P; Redfern, Mark S; Wollstein, Gadi; Schuman, Joel S; Cham, Rakie; Chan, Kevin C
Glaucoma is the world's leading cause of irreversible blindness, and falls are a major public health concern in glaucoma patients. Although recent evidence suggests the involvements of the brain toward advanced glaucoma stages, the early brain changes and their clinical and behavioral consequences remain poorly described. This study aims to determine how glaucoma may impair the brain structurally and functionally within and beyond the visual pathway in the early stages, and whether these changes can explain visuomotor impairments in glaucoma. Using multi-parametric magnetic resonance imaging, glaucoma patients presented compromised white matter integrity along the central visual pathway and around the supramarginal gyrus, as well as reduced functional connectivity between the supramarginal gyrus and the visual occipital and superior sensorimotor areas when compared to healthy controls. Furthermore, decreased functional connectivity between the supramarginal gyrus and the visual brain network may negatively impact postural control measured with dynamic posturography in glaucoma patients. Taken together, this study demonstrates that widespread structural and functional brain reorganization is taking place in areas associated with visuomotor coordination in early glaucoma. These results implicate an important central mechanism by which glaucoma patients may be susceptible to visual impairments and increased risk of falls.
PMID: 31578409
ISSN: 2045-2322
CID: 4116332

Association of a Primary Open-Angle Glaucoma Genetic Risk Score With Earlier Age at Diagnosis

Fan, Bao Jian; Bailey, Jessica Cooke; Igo, Rob P; Kang, Jae H; Boumenna, Tahani; Brilliant, Murray H; Budenz, Donald L; Fingert, John H; Gaasterland, Terry; Gaasterland, Douglas; Hauser, Michael A; Kraft, Peter; Lee, Richard K; Lichter, Paul R; Liu, Yutao; Moroi, Syoko E; Myers, Jonathan S; Pericak-Vance, Margaret A; Realini, Anthony; Rhee, Douglas J; Richards, Julia E; Ritch, Robert; Schuman, Joel S; Scott, William K; Singh, Kuldev; Sit, Arthur J; Vollrath, Douglas; Weinreb, Robert N; Wollstein, Gadi; Zack, Donald J; Haines, Jonathan L; Pasquale, Louis R; Wiggs, Janey L
Importance/UNASSIGNED:Genetic variants associated with primary open-angle glaucoma (POAG) are known to influence disease risk. However, the clinical effect of associated variants individually or in aggregate is not known. Genetic risk scores (GRS) examine the cumulative genetic load by combining individual genetic variants into a single measure, which is assumed to have a larger effect and increased power to detect relevant disease-related associations. Objective/UNASSIGNED:To investigate if a GRS that comprised 12 POAG genetic risk variants is associated with age at disease diagnosis. Design, Setting, and Participants/UNASSIGNED:A cross-sectional study included individuals with POAG and controls from the Glaucoma Genes and Environment (GLAUGEN) study and the National Eye Institute Glaucoma Human Genetics Collaboration (NEIGHBOR) study. A GRS was formulated using 12 variants known to be associated with POAG, and the alleles associated with increasing risk of POAG were aligned in the case-control sets. In case-only analyses, the association of the GRS with age at diagnosis was analyzed as an estimate of disease onset. Results from cohort-specific analyses were combined with meta-analysis. Data collection started in August 2012 for the NEIGHBOR cohort and in July 2008 for the GLAUGEN cohort and were analyzed starting in March 2018. Main Outcomes and Measures/UNASSIGNED:Association of a 12 single-nucleotide polymorphism POAG GRS with age at diagnosis in individuals with POAG using linear regression. Results/UNASSIGNED:The GLAUGEN study included 976 individuals with POAG and 1140 controls. The NEIGHBOR study included 2132 individuals with POAG and 2290 controls. For individuals with POAG, the mean (SD) age at diagnosis was 63.6 (9.8) years in the GLAUGEN cohort and 66.0 (13.7) years in the NEIGHBOR cohort. For controls, the mean (SD) age at enrollment was 65.5 (9.2) years in the GLAUGEN cohort and 68.9 (11.4) years in the NEIGHBOR cohort. All study participants were European white. The GRS was strongly associated with POAG risk in case-control analysis (odds ratio per 1-point increase in score = 1.24; 95% CI, 1.21-1.27; P = 3.4 × 10-66). In case-only analyses, each higher GRS unit was associated with a 0.36-year earlier age at diagnosis (β = -0.36; 95% CI, -0.56 to -0.16; P = 4.0 × 10-4). Individuals in the top 5% of the GRS had a mean (SD) age at diagnosis of 5.2 (12.8) years earlier than those in the bottom 5% GRS (61.4 [12.7] vs 66.6 [12.9] years; P = 5.0 × 10-4). Conclusions and Relevance/UNASSIGNED:A higher dose of POAG risk alleles was associated with an earlier age at glaucoma diagnosis. On average, individuals with POAG with the highest GRS had 5.2-year earlier age at diagnosis of disease. These results suggest that a GRS that comprised genetic variants associated with POAG could help identify patients with risk of earlier disease onset impacting screening and therapeutic strategies.
PMID: 31436842
ISSN: 2168-6173
CID: 4046962

