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Functional and metabolic alterations in the visual cortex of glaucoma patients [Meeting Abstract]
Bang, J W; Chen, A M; Parra, C; Wollstein, G; Schuman, J S; Chan, K C
Purpose : Glaucoma is thought to involve neurochemical changes not only in the eye but also the brain's visual system. While excitotoxicity may play a role in glaucoma pathogenesis, it remains controversial whether excess glutamate occurs in this process. In the current study, we investigated alterations in the excitatory-inhibitory balance (E/I balance) in the visual cortex of glaucoma patients. In addition, we examined whether the altered neurochemical balance in the visual cortex is associated with projections of basal nucleus of Meynert (BNM), a major source of cortical cholinergic innervation in the basal forebrain. Methods : 10 glaucoma patients with a wide range of disease severity and 4 age-matched healthy subjects underwent 3-Tesla anatomical MRI, resting-state functional MRI (fMRI), and magnetic resonance spectroscopy (MRS). We used MEGA-PRESS and PRESS sequences to measure the levels of gamma-aminobutyric acid (GABA) and combined glutamate and glutamine (GLX), respectively. Both GABA and GLX were obtained from the same single voxel (2.2x2.2x2.2 cm3) placed along the calcarine sulci and fitted by LCModel software. We normalized the amount of GABA and GLX to N-acetyl-aspartate (NAA) values obtained from MEGA-PRESS, following LCModel guidelines. E/I balance was calculated by dividing the amount of GLX by the amount of GABA. The resting-state fMRI data were analyzed by CONN software. Results : Glaucoma patients had 16.51% higher E/I balance in the visual cortex compared to the healthy control group (Figure 1a). This difference in E/I balance was apparently driven by a 16.85% reduction in GABA (Figure 1b) with no apparent difference in glutamate or glutamine levels between groups (Figure 1c). Furthermore, the E/I balance in the visual cortex was correlated with the functional connectivity between BNM and the visual cortex (Figure 2). Conclusions : The current study shows that the visual cortex of glaucoma patients adopts an excitatory-dominant state that is driven by reduced GABA. This imbalance was associated with the functional connectivity between BNM and the visual cortex, suggesting that weaker projection of BNM to the visual cortex may play a role in the neurochemical changes in the visual cortex of glaucoma patients. Taken together, these findings suggest that widespread functional and metabolic alterations are involved in the brain during glaucoma pathogenesis
EMBASE:632694319
ISSN: 1552-5783
CID: 4584922
In vivo contrast-enhanced MRI of cerebrospinal fluid dynamics in mouse optic nerve [Meeting Abstract]
Faiq, M A; Sainulabdeen, A; Parra, C; Wang, X; Lee, C H; Zhang, J; Liu, C; Deng, W; Wollstein, G; Schuman, J S; Chan, K C
Purpose : The glymphatic system has been postulated to play a crucial role in the central nervous system via metabolic waste removal from brain tissues by the cerebrospinal fluid (CSF). However, it remains unclear whether there is a direct glymphatic pathway in the visual pathway, partly due to limited in vivo methods for assessing the physiology of CSF dynamics in the optic nerve (ON). Contrast-enhanced MRI has been shown to be capable of monitoring the dynamics of glymphatic system in the brain using paramagnetic contrast agents. Investigating the same in and around the ON might give insights into the mechanisms of vision-related diseases such as glaucoma. Methods : In the present study, we infused a small molecular weight gadolinium-DTPA contrast agent intrathecally into the lumbar region (L4-L5) of 3 healthy adult C57BL/6J mice and imaged its flow, accumulation and clearance in the brain and the optic nerve over time using a 7-Tesla MRI scanner under isoflurane anesthesia. Contrast dynamics was monitored using a 3D T1-weighted imaging sequence at an isotropic resolution of 78x78x78 mum . Each scan lasted 10 min and a total of 12 continuous scans were