Faculty Bibliography

Cerebrospinal fluid (CSF), partly driven by sensory stimulation, is crucial for maintaining homeostasis and clearing metabolic waste. Whether such stimulus-driven CSF flow is disrupted in age-related neurodegenerative diseases of the visual system remains unclear. This study examined the CSF flow during visual stimulation in glaucoma patients and healthy older adults using functional magnetic resonance imaging. In glaucoma, CSF inflow becomes progressively decoupled from the visually evoked blood-oxygenation-level-dependent (BOLD) response. Specifically, the characteristic stimulus-locked CSF patterns, which decrease after stimulus onset and increase after offset, diminish with disease severity. Mediation analysis suggests this flattened CSF pattern is driven by a flatter ascending BOLD slope, leading to a shallower CSF trough and a reduced post-stimulus surge. These results indicate that glaucoma-related functional impairments contribute to downstream alterations in CSF dynamics. Overall, this study provides insight into how glaucoma disrupts visually driven CSF inflow and highlights in vivo biomarkers for monitoring CSF dynamics.

Glaucoma is a chronic neurodegenerative disease of the visual system, and treatment is targeted toward lowering intraocular pressure. However, some patients fail to respond to treatment and their intraocular pressure levels remain high, risking continuous vision loss. Explainable machine learning provides a mechanism for both individual prognostication and the identification of factors associated with treatment outcome. Here, we used explainable machine learning to predict intraocular pressure for glaucoma patients receiving medication treatment. We accessed the UK Biobank to obtain information on 290 eyes from 161 participants who reported a diagnosis of glaucoma and were receiving treatment. Features were divided into three distinct datasets containing demographic data only, physiometabolic parameters and medication prescription data, and all data combined. We evaluated five machine learning techniques for each feature set in terms of their ability to predict intraocular pressure at a follow-up visit in a classification task. We then calculated SHapley Additive exPlanation (SHAP) values for the best performing model to determine feature importance, stability, and interactions. We found that eXtreme Gradient Boosting (XGBoost) outperformed all other models when trained and tested on the combined feature set with an area under receiver operating characteristic curve (AUC) of 0.708. Insulin-like growth factor 1 (IGF-1), low-density lipoprotein (LDL), and lymphocyte count ranked as the three most important features for this model. LDL and IGF-1 exhibited a low degree of global variability in contribution to the model output across all cross-validation repeats. SHAP values demonstrated the strongest interactions being between LDL and IGF-1. In summary, our studies indicated the importance of blood LDL and IGF-1 in contributing to the outcomes of intraocular pressure lowering treatment and demonstrated the ability of XGBoost to predict these outcomes.

Glaucoma is a chronic neurodegenerative disease of the visual system, and treatment is targeted toward lowering intraocular pressure. However, some patients fail to respond to treatment and their intraocular pressure levels remain high, risking continuous vision loss. Explainable machine learning provides a mechanism for both individual prognostication and the identification of factors associated with treatment outcome. Here, we used explainable machine learning to predict intraocular pressure for glaucoma patients receiving medication treatment. We accessed the UK Biobank to obtain information on 290 eyes from 161 participants who reported a diagnosis of glaucoma and were receiving treatment. Features were divided into three distinct datasets containing demographic data only, physiometabolic parameters and medication prescription data, and all data combined. We evaluated five machine learning techniques for each feature set in terms of their ability to predict intraocular pressure at a follow-up visit in a classification task. We then calculated SHapley Additive exPlanation (SHAP) values for the best performing model to determine feature importance, stability, and interactions. We found that eXtreme Gradient Boosting (XGBoost) outperformed all other models when trained and tested on the combined feature set with an area under receiver operating characteristic curve (AUC) of 0.708. Insulin-like growth factor 1 (IGF-1), low-density lipoprotein (LDL), and lymphocyte count ranked as the three most important features for this model. LDL and IGF-1 exhibited a low degree of global variability in contribution to the model output across all cross-validation repeats. SHAP values demonstrated the strongest interactions being between LDL and IGF-1. In summary, our studies indicated the importance of blood LDL and IGF-1 in contributing to the outcomes of intraocular pressure lowering treatment and demonstrated the ability of XGBoost to predict these outcomes.

