Ophthalmology Commons^™

Transformer-Based Deep Learning Prediction Of 10-Degree Humphrey Visual Field Tests From 24-Degree Data, Min Shi, Anagha Lokhande, Yu Tian, Yan Luo, Mohammad Eslami, Saber Kazeminasab, Tobias Elze, Lucy Shen, Louis Pasquale, Sarah Wellik, Carlos Gustavo De Moraes, Jonathan Myers, Nazlee Zebardast, David Friedman, Michael Boland, Mengyu Wang

Wills Eye Hospital Papers

PURPOSE: To predict 10-2 Humphrey visual fields (VFs) from 24-2 VFs and associated non-total deviation features using deep learning.

METHODS: We included 5189 reliable 24-2 and 10-2 VF pairs from 2236 patients, and 28,409 reliable pairs of macular OCT scans and 24-2 VF from 19,527 eyes of 11,560 patients. We developed a transformer-based deep learning model using 52 total deviation values and nine VF test features to predict 68 10-2 total deviation values. The mean absolute error, root mean square error, and the R2 were evaluation metrics. We further evaluated whether the predicted 10-2 VFs can improve the structure-function relationship …

Impact Of Tumor Pigmentation In 6934 Patients With Uveal Melanoma At A Single Center, Samuel Goldstein, Ferris Bayasi, George Thomas, Matthew Barke, Michael Nguyen, Samantha Pastore, Carol Shields

Wills Eye Hospital Papers

Purpose: To evaluate clinical features and outcomes associated with degree of tumor pigmentation in patients with uveal melanoma (UM) of the choroid and ciliary body. Design: Retrospective observational study. Subjects: Six thousand nine hundred thirty-four consecutive patients with choroidal or ciliary body melanoma between 1971 and 2007 from a single ocular oncology center. Methods: Data on patient demographics, tumor characteristics, treatment approach, and clinical outcomes were collected. Comparisons between pigmented (>80% pigmentation by surface area), partially pigmented (20%–80%), and nonpigmented tumors (<20%) were performed using relevant hypothesis testing. Survival analyses for metastasis and melanoma-related death were conducted using the Kaplan–Meier method with log-rank tests for univariate comparisons. A multivariate Cox regression analysis was performed to assess the independent effects of multiple covariates on time-to-metastasis. Main Outcome Measures: Extraocular extension, ocular melanocytosis, time to tumor recurrence, tumor location, and melanoma-related metastasis and death. Results: There were 6934 eyes with UM and the degree of tumor pigmentation was classified as pigmented (n = 3762; 54%), partially pigmented (n = 2115; 31%), or nonpigmented (n = 1057; 15%). Pigmented UM was associated with extraocular extension (P < 0.001), ocular melanocytosis (P = 0.003), earlier tumor recurrence (P < 0.001), and more anterior tumor epicenter location (ciliary body, and equator to ora serrata) (P < 0.001). Pigmented UMs also exhibited the highest 10-year metastasis rate at 26%, compared with 19% for partially pigmented UMs and 16% for nonpigmented UMs (P < 0.001). Kaplan–Meier survival curves demonstrated differences among the tumor pigmentation groups for melanoma-related metastasis (P < 0.001) and melanoma-related death (P < 0.001). Multivariate Cox regression analysis for melanoma-related metastasis showed that pigmented UMs had a 29% higher relative risk of developing metastasis compared with partially pigmented UMs (P = 0.002) and a 54% higher relative risk of developing metastasis compared with nonpigmented UMs (P < 0.001). Conclusions: Pigmented choroidal and ciliary body melanoma is more often associated with ocular melanocytosis, extraocular extension, anterior tumor epicenter, and earlier tumor recurrence. We also revealed that patients with pigmented UMs demonstrate a higher 10-year rate of metastatic disease and have decreased metastatic survival relative to partially pigmented and nonpigmented UMs. Financial Disclosures: Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.

Predicting Choroidal Nevus Transformation To Melanoma Using Machine Learning, Prashant D. Tailor, Piotr K. Kopinski, Haley S. D'Souza, David A. Leske, Timothy W. Olsen, Carol L. Shields, Jerry A. Shields, Lauren A. Dalvin

Wills Eye Hospital Papers

PURPOSE: To develop and validate machine learning (ML) models to predict choroidal nevus transformation to melanoma based on multimodal imaging at initial presentation.

