Faculty Bibliography

Purpose : In mild glaucoma, RNFL thinning and visual field (VF) loss are often localized, but structure-function modeling is impeded by variability due to individual eye anatomy. We perform high-resolution spatial correlations of RNFLT maps for each VF location to identify relevant areas and study further improvements by geometrically aligning RNFLT maps based on artery trajectories. Methods : In 419 SITA Standard 24-2 Humphrey VFs with at most mild glaucoma (mean deviation >=-3dB) with accompanying circumpapillary Cirrus HD-OCT RNFLT maps, we computed pixel-wise correlations (52 VF locations x 40401 pixels). We then performed an alignment operation, ensuring that the two major retinal arteries follow the same lines in all scans. We piecewise linearly approximated the trajectories of the arteries on 4 concentric circles around ONH (Fig. 1a), determined the necessary rotation for each pixel, and morphed the images accordingly (Fig. 1b). Results : For the pre-alignment RNFLT (correlation maps Fig. 2 top) we observed: (1) relatively high correlations (max 0.29); (2) most of the high-correlation regions are highly localized around the median trajectories of the major arteries at most VF locations, possibly due to the stacked character of the fiber bundles close to ONH, which impedes precise spatial mapping to the VF. This observation suggests general retinal vulnerability zones rather than highly VF location-specific areas as assumed by many previous structure-function models. Accordingly, morphing the RNFLT maps by aligning the eyespecific artery locations increased the maximal correlations on 25 of the 52 VF locations (Fig. 2 bottom, marked in green), particularly in nasal and inferior VF, with improvements of up to 0.1 (inferior arcuate region of VF). At many locations, aligned vulnerability areas become substantially more conspicuous (e.g. the location enlarged on the top left) and might have been missed without aligning. Conclusions : High-resolution structure-function correlations reveal retinal vulnerability zones in mild glaucoma. At many VF locations, these zones become better correlated with VF regions when RNFLT maps are aligned along the arteries. Specific attention to RNFL thinning in these zones in glaucoma suspects may improve the detection of initial VF loss glaucoma

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

Purpose : Gradient class activation maps (grad-CAM) generated by convolutional neural networks (CNN) have qualitatively indicated that these networks are able to identify important regions in OCT scans. Here, we quantitatively analyse these regions to improve our understanding of the CNN decision making process when detecting glaucoma in OCT volumes. Methods : A total of 1110 OCT (Cirrus HD-OCT, Zeiss, Dublin, Ca) scans from both eyes of 624 subjects (139 healthy and 485 glaucomatous patients (POAG)). An end-to-end 3D-CNN network was trained directly on 3D-volumes for glaucoma detection. Grad-CAM was implemented to highlight structures in the volumes that the network relied on. Grad-CAM heatmaps were generated for 3 different convolutional layers and quantitatively validated by occluding the regions with the highest grad-CAM weights (12.5% of original input volumes) and then evaluating the performance drop. Further, 8-retinal layers segmentation method was used to compute the average heatmap weights for each segmented layer separately, and used to identify the layers that were deemed as important for the task. Results : The model achieved an AUC of 0.97 for the test set (110 scans). Occlusion resulted in a 40% drop in performance (Fig.1). The RNFL and photoreceptors showed the highest median weights for grad-CAM heatmaps (0.1 and 0.2, respectively). The retinal pigment epithelium (RPE) and photoreceptors showed higher weights in the glaucomatous scans (Fig.2-a). RNFL had wider range of weights in healthy cases versus POAG ones. Analysis of the B-scans showed that central part around the optic disc (# 85-135) had the highest contribution to the network decision and the heatmap weights were much higher in glaucoma cases than healthy ones across all B-scans (Fig.2-b). Conclusions : The occlusion experiment indicates that the regions identified by the grad-CAMs are in fact pertinent to the glaucoma detection task. The increased emphasis on the photoreceptors in the glaucoma cases may be attributed to the atrophy in the superficial layers which in turn increased the brightness of this structure. This technique can be used to identify new biomarkers learned for other ocular diseases