BACKGROUND:Healthcare is responsible for 8.5% of greenhouse gas emission in the United States. Physicians are becoming increasingly concerned about the climate crisis, particularly in the field of ophthalmology where there is a growing body of literature related to sustainability. Although emissions of cataracts surgery, one of the most performed surgical procedures in the world, have been quantified, modifications to practice have yet to be made. This study aims to uplift the perspectives of a diverse set of healthcare workers on implementing environmentally sustainable practices in the cataract surgery setting. METHODS:16 semi-structured interviews were conducted with professionals working in various direct patient care or administrative roles at a large health center to gain insight on implementing a variety of sustainability initiatives. We focused on initiatives related to supply reduction, reusable supplies, multi-dosing pharmaceuticals, and health system process and policy shifts. RESULTS:Participants most frequently identified infection prevention and control (IPC) concerns as a primary barrier to implementation. Additionally, the IPC department was most often cited as a key stakeholder in implementation. However, participants from this department did not share these same concerns. Additionally, participants most often cited that these initiatives would be successfully implemented by those providing direct patient care. CONCLUSIONS:Themes generated from the collection of responses underscore a broader discussion of disconnect between policy and practice in healthcare as a barrier to implementation of these initiatives and an opportunity in harnessing clinically led change to implement sustainable practices in a growing healthcare system.

PURPOSE/OBJECTIVE:To evaluate the association between socioeconomic status (SES; represented by a patient's neighborhood area deprivation index) and structural and functional measurements of the eye at initial presentation for those who eventually underwent trabeculectomy. DESIGN/METHODS:A retrospective cohort study. PARTICIPANTS/METHODS:We identify patients who underwent a trabeculectomy and had at least 1 OCT scan and 1 visual field (VF) test before undergoing surgery. Patients of any age with either progressing glaucoma or uncontrolled intraocular pressure, or both, who underwent a trabeculectomy and were a part of the DOMAIN cohort study were included. METHODS:We use a subject's first recorded OCT scan and VF test to obtain baseline structural and functional measurements. We next use patient addresses to determine their census block, which is then matched to the corresponding proxy for SES. Univariate and multivariate regressions controlling for race, age, and gender were used to analyze the associations between SES and structural and functional measurements at baseline. MAIN OUTCOME MEASURE/METHODS:The association between SES and structural and functional measures at baseline. RESULTS:Among the 154 eyes in the study, we find that living in an area with greater deprivation is associated with worse structural (larger cup volumes [CVs], thinner retinal nerve fiber layer, and ganglion cell-inner plexiform layer) and functional (lower visual field index [VFI] and mean deviation [MD]) measures at baseline. However, these associations only remained statistically significant in the multivariate analysis for CV, VFI, and MD after controlling for a patient's race, gender, and age. In addition, when comparing those living in the best and worst neighborhoods, we find that living in the area with the highest decile level of deprivation is associated with a 6.63 dB lower MD at presentation compared to those living in areas with the least deprivation. CONCLUSIONS:Lower SES is associated with worse optic nerve damage and VF performance at presentation for eyes that eventually undergo trabeculectomy surgery. FINANCIAL DISCLOSURE(S)/BACKGROUND:Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.

