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Forecasting Visual Field parameters at the Future visits using machine learning regression [Meeting Abstract]
Sedai, Suman; Antony, Bhavna; Ishikawa, Hiroshi; Wollstein, Gadi; Schuman, Joel S.
ISI:000488628103238
ISSN: 0146-0404
CID: 4154242
Deformation Analysis of 3D Optic Cup Surface in Healthy and Glaucoma Patients [Meeting Abstract]
Muta, Hidemasa; Antony, Bhavna; Halupka, Kerry; Sedai, Suman; Ishikawa, Hiroshi; Wollstein, Gadi; Schuman, Joel S.
ISI:000488628103055
ISSN: 0146-0404
CID: 4154212
Intra- and Inter-Subject Variability of Retinal Oximetry on Healthy Eyes Using Visible-Light OCT [Meeting Abstract]
Ghassabi, Zeinab; Lucy, Katie; Wu, Mengfei; Wollstein, Gadi; Schuman, Joel S.; Soetinko, Brian; Wang, Yuanbo; Kuranov, Roman; Zhang, Hao F.; Ishikawa, Hiroshi
ISI:000488628103068
ISSN: 0146-0404
CID: 4154222
Estimating visual field functions in glaucoma patients using multi-regional neural networks on OCT images [Meeting Abstract]
Yu, Hsin-Hao; Maetschke, Stefan; Antony, Bhavna Josephine; Ishikawa, Hiroshi; Wollstein, Gadi; Schuman, Joel S.; Wail, Simon
ISI:000488628103235
ISSN: 0146-0404
CID: 4154232
Translaminar Pressure Effect on the Lamina Cribrosa of Non-Human Primate Eyes as a Function of Depth [Meeting Abstract]
Lucy, Katie; Wang, Bo; Ishikawa, Hiroshi; Schuman, Joel S.; Wu, Mengfei; Sigal, Ian A.; Smith, Matthew A.; Wollstein, Gadi
ISI:000488628105189
ISSN: 0146-0404
CID: 4154312
Ocular Vessel Density Among Healthy Subjects of Different Ethnicities [Meeting Abstract]
Cadena, Maria de los Angeles Ramos; Ishikawa, Hiroshi; Schuman, Joel; Lucy, Katie; Wu, Mengfei; Liu, Mengling; Rai, Ravneet Singh; Roman, Jesus Jimenez; Lazcano, Gabriel; Robles, Daniela Diaz; Shin, Joong Won; Sung, Kyung Rim; Wollstein, Gadi
ISI:000488628107191
ISSN: 0146-0404
CID: 4154352
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
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
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 noise reduction in OCT and projection images using hybrid wavelet thresholding
Chapter by: Sui, X.; Ishikawa, H.; Selesnick, I. W.; Wollstein, G.; Schuman, J. S.
in: 2018 IEEE Signal Processing in Medicine and Biology Symposium, SPMB 2018 - Proceedings by
[S.l.] : Institute of Electrical and Electronics Engineers Inc., 2019
pp. ?-?
ISBN: 9781538659168
CID: 3996892