Speckle reduction in visible-light optical coherence tomography using scan modulation

Rubinoff, Ian; Beckmann, Lisa; Wang, Yuanbo; Fawzi, Amani A; Liu, Xiaorong; Tauber, Jenna; Jones, Katie; Ishikawa, Hiroshi; Schuman, Joel S; Kuranov, Roman; Zhang, Hao F
We present a technique to reduce speckle in visible-light optical coherence tomography (vis-OCT) that preserves fine structural details and is robust against sample motion. Specifically, we locally modulate B-scans orthogonally to their axis of acquisition. Such modulation enables acquisition of uncorrelated speckle patterns from similar anatomical locations, which can be averaged to reduce speckle. To verify the effectiveness of speckle reduction, we performed in-vivo retinal imaging using modulated raster and circular scans in both mice and humans. We compared speckle-reduced vis-OCT images with the images acquired with unmodulated B-scans from the same anatomical locations. We compared contrast-to-noise ratio (CNR) and equivalent number of looks (ENL) to quantify the image quality enhancement. Speckle-reduced images showed up to a 2.35-dB improvement in CNR and up to a 3.1-fold improvement in ENL with more discernable anatomical features using eight modulated A-line averages at a 25-kHz A-line rate.
PMCID:6718816
PMID: 31482105
ISSN: 2329-423x
CID: 4110572

Reproducibility of lamina cribrosa microstructure measurements in varying intraocular and intracranial pressure settings [Meeting Abstract]

Lucy, K; Rai, R S; Glidai, Y; Wu, M; Wang, B; Sigal, I A; Smith, M; Ishikawa, H; Schuman, J S; Wollstein, G
Purpose : To examine the effect of varying levels of intraocular (IOP) and intracranial pressure (ICP) on the reproducibility of lamina cribrosa (LC) microstructure measurements. Methods : Spectral-domain OCT scans of the optic nerve head (ONH) were obtained from adult healthy rhesus macaque monkeys while IOP and ICP were changed in a controlled environment. Gravity-based perfusion through a needle inserted into the anterior chamber controlled IOP (low, medium, high settings). Perfusion through the lateral ventricle controlled ICP (low, high settings). Scans were registered in 3D and LC microstructure measurements (beam thickness, pore diameter) were calculated from shared regions among scans acquired at each setting using a previously described segmentation algorithm. Microstructure measurement results were used to calculate the beam/pore ratio of each scan, and a 2-way ANOVA test compared the effect of different IOP and ICP settings on measurement reproducibility. Results : The results of 2 eyes were analyzed. For average beam thickness IOP had a significant effect on measurement reproducibility but ICP did not (p=0.005, p=0.66, respectively). For average pore diameter IOP also had a significant effect on measurement reproducibility but ICP did not (p=0.009, p=0.97, respectively). The effect of IOP and ICP on beam/pore ratio reproducibility was not significant (p=0.23, p=0.80, respectively). Results are summarized in Figure 1. Conclusions : Our study provides evidence that beam/pore ratio measurements are reproducible regardless of acquisition at different IOP and ICP settings. This parameter is less influenced by scanning angle and image quality than other measurements. This information supports direct comparison of beam/pore ratio measurements obtained in varying pressure settings
EMBASE:629664954
ISSN: 1552-5783
CID: 4168662

Variables affecting ocular vessel density measurements [Meeting Abstract]