Currently there are no surgical solutions to restore vision in the irreversibly blind. Whole eye transplantation (WET), is an appealing surgical approach for restoration, replacement, and reconstruction of nonfunctioning eyes. Development of a reliable animal model to test the integrity and functionality of the transplanted eye is an essential step towards clinical whole eye transplantation. This study presents a feasible vascularized orthotopic eye transplantation preclinical rat model to study the structural and functional outcomes of whole eye transplantation. Syngeneic orthotopic transplants were performed in rats, involving anastomoses between carotid arteries, external jugular veins, and optic nerve coaptations of donors and recipients. The transplanted and recipient native eyes were assessed by ocular exam under anesthesia, optical coherence tomography (OCT), histology, magnetic resonance imaging and electroretinography. A 100% surgical survival rate of recipients with maintained long-term health demonstrated this to be a reliable and reproducible model. Assessment from clinical examination under anesthesia revealed that segments of native eyes appeared normal throughout the duration of the study, but transplanted eyes presented mild chemosis of the eye lids, mild ciliary flush of the conjunctiva, cornea neovascularization, mild engorgement of the vessels in the iris, and mild opacities in the lens in some animals. Most of these findings improved over time after transplantation. Doppler optical coherence tomography corroborated the presence of blood flow in transplanted retinas. There was no significant difference in measured IOP between native and transplanted eyes. Both histology and OCT scans demonstrated increased central corneal thickness and decreased total retinal thickness in transplanted eyes. Transplanted eyes exhibit minimal scotopic and photopic ERG responses. To date, no other vascularized orthotopic rodent WET transplantation models have been described in the literature. As functional visual return remains the ultimate goal, this model provides a foundation for future translational strategies and is ideal for testing immunomodulatory, neuroprotective, and neuroregenerative approaches either individually or in combination, as required for total human eye allotransplantation (THEA) to become a clinical reality.

Glaucoma patients often have higher injurious fall rates compared to healthy older adults. However, little is known about the underlying neural mechanisms. Recent evidence shows cerebral changes beyond the visual pathway of glaucoma patients, yet it remains unclear whether the cerebellum, which plays an important role in balance and motor control, is involved in glaucoma. In this study, we sought to investigate cerebellar functional connectivity changes in glaucoma by comparing 32 glaucoma subjects and 10 age-matched healthy control subjects who underwent resting-state functional magnetic resonance imaging at 3 Tesla with eyes closed. After conducting both regions-of-interest and seed-to-voxel analyses, we found that the functional connectivity within the cerebellum tended to be weakened in glaucoma patients compared to healthy controls, whereas the functional connectivity between some cerebral and cerebellar regions showed opposite changes in the same glaucoma subjects. Our findings underscore the potential role of cerebellar and cerebro-cerebellar dysfunction in postural and cognitive control in glaucoma patients. Taken together, these observations implicate the widespread brain changes in glaucoma beyond the cerebral regions into the cerebellum that may underlie the neural underpinnings of impaired balance control in this disease.

PURPOSE/UNASSIGNED:To determine the efficacy and safety of repetitive transorbital alternating current stimulation (rtACS) treatment by assessing vision-related quality of life and visual function outcome in subjects treated with rtACS versus sham-control. STUDY DESIGN/UNASSIGNED:Double masked, randomized, sham-controlled clinical trial (NCT03188042). SUBJECTS/UNASSIGNED:Sixteen subjects with moderate-to-advanced glaucoma (visual field [VF] mean deviation [MD] ≤-6.00 decibels) randomized into sham (9 subjects) or rtACS intervention (7 subjects) groups. METHODS/UNASSIGNED:Subjects underwent 10 rtACS sessions over 2 weeks. All subjects had comprehensive ocular examination at baseline, 1-week, and 4-weeks posttreatment. MAIN OUTCOME MEASURES/UNASSIGNED:Visual acuity (VA), contrast sensitivity (CS), VF MD, number of threshold sensitivity points that changed or were unchanged, and vision-related quality of life (VR-QoL) questionnaire scores. RESULTS/UNASSIGNED: = 0.04). No significant changes were detected with VA, CS, and VF analyses for either group. No serious adverse events were noted in either study group. CONCLUSIONS/UNASSIGNED:Repetitive transorbital alternating current stimulation therapy showed a significant beneficial effect on several domains of VR-QoL. Further studies will determine its utility in glaucoma. FINANCIAL DISCLOSURES/UNASSIGNED:Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.