DESIGN: Retrospective multicenter study.

PARTICIPANTS: Patients diagnosed with choroidal nevus on the Ocular Oncology Service at Wills Eye Hospital (2007-2017) or Mayo Clinic Rochester (2015-2023).

METHODS: Multimodal imaging was obtained, including fundus photography, fundus autofluorescence, spectral domain OCT, and B-scan ultrasonography. Machine learning models were created (XGBoost, LGBM, Random Forest, Extra Tree) and optimized for area under receiver operating characteristic curve (AUROC). The Wills Eye Hospital cohort was used for training and testing (80% training-20% testing) with …

Contributions Of Brain Microstructures And Metabolism To Visual Field Loss Patterns In Glaucoma Using Archetypal And Information Gain Analyses, Yueyin Pang, Ji Won Bang, Anisha Kasi, Jeremy Li, Carlos Parra, Els Fieremans, Gadi Wollstein, Joel S. Schuman, Mengyu Wang, Kevin C Chan

Wills Eye Hospital Papers

PURPOSE: 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: 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 …

Ocular Gene Transfer In The Spotlight: Implications Of Newspaper Content For Clinical Communications, Shelly Benjaminy, Tania M. Bubela

Office of the Provost

Background: Ocular gene transfer clinical trials are raising hopes for blindness treatments and attracting media attention. News media provide an accessible health information source for patients and the public, but are often criticized for overemphasizing benefits and underplaying risks of novel biomedical interventions. Overly optimistic portrayals of unproven interventions may influence public and patient expectations; the latter may cause patients to downplay risks and over-emphasize benefits, with implications for informed consent for clinical trials. We analyze the news media communications landscape about ocular gene transfer and make recommendations for improving communications between clinicians and potential trial participants in light of …

The Latest Ic3d Classification Of Corneal Dystrophies—Overview And Changes Of The 3rd Edition, Tim Berger, Jayne S. Weiss, Walter Lisch, Berthold Seitz

School of Medicine Faculty Publications

The International Committee on Classification of Corneal Dystrophies (IC3D) was founded in 2005 to address difficulties arising from the outdated nomenclature for corneal dystrophies (CD) and to correct misconceptions in the literature. For each of the 22 CDs, a separate template was created to represent the current clinical, pathological and genetic knowledge of the disease. In addition, each template contains representative clinical photographs as well as light and electron microscopic images and, if available, confocal microscopic and coherence tomographic images of the respective CD. After the first edition was published in 2008, the revised version followed in 2015. The third …

Wide-Field Optical Coherence Tomography Imaging Improves Rate Of Change Detection In Progressing Glaucomatous Eyes Compared With Standard-Field Imaging, Christopher Bowd, Akram Belghith, Jasmin Rezapour, Jost B. Jonas, Leslie Hyman, Robert N. Weinreb, Linda M. Zangwill

Wills Eye Hospital Papers

PURPOSE: To compare rates of retinal nerve fiber layer change over time in healthy, eyes with nonprogressing glaucoma and eyes with progressing glaucoma using single wide-field (SWF) and optic nerve head (ONH) cube scan optical coherence tomography (OCT) images.

METHODS: Forty-five eyes of 25 healthy individuals and 263 eyes of 161 glaucoma patients from the Diagnostic Innovations in Glaucoma Study were included. All eyes underwent 24-2 visual field testing and OCT (Spectralis SD-OCT) ONH and macular imaging. SWF images (up to 43° × 28°) were created by stitching together ONH cube scans centered on the optic disc and macular cube …

Effects Of Age On Lacrimal Gland Bioactive Lipids, Brandon Ebright, Zhiyuan Yu, Priyal Dave, Dante Dikeman, Sarah Hamm-Alvarez, Cintia S De Paiva, Stan Louie

Faculty, Staff and Students Publications

Purpose: Polyunsaturated fatty acids (PUFA) are a source of bioactive lipids regulating inflammation and its resolution.

Methods: Changes in PUFA metabolism were compared between lacrimal glands (LGs) from young and aged C57BL/6 J mice using a targeted lipidomics assay, as was the gene expression of enzymes involved in the metabolism of these lipids.