De, los Angeles Ramos Cadena M; Wollstein, G; Schuman, J S; Lucy, K; Wu, M; Liu, M; Rai, R S; Jimenez-Roman, J; Lazcano-Gomez, G; Hernandez-Monroy, M; Shin, J W; Rim, S K; Ishikawa, H
Purpose : To examine the effect of co-variables commonly used in ocular structure models on ocular vessel density (VD) measurements provided by OCT angiography (OCTA) Methods : Healthy subjects with a normal comprehensive ophthalmic examination, axial length (AL) measurements, qualified visual fields (VF; Humphrey Field Analyzer; Zeiss, Dublin, CA), and optic nerve head (ONH) and macula OCT and OCTA scans (Cirrus HD-OCT 200x200 cube scans and 3x3 mm/ 6x6 mm Angioplex; Zeiss) were included. Subjects with comorbidities affecting the systemic or local micro or macro vasculature and subjects taking medications that modify vessel diameter were excluded. Peripapillary, ONH, and macular VD were calculated using the device's native software. Mixed-effects models were used accounting for age, gender, signal strength, AL, and inter- and intra-subject correlation. Results : 72 eyes (46 subjects) with a mean age of 45.1 (+/-13.9) years, mean AL of 23.82 (+/-1.03) mm, and mean signal strength of 8.32 (+/-1.04) were included in the study for ONH analysis and a subset of 33 eyes were included for macular analysis. The 3x3 and 6x6 ONH inner VD measurements decrease as age advances (-0.1 +/-0.02 mm/mm2, p=0.005; -0.07 +/-0.02 mm/mm2, p=0.0026, respectively). The central and inner measurements in the 3x3 macular scans decrease with age (-0.14 +/-0.03 mm/mm2, p=0.0006; -0.06 +/-0.01mm/mm2, p=0.0003, respectively). ONH and macula VD in both scanning sizes were not associated with AL, except for the macula 6x6 outer region (0.41 +/-0.05 mm/mm2, p=0.05). Only macular VD measurements were associated with signal strength. Conclusions : When analyzing ocular VD, the variables of age, AL, and image quality, should be considered
EMBASE:629664899
ISSN: 1552-5783
CID: 4168672

Reply [Letter]

Anderson, Rachel L; Caplan, Arthur; Schuman, Joel S
PMID: 31327385
ISSN: 1549-4713
CID: 3987852

Preferred OCTA scanning protocol for glaucoma discrimination [Meeting Abstract]

Rai, R S; Lucy, K; Tracer, N; Wu, M; De, Los Angeles Ramos Cadena M; Kokroo, A; Rathi, S; Madu, A; Jimenez-Roman, J; Lazcano-Gomez, G; Shin, J W; Rim, S K; Ishikawa, H; Schuman, J S; Wollstein, G
Purpose : OCT Angiography (OCTA) can be used to measure retinal vessel density (VD). These scans can be of various sizes and may be centered on the optic nerve head (ONH) or macula. In this study, we examined the glaucoma discrimination performance of VD using different scanning sizes and locations and compared it with the performance of conventional structural and functional biomarkers to identify the best glaucoma discrimination scanning protocol. Methods : 79 healthy and glaucomatous eyes (50 subjects) were included in the study. Subjects with diabetes, vascular disease, or who were using medications known to affect retinal thickness were excluded. 3x3 and 6x6mm ONH and macula OCTA images were obtained using Cirrus HD-OCT Angioplex (Zeiss, Dublin, CA). Global and sectoral VD was calculated using native software on the device. Area under the receiver operating characteristics (AUC) was used to determine the discrimination ability of VD, retinal nerve fiber layer (RNFL) thickness, rim area, cup-to-disc (C/D) ratio, ganglion cell inner plexiform layer (GCIPL) thickness, and visual field mean deviation (MD). Bootstrapping was used for comparison between the AUCs. Results : Subjects with glaucoma had statistically significantly different measurements than healthy individuals for all tested parameters except for the majority of macula VD (both 3x3 and 6x6 scanning sizes; Table). VD measurements that had the best glaucoma discrimination ability were acquired from the ONH from all sectors of the 3x3 scans and in the outer and full sectors in the 6x6 scans (Table). For these ONH parameters, no significant difference was detected from the best discriminating parameter (average RNFL and rim area). All macula VD measurements had significantly worse discrimination performance. Conclusions : Among VD scanning options, the ONH scans are the most suitable for glaucoma discrimination. However, the coarse sampling in the larger scan (6x6mm) reduces this capability inside and immediately adjacent to the ONH
EMBASE:629665102
ISSN: 1552-5783
CID: 4168642