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

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

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

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

Purpose : Vivid Vision Perimetry (VVP) is a novel method for performing in-office and home-based visual field assessment using a virtual reality platform and oculokinetic perimetry. The purpose of this study was to examine the test-retest reproducibility of the VVP platform. Methods : Subjects with open-angle glaucoma and glaucoma suspects were prospectively enrolled and underwent visual field analysis across 54 test locations in a 24-2 pattern using the VVP device (Vivid Vision, San Francisco, CA). Each subject was examined in 2 sessions, and the mean sensitivity (dB) was the primary outcome measure obtained for each eye in both sessions. The repeatability of mean sensitivity was assessed through analysis of bias from the differences between the two VVP sessions. A Bland-Altman plot using a mixed effects model (adjusting for average sensitivity and eye correlation) was created to illustrate the level of agreement between repeated measurements. Results : Fourteen eyes of 7 open-angle glaucoma patients and 10 eyes of 5 glaucoma suspects were enrolled (mean age 62.3 +/-9.3 years, 33% female). Based on the data from 24 eyes, the average difference of VVP mean sensitivity between the two sessions was found to be 0.48 dB. Three eyes (12.5%) fell outside the upper and lower limits of agreement (95% CI:-1.15, 2.11). The level of agreement between repeated VVP measurements showed a general trend of increasing precision as mean sensitivity values increased (Figure 1). Conclusions : The VVP platform provides reproducible visual field sensitivity measurements for glaucoma patients and glaucoma suspects and represents a novel approach for glaucoma monitoring. These data suggest that VVP measurement repeatability is consistent with standard automated perimetry

Purpose : Predicting progression of primary open angle glaucoma (POAG) continues to be a challenge. Recent studies have shown that macular parameters may predict glaucoma progression and disease onset equally as well or even better than the traditionally used optic nerve head (ONH) retinal nerve fiber layer (RNFL) thickness. We performed a retrospective longitudinal study to identify structural parameters which best predicted visual field (VF) loss. Methods : Subjects with POAG with at least 5 qualified Cirrus OCT (Zeiss, Dublin, CA) macular and optic nerve head (ONH) scans and 5 qualified 24-2 Humphrey VF tests (Zeiss) were enrolled to this study. All parameters from the OCT's report of the macula and ONH scans were used in the analysis. We identified subjects who were OCT ONH progressors or VF progressors using both event and trend based definitions of progression based on the Guided Progression Analyses. Students t-test was used to assess differences in baseline characteristics between groups, and mixed-effects model was used in longitudinal analysis to compare the rate of parameter change between groups. Results : 263 eyes (180 subjects) with a mean follow-up time of 2.4+/-1.8 years were included in the study. Twenty-three eyes were identified as ONH progressors, 25 eyes were identified as VF progressors, and of these, 6 eyes were both VF and ONH progressors. At baseline, only macular average RNFL and macular inferior RNFL were significantly thinner in ONH progressors compared to non-progressors. Between the VF progressors and non-progressor groups, all OCT parameters were significantly thinner at baseline in the progressors except for four focal macular measurements and disc area. Mixed-effects modeling showed that both focal macular and ONH parameters thinned at a significantly greater rate in VF progressors compared to non-progressors (Table 1). Conclusions : Focal macular retinal segmentations and focal ONH parameters thin significantly more per year in VF progressors, and VF progressors tend to have thinner baseline structural parameters

Purpose : Development and pre-clinical testing of glaucoma neurotherapeutics have been obfuscated by limited experimental models that provide chronic elevation of intraocular pressure (IOP) while preserving optical media clarity for structural and functional assessments over time. In this study, we developed an in vivo model system involving the use of non-invasive tonometry, optical coherence tomography (OCT) and optokinetics to characterize retinal integrity and visual behavior in a novel hydrogel-induced chronic IOP elevation model. Methods : Six adult C57BL/6J mice underwent unilateral intracameral injection of an optically clear, chemically cross-linked hydrogel composed of hyaluronic acid functionalized with vinyl sulfone and thiol groups. IOP was measured with a rebound tonometer at baseline and 1, 3, 7, 10 and 14 days after hydrogel injection. The optic nerve head (ONH) region was scanned for each eye using OCT at baseline and 2 weeks after injection, and total retinal thickness (TRT) was measured within a 0.26-0.36 mm radius ring centered on the ONH using custom-written software (Fig 1). Visual acuity (VA) was measured for each eye using an optokinetic virtual-reality system at baseline and 2 weeks after injection. Data are presented as mean+/-SEM. Results : Intracameral hydrogel injection resulted in mild-to-moderate IOP elevation throughout the 2-week experimental period (Fig 2a). TRT in the hydrogel-injected eye was 10.06+/-3.61% thinner at 2 weeks post-injection compared to baseline (p<0.01) (Fig 2b). IOP elevation also led to a decline in VA by 58.12+/-7.22% at 2 weeks post-injection compared to baseline (p<0.001) (Fig 2c). Interestingly, among the hydrogel-injected eyes, cumulative IOP measured from 0 to 14 days post-injection did not correlate with TRT or VA (p>0.05) (Fig 2d-e), whereas TRT was positively associated with VA at 2 weeks post-injection (r=0.824, p<0.05) (Fig 2f). No significant change in IOP, TRT or VA was found in the non-injected eye. Conclusions : An in vivo glaucoma model system was developed that showed a positive correlation between retinal thinning and visual behavioral deficits after chronic IOP elevation. The weak association between cumulative IOP and TRT or VA suggests additional factors apart from IOP level in contributing to glaucomatous damage after chronic IOP elevation