Results: Global reduction in PUFAs and their metabolites was observed in aged LGs compared to young controls, averaging between 25 and 66 % across all analytes. ꞷ-6 arachidonic acid (AA) metabolites were all reduced in aged LGs, where the changes in prostaglandin E2 (PGE2) and lipoxin A4 …

Inhibition Of Cathepsin S In Autoimmune Cd25ko Mouse Improves Sjögren Disease-Like Lacrimal Gland Pathology, Kaitlin K Scholand, Jeremias Galletti, Wolfgang Haap, Tiago Santos-Ferreira, Christoph Ullmer, Cintia S De Paiva

Faculty, Staff and Students Publications

PURPOSE: CD25KO mice are a model of Sjögren disease (SjD) driven by autoreactive T cells. Cathepsin S (CTSS) is a protease crucial for major histocompatibility complex class II presentation that primes T cells. We investigated if a diet containing CTSS inhibitor would improve autoimmune signs in CD25KO mice.

METHODS: Four-week female CD25KO mice were randomly chosen to receive chow containing a CTSS inhibitor (R05461111, 262.5 mg/kg chow) or standard chow for 4 weeks. Cornea sensitivity was measured. Inflammatory score was assessed in lacrimal gland (LG) histologic sections. Flow cytometry of LG and ocular draining lymph nodes (dLNs) investigated expression of …

A Comparison Of Icare And Goldmann Applanation Tonometry Measurements During The Covid-19 Pandemic: A Retrospective Study, Shreya Swaminathan, Amber M. Kisielewski, M. Hossein Nowroozzadeh, Shahin Hallaj, Daniel Lee, Natasha N. Kolomeyer, Jonathan S. Myers, Reza Razeghinejad

Wills Eye Hospital Papers

PURPOSE: To evaluate factors associated with differences in intraocular pressure (IOP) readings between iCare and Goldmann applanation tonometry (GAT) in established glaucoma patients.

METHODS: This retrospective comparative study included clinical data of 350 eyes from 350 established glaucoma patients who had iCare and GAT IOP measured by an ophthalmic technician and a glaucoma specialist, respectively. The main outcome measure was the difference in IOP measurements of the right eyes with iCare and GAT.

RESULTS: The intraclass correlation coefficient (ICC) between GAT and iCare was 0.90. The mean IOP difference between tonometers was - 0.18 ± 2.89 mmHg. Bland-Altman plots indicated …

Improving Patient Retention Of Medical Information: Lessons From The Contact Dermatitis Clinic, Jennifer Li-Wang, Rajani Katta

Faculty, Staff and Students Publications

Medical communication skills are widely recognized as important, especially for situations in which providers must present complex and detailed information. Although much research focuses on how providers can improve their delivery of medical information, an equally important part of communication is supporting patient retention of the information. We present several methods to improve patient retention of medical information that we have found successful in an allergic contact dermatitis clinic. Some recommendations address information transfer (follow effective structure, teach to different learning styles, provide written instructions, employ the teach-back method). Other methods are effective, focusing on the patient's emotional, social, and …

Ectoine Enhances Mucin Production Via Restoring Il-13/Ifn-Γ Balance In A Murine Dry Eye Model, Na Lin, Xin Chen, Haixia Liu, Ning Gao, Zhao Liu, Jin Li, Stephen C Pflugfelder, De-Quan Li

Faculty, Staff and Students Publications

PURPOSE: This study aimed to explore protective effects and potential mechanism of ectoine, a natural osmoprotectant, on ocular surface mucin production in dry eye disease.

METHODS: A dry eye model was established in C57BL/6 mice exposed to desiccating stress (DS) with untreated (UT) mice as controls. DS mice were topically treated with 2.0% ectoine or PBS vehicle. Corneal epithelial defects were assessed by Oregon Green Dextran (OGD) fluorescent staining. Conjunctival goblet cells, ocular mucins, and T help (Th) cytokines were evaluated by immunofluorescent staining or ELISA, and RT-qPCR.

RESULTS: Compared with UT mice, corneal epithelial defects were detected as strong …

Self-Reported Functional Vision In Ush2a-Associated Retinal Degeneration As Measured By The Michigan Retinal Degeneration Questionnaire, Bela Parekh, Jacque L Duncan, Lassana Samarakoon, Michele Melia, Maria Fernanda Abalem, Chris A Andrews, Isabelle Audo, Allison R Ayala, Chris Bradley, Janet K Cheetham, Gislin Dagnelie, Todd A Durham, Rachel M Huckfeldt, Gabrielle D Lacy, Brett Malbin, Michel Michaelides, David C Musch, Nicholas Peck-Dimit, Katarina Stingl, Christina Y Weng, Alex Z Zmejkoski, K Thiran Jayasundera

Faculty, Staff and Students Publications

PURPOSE: The purpose of this study was to evaluate self-reported functional vision (FV) and the impact of vision loss in patients with USH2A-associated retinal degeneration using a patient-reported outcome (PRO) measure, the Michigan Retinal Degeneration Questionnaire (MRDQ), to correlate MRDQ scores with well-established visual function measurements.