acquired. These scans included 3 baseline acquisitions followed by 30 min of gadolinium contrast infusion using an automated pump while the scanning continued until the 12th time point. The intensity-time curves of the ON parenchyma, ON subarachnoid space (SAS), olfactory bulb, lateral ventricles and muscle tissues were generated and compared quantitatively. Data are represented as mean+/-SEM. Results : The ON parenchyma, ON-SAS, olfactory bulb and lateral ventricles showed a gradual increase in contrast enhancement (Figures 1 and 2A) with peak intensities at 92.03+/-16.21% (p<0.05), 440.50+/-39.41% (p<0.01), 210.54+/-20.69% (p<0.01) and 196.63+/-38.63% (p<0.05) respectively relative to baseline (Figure 2B). Peak intensity 3 occurred first in the olfactory bulb followed by ON-SAS, ON parenchyma and finally the lateral ventricles (Figure 2B). No apparent contrast uptake was observed in the nearby muscle tissues. Conclusions : This study illustrates direct communications between CSF and ON parenchyma and supports the evidence of the glymphatic system in the ON. In vivo imaging of CSF dynamics in and around the ON may open up new avenues for understanding ON function in health and disease with the possibility of devising novel drug delivery routes and therapeutic targets
EMBASE:632695007
ISSN: 1552-5783
CID: 4584902
Can clock hour OCT retinal nerve fiber layer (RNFL) thickness measurements outperform global mean RNFL for glaucoma diagnosis? [Meeting Abstract]
Wu, M; Liu, M; Schuman, J S; Ishikawa, H; Wollstein, G
Purpose : To compare the discrimination accuracy for glaucoma diagnosis using the OCT RNFL clock hours compared with average RNFL. Methods : In a large, ongoing, longitudinal cohort of healthy subjects and subjects with glaucoma, all subjects underwent visual field (VF) and OCT testing. Principal component (PC) analysis was used to reduce the dimensionality of clock hour measurements while maintaining maximum information variability for diagnostic performance. The first four PCs with linear regression were used as predictors of VF mean deviation (MD) and to classify glaucoma diagnosis. The prediction accuracy and discrimination power using cross validation were compared to the models using only average RNFL as a predictor. All models were adjusted for age, signal strength, and intra-subject correlation. Results : 1317 healthy and glaucomatous eyes (717 subjects) were included in the study. A PC analysis was built on the 9 clock hours while excluding non-informative sectors (clock hours 3, 4, and 9). The first PC explained 51% of the total variance, and the first four PCs explained 82% of the total variance and thus were used for subsequent regression models. A PC regression for glaucoma discrimination showed that clock hours 1, 5, 6, 7, 10, 11, 12 were significantly association with diagnosis. The PC showed better glaucoma diagnosis performance compared to average RNFL, with 10-fold cross-validation AUCs of 0.898 and 0.877, respectively (p<0.001). The PC regression for MD improved the model fit measured by R2 by 9% compared to a regression using average RNFL. PC showed that clock hours 2, 5, 6, 7, 10, 11, 12 were significantly associated with MD. Conclusions : Using PCs with RNFL clock hours improved classification performance for glaucoma diagnosis and model fit for MD, compared to using average RNFL. This method improves discrimination performance by both considering all sectoral RNFL information and removing locations with low diagnostic yield
EMBASE:632694154
ISSN: 1552-5783
CID: 4584932
Predicting macular progression map using deep learning [Meeting Abstract]
Chen, Z; Wang, Y; De, Los Angeles Ramos-Cadena M; Wollstein, G; Schuman, J S; Ishikawa, H