PURPOSE/UNASSIGNED:The lamina cribrosa (LC) is hypothesized to be the site of initial axonal damage in glaucoma with the circumpapillary retinal nerve fiber layer thickness (RNFL-T) widely used as a standard metric for quantifying the glaucomatous damage. The purpose of this study was to determine in vivo, 3-dimensional (3D) differences in the microstructure of the LC in eyes of nonhuman primates (NHPs) with naturally occurring glaucoma. METHODS/UNASSIGNED:Spectral-domain optical coherence tomography (OCT) scans (Leica, Chicago, IL, USA) of the optic nerve head were acquired from a colony of 50 adult rhesus monkeys suspected of having high prevalence of glaucoma. The RNFL-T was analyzed globally and in quadrants using a semi-automated segmentation software. From a set of 100 eyes, 18 eyes with the thinnest global RNFL-T were selected as the study group and 18 eyes with RNFL-T values around the 50th percentile were used as controls. A previously described automated segmentation algorithm was used for LC microstructure analysis. Parameters included beam thickness, pore diameter and their ratio (beam-to-pore ratio [BPR]), pore area and shape parameters, beam and pore volume, and connective tissue volume fraction (CTVF; beam volume/total volume). The LC microstructure was analyzed globally and in the following volumetric sectors: quadrants, central and peripheral lamina, and three depth slabs (anterior, middle, and posterior). RESULTS/UNASSIGNED:Although no significant difference was detected between groups for age, weight, or disc size, the study group had significantly thinner RNFL than the control group (P < 0.01). The study group had significantly smaller global and sectoral pore diameter and larger BPR compared with the control group. Across eyes, the global RNFL-T was associated positively with pore diameter globally. BPR and CTVF were significantly and negatively associated with the corresponding RNFL-T in the superior quadrant. CONCLUSIONS/UNASSIGNED:Global and sectoral microstructural differences were detected when comparing thin and normal RNFL-T eyes. Whether these LC differences are the cause of RNFL damage or the result of remodeling of the LC requires further investigation. TRANSLATIONAL RELEVANCE/UNASSIGNED:Our findings indicate structural alterations in the LC of NHP exhibiting natural thinning of the RNFL, a common characteristic of glaucomatous damage.

PURPOSE/UNASSIGNED:To investigate the contributions of the microstructural and metabolic brain environment to glaucoma and their association with visual field (VF) loss patterns by using advanced diffusion magnetic resonance imaging (dMRI), proton magnetic resonance spectroscopy (MRS), and clinical ophthalmic measures. METHODS/UNASSIGNED:Sixty-nine glaucoma and healthy subjects underwent dMRI and/or MRS at 3 Tesla. Ophthalmic data were collected from VF perimetry and optical coherence tomography. dMRI parameters of microstructural integrity in the optic radiation and MRS-derived neurochemical levels in the visual cortex were compared among early glaucoma, advanced glaucoma, and healthy controls. Multivariate regression was used to correlate neuroimaging metrics with 16 archetypal VF loss patterns. We also ranked neuroimaging, ophthalmic, and demographic attributes in terms of their information gain to determine their importance to glaucoma. RESULTS/UNASSIGNED:In dMRI, decreasing fractional anisotropy, radial kurtosis, and tortuosity and increasing radial diffusivity correlated with greater overall VF loss bilaterally. Regionally, decreasing intra-axonal space and extra-axonal space diffusivities correlated with greater VF loss in the superior-altitudinal area of the right eye and the inferior-altitudinal area of the left eye. In MRS, both early and advanced glaucoma patients had lower gamma-aminobutyric acid (GABA), glutamate, and choline levels than healthy controls. GABA appeared to associate more with superonasal VF loss, and glutamate and choline more with inferior VF loss. Choline ranked third for importance to early glaucoma, whereas radial kurtosis and GABA ranked fourth and fifth for advanced glaucoma. CONCLUSIONS/UNASSIGNED:Our findings highlight the importance of non-invasive neuroimaging biomarkers and analytical modeling for unveiling glaucomatous neurodegeneration and how they reflect complementary VF loss patterns.