DESIGN: An observational cross-sectional study (n = 93) of participants who had Usher Syndrome Type 2 (USH2, n = 55) or autosomal recessive non-syndromic retinitis pigmentosa (ARRP; n = 38) associated with biallelic variants in the USH2A gene.

METHODS: The study protocol was approved by all ethics boards and informed consent was obtained from …

The Aging Lacrimal Gland Of Female C57bl/6j Mice Exhibits Multinucleate Macrophage Infiltration Associated With Lipid Dysregulation, Minchang Choi, Cindy Toscano, Maria C Edman, Cintia S De Paiva, Sarah F Hamm-Alvarez

Faculty, Staff and Students Publications

PURPOSE: Loss of function of the lacrimal gland (LG), which produces the aqueous tear film, is implicated in age-related dry eye. To better understand this deterioration, we evaluated changes in lipid metabolism and inflammation in LGs from an aging model.

METHODS: LG sections from female C57BL/6J mice of different ages (young, 2-3 months; intermediate, 10-14 months; old, ≥24 months) were stained with Oil Red-O or Toluidine blue to detect lipids. Quantitative real-time polymerase chain reaction (qRT-PCR) analysis and western blotting of LG lysates determined differences in the expression of genes and proteins related to lipid metabolism. A photobleaching protocol to …

Dynamic Angle Closure Following Pars Plana Vitrectomy With Perfluoropropane Gas, Debora H Lee, Melody Ziari, Ruchi D Shah, Gioconda Mojica, Asadolah Movahedan

Faculty, Staff and Student Publications

PURPOSE: To report the clinical course of an aphakic patient who developed positional secondary angle closure glaucoma following pars plana vitrectomy (PPV) with perfluoropropane (C3F8) gas tamponade.

OBSERVATIONS: A 23-year-old male presented due to a two-year history of vision loss in the left eye. Best-corrected visual acuity (BCVA) was 20/200 and intraocular pressure (IOP) was 12 mm Hg OS. Exam revealed iridodonesis and aphakia of both eyes, and a total RRD in the left eye. The patient underwent scleral buckle plus PPV with 15 % C3F8 gas and was instructed to maintain face-down positioning for 5 days. On post-operative day …

Seeing Beyond Reality: Considering The Impact Of Mainstream Virtual Reality Adoption On Ocular Health And The Evolving Role Of Ophthalmologists, Venkata Soumith Jonnakuti, Benjamin Jay Frankfort

Faculty, Staff and Students Publications

No abstract provided.

Impact Of Spherical Aberration On Visual Quality And Depth Of Focus, Jack T Holladay, Karim Kozhaya, Douglas D Koch, Li Wang

Faculty, Staff and Students Publications

No abstract provided.

Understanding The Treatment Paradigm And The Sequencing Of Antiglaucoma Fixed-Dose Combinations In A Tertiary Center In South India, Ronnie George, Praggya Mishra, Balekudaru Shantha, Lingam Vijaya, Nitin Maksane, Neha Gurha

Faculty, Staff and Student Publications

PURPOSE: To analyze the medical management of primary open-angle glaucoma (POAG) and ocular hypertension (OHT) and the placement of fixed-drug combination drugs (FDC) in the treatment paradigm at a tertiary eye care center in South India.

METHODS: Retrospective study (January 2011-December 2015) of newly diagnosed POAG and OHT patients (≥18 years) with ≥5 years follow-up. Primary outcome included percentage use of different antiglaucoma drugs (at initiation) and FDCs at the first, second, and third progression (sequencing). Secondary outcomes: Percentage discontinuation for different FDCs, efficacy parameters (decrease in intraocular pressure (IOP)/visual field), adverse events, and the median number of antiglaucoma medications …

Fetal Brain-Derived Exosomal Mirnas From Maternal Blood: Potential Diagnostic Biomarkers For Fetal