Purpose : Optical coherence tomography (OCT) two dimensional (2D) ganglion cell inner plexiform layer (GCIPL) thickness maps often reveal subtle abnormalities that might be washed out with summarized parameters (global or sectoral measurements). Also, the spatial pattern of GCIPL shows useful information to understand the extent and magnitude of localized damages. The purpose of this study was to predict next-visit 2D GCIPL thickness map based on the current and past GCIPL thickness maps. Methods : 346 glaucomatous eyes (191 subjects) with at least 5 visits with OCT tests were included in the study. GCIPL thickness maps were obtained using a clinical OCT (Cirrus HD-OCT, Zeiss, Dublin, CA; software version 9.5.1.13585; 200x200 macular cube scan). Since 83.2% of subjects were stable (average GCIPL change < 2um per year), we simulated progressing cases for diffuse damage pattern and hemifield damage pattern (superior vs. inferior hemifield damage was 50:50) (Figure 1 (c) and (d)). A deep learning based method, time-aware convolutional long short-term memory (TC-LSTM), was developed to handle irregular time intervals of longitudinal GCIPL thickness maps and predict the 5th GCIPL thickness map from the past 4 tests. The TC-LSTM model was compared with a conventional linear regression (LR) analysis. Mean square error (MSE, normalized to pixel intensity) and peak signal to noise ratio (PSNR) between predicted maps and ground truth maps were used to quantify the prediction quality (lower MSE and higher PSNR indicate better results). The Wilcoxon signed-rank test was used to compare TC-LSTM results and LR results. Results : TC-LSTM achieved lower MSE and higher PSNR compared to the LR model (MSE 0.00049 vs. 0.00061, p<0.001, and PSNR 34.45 vs. 32.52 dB, p=0.035). Subjective evaluation by 3 expert ophthalmologists showed that TC-LSTM model had closer representations of the ground truth maps than the LR model (Table 1, Figure 1). Conclusions : The next visit GCIPL thickness maps were successfully generated using TC-LSTM with higher accuracy compared to LR model both quantitatively and subjectively
EMBASE:632694547
ISSN: 1552-5783
CID: 4586172
Social roles in addition to daily activities are factors associated with function in glaucoma [Meeting Abstract]
Livengood, H; Wollstein, G; Ishikawa, H; Wu, M; Schuman, J S
Purpose : Glaucoma adversely affects subjects' ability to accomplish daily activities, engage in social roles, and contributes to disability. Yet methods to evaluate glaucoma-related disability are limited. To identify daily activities and social roles associated with glaucoma, this study (1) tests the association between visual field (VF) and the Assessment of Life Habits (LIFE-H), a questionnaire developed to measure the degree of difficulty and the level(s) of assistance subjects require in order to accomplish daily activities and social roles, and (2) identifies LIFE-H items with high differential capability of person functional ability. Methods : We recruited 101 subjects aged 50 years and older diagnosed with glaucoma who underwent comprehensive ophthalmic evaluation and VF testing (Humphrey Field Analyzer, Zeiss, Dublin, CA) whom were administered the LIFE-H. Better-eye VF mean deviation (MD) was used to measure severity of visual impairment. Multivariable regression analyses determined the association between MD and 11 LIFE-H domains (totaling 37 daily activity and 38 social role items), adjusting for the covariates age, gender, race, comorbidities, and depressive symptoms. Domains not significantly associated with MD and items not applicable to 10% of subjects were excluded from further analyses, resulting in 64 qualified subjects and 40 LIFE-H items. Rasch analysis was used to determine the item hierarchical order based on the level of person ability. Results : 64 subjects of average age 66+/-10 years and better-eye MD of -5.0+/-7.4 dB qualified for the analysis. All LIFE-H domains except interpersonal relationships were significantly associated (p <= 0.05) with MD. Overall, average domain scores were high (range, 8.7+/-1.5 to 9.7+/-0.4) with the lowest scoring domains being mobility, employment, and recreation. Of the 40 LIFE-H items, 29 were daily activities and 11 were social roles. 21 items across 6 domains were detected to have high differential capability; of which 11 items were daily activities and 10 items were social roles. 11 of the 21 items were significantly associated with MD; 8 of which were social roles and 3 daily activities. Conclusions : The large impact of the social role items among the LIFE-H questionnaire highlight the psychosocial factors for subjects with glaucoma. Further evaluation of daily activities and social roles that constitute when and how glaucoma affects subjects is needed
EMBASE:632697678
ISSN: 1552-5783
CID: 4586062
MACROANEURYSMS ASSOCIATED WITH CONGENITAL RETINAL MACROVESSELS
Sebrow, Dov B; Cunha de Souza, Eduardo; Belucio Neto, Jose; Roizenblatt, Marina; Zett Lobos, Claudio; Paulo Bonomo, Pedro; Modi, Yasha; Schuman, Joel S; Freund, K Bailey
PURPOSE: Congenital retinal macrovessels are large aberrant retinal blood vessels that cross the horizontal raphe and can traverse the central macula. Using multimodal imaging and optical coherence tomography angiography, we describe 2 cases of congenital retinal macrovessel associated with macroaneurysms. METHODS: Two patients presented for evaluation and were found to have congenital retinal macrovessels associated with macroaneurysms. Color photography, optical coherence tomography, fundus autofluorescence fluorescein angiography, and optical coherence tomography angiography were performed and used to establish the diagnosis and monitor resolution at follow-up visits. RESULTS: The first patient presented with central vision loss in the right eye and was noted to have a ruptured macroaneurysm and scattered microaneurysms along the course of a venous macrovessel. After 3 months of observation, the patient's vision improved. The second patient presented for evaluation of a cataract in her left eye and was incidentally found to have an arterial macrovessel in her right eye with an associated macroaneurysm. Both cases demonstrated an intricate capillary network in the central macula best visualized on optical coherence tomography angiography. CONCLUSION: Macroaneurysms can occur on both arterial and venous macrovessels. After rupture of these lesions, hemorrhage and exudation can resolve with observation alone. Macrovessels can also present with microaneurysms. Optical coherence tomography angiography can effectively image the complex capillary network associated with these vascular anomalies.
PMCID:5807243
PMID: 28799971
ISSN: 1937-1578
CID: 2664232
Choline metabolism in the visual cortex following chronic intraocular pressure elevation and oral citicoline treatment [Meeting Abstract]
Sims, J R; Van, Der Merwe Y; Murphy, M C; Yang, X; Ho, L C; Conner, I P; Yu, Y; Leung, C K -S; Wollstein, G; Schuman, J S; Chan, K C
Purpose : Recent studies suggest that glaucoma involves trans-neuronal changes in choline metabolism in the brain's visual system. In addition, citicoline has been suggested as a potential therapeutic for neurodegenerative diseases including glaucoma, yet the underlying mechanisms remain unclear. Here, we use proton magnetic resonance spectroscopy ( H-MRS) and optokinetics to examine the effects of chronic intraocular pressure (IOP) elevation and oral citicoline treatment on brain metabolism and visual function in a novel rat model of experimental glaucoma. Methods : Twenty-three adult Long Evans rats were divided into 3 groups. In Group 1 (n=6) and Group 2 (n=7), the right eye was intracamerally injected with an optically clear crosslinking hydrogel for chronic IOP elevation; Group 2 also received daily oral citicoline dosing for 7 days prior to hydrogel injection, and every 48 hours for 14 days post-injection. The sham group (Group 3, n=7) received an intracameral injection of buffer solution only. IOP and visual acuity (VA) were measured longitudinally using a TonoLab rebound tonometer and the OptoMotry virtual reality system, respectively. H-MRS was acquired over the left and right visual cortices at 5 weeks post-injection using a 9.4T MRI scanner. Results : VA of the left, uninjured eyes remained constant over the experimental period, whereas VA of citicoline-treated right eyes appeared to deteriorate more slowly than untreated right eyes after similar levels of chronic IOP elevation (Fig 1). The left visual cortex projecting from the right, hydrogel-injected eye without citicoline treatment showed a reduced choline level compared to the contralateral right visual cortex projecting from 1 1 the left, uninjured eye. Interestingly, a higher choline level was found in the left visual cortex of citicoline-treated rats compared to untreated rats (Fig 2). No apparent metabolic change was observed in the sham group. Conclusions : Chronic IOP elevation by intracameral hydrogel injection significantly decreased visual acuity and choline-containing compounds in the visual cortex, whereas oral administration of citicoline ameliorated these effects. Our findings suggest that oral citicoline treatment may possess neuroprotective effects on the visual cortex by replenishing choline contents during glaucomatous degeneration, and H-MRS may help in monitoring such metabolic changes in the brain
EMBASE:632697465
ISSN: 1552-5783
CID: 4584832
Spectral calibration techniques for clinical retinal oximetry with visible-light optical coherence tomography [Meeting Abstract]
Rubinoff, I; Kuranov, R V; Wang, Y; Fawzi, A A; Ghassabi, Z; Davis, B; Tayebi, B; Wollstein, G; Ishikawa, H; Schuman, J S; Zhang, H
Purpose : Oxygen concentration in retinal blood vessels (sO ) can be critical biomarkers for diabetic retinopathy and glaucoma, leading causes of blindness worldwide. We previously demonstrated sO2measurements in rodent and human retinas with spectroscopic visible-light optical coherence tomography (vis-OCT). However, reliable measurements of sO2in a clinical setting remains an open challenge due to constraints on light exposure, imaging time, patient motion, and variation in eye geometry. Spectral calibration to optimize sO2measurements under these non-ideal imaging conditions is needed. Here, we investigate, develop, and implement such calibration. Methods : We developed vis-OCT processing software to optimize sO2measurements in humans. First, we identified an optimal spectral range for spectral measurement in which sO2was most stable. Next, we developed methods to account for alterations induced by the imaging system and eye optics. Specifically, we accounted for depth-dependent variations in the measured spectrum, such as absorption contrast, spectrally-dependent roll-off, chromatic aberrations, and eye morphology. We then imaged the retinas of 12 healthy subjects aged 22 to 60 at Northwestern Medical Hospital in Chicago, IL, and Langone Medical Center in New York, NY. All imaging was approved by the respective IRBs and strictly adhered to the Declaration of Helsinki. Light exposure in the eye was no higher than 250 muW and imaging time was no longer than 5 s. We extracted sO2from vessels larger than 50 mum in diameter using an automated version of our vis-OCT processing software. Results : We measured the sO2in 89 vessels (53 arteries and 36 veins). We found the mean sO2in arteries was 97.70 +/-4.75 % in arteries and mean sO2in veins was 53.11 +/-6.85 %. Conclusions : We developed analytical methods for depth-dependent alterations to the measured spectrum in vis-OCT retinal oximetry. Our measurements yielded spectra that are highly consistent with those reported in literature, despite variations in imaging conditions. Our results indicate a clear path forward for clinical adoption of vis-OCT
EMBASE:632696317
ISSN: 1552-5783
CID: 4586112
Early changes in basal cerebral blood flow and GABAergic activity in the visual cortex of glaucoma patients [Meeting Abstract]
Chen, A M; Bang, J W; Parra, C; Wollstein, G; Schuman, J S; Chan, K C
Purpose : Recent studies have indicated reduced blood flow in not only the eye but also the brain in patients with late glaucoma (LG). In contrast, patients with early glaucoma (EG) appear to show increased ocular blood flow, but little is known about their corresponding brain changes and their specific pathology. This study utilized non-invasive functional and molecular imaging biomarkers to determine cerebral blood flow (CBF) and neurochemical changes in the visual cortex of EG and LG patients. Methods : Four EG (age=67.00+/-5.26 years; 2F), 6 LG (age=65.33+/-2.75 years; 1F), and 5 healthy controls (age=63.00+/-3.11 years; 1F) underwent pseudo-continuous arterial spin labeling (pCASL) functional MRI and MEGA-PRESS magnetic resonance spectroscopy (MRS) at rest using a 3-Tesla MRI scanner. Basal CBF was measured from pCASL in the visual and motor cortices (Figure 1a). For MRS, the level of gamma-aminobutyric acid (GABA) in the visual cortex was quantified through the LCModel software (Figure 2a), and normalized over the N-acetyl aspartate and N-acetyl aspartyl glutamic acid complex (NAA+NAAG) to account for systematic fluctuations following LCModel guidelines. Results : Basal CBF in the white matter (WM) of the visual cortex was significantly higher for EG compared to LG (p=0.021) and controls (p=0.045), whereas basal CBF in the gray matter (GM) of the visual cortex was significantly higher for EG compared to LG (p=0.042) (Figure 1b). No apparent CBF difference was found within the motor cortex across groups (p>0.05). For MRS, normalized GABA levels appeared lower in EG than in controls (p=0.021), while LG had a trending decease compared to controls (p=0.092) (Figure 2b). Within the glaucoma groups, we also found a negative association between basal CBF and normalized GABA levels in both WM (p=0.038) and GM (p=0.039) (Figures 2c-d). Conclusions : The elevated basal CBF and lower baseline GABA levels in the visual cortex of EG suggest that vascular autoregulation dysfunction and/or neurochemical adaptation may be occurring in the brain's visual system apart from the eye during the initial phases of glaucoma pathogenesis. Within glaucoma groups, the inverse correlations demonstrated between basal CBF and baseline GABA levels may also offer a quantitative framework for interrogating inhibitory GABAergic activity and hemodynamic reactivity relationships in the glaucomatous brain during disease progression
EMBASE:632697937
ISSN: 1552-5783
CID: 4584822
beta zone peripapillary atrophy as a predictor of glaucomatous structural and functional progression [Meeting Abstract]
Geevarghese, A; Lavinsky, F; Ishikawa, H; Wu, M; Liu, M; Tauber, J; Panarelli, J; Madu, A A; Schuman, J S; Wollstein, G
Purpose : The presence of s zone peripapillary atrophy (PPA) has been associated with glaucoma. We performed a retrospective longitudinal study to evaluate s zone PPA area as a predictor for glaucomatous structural and functional progression. Methods : Subjects with glaucoma and >4 visits were included. Subjects had Humphrey visual field (Zeiss, Dublin, CA) testing, spectral-domain OCT (Cirrus HD-OCT; Zeiss) optic nerve head (ONH) and macula scans. s zone PPA was manually delineated on the baseline en face ONH scan as the area contiguous with the optic disc with the presence of hyper-and hyporeflectivity. Mixed effects linear models accounting for intra-subject correlation, follow-up time, scan's signal strength and ethnicity, were performed to determine if baseline PPA area was associated with glaucoma severity. Subsequent models incorporating the interaction term between time and baseline PPA area were performed to determine if baseline PPA area affected the rate of change in parameters of glaucoma over time. Results : 81 eyes (56 subjects) aged 62.8+/-14.1 years with an average follow-up time 3.9+/-1.3 years were analyzed. PPA was significantly associated with mean deviation (MD), visual field index (VFI), and inferior retinal nerve fiber layer (RNFL), (p=0.033, 0.038, and 0.034, respectively), but not with average RNFL, or macular ganglion cell inner plexiform layer (GCIPL) global and sectoral measurements and ONH parameters. No significant association was detected between s zone PPA area and the rate of progression for any parameter except for VFI (p =0.035). Conclusions : Although baseline s zone PPA area is associated with some indicators of glaucoma severity, it is not a significant predictor of the rate of glaucomatous progression (except for VFI)
EMBASE:632697506
ISSN: 1552-5783
CID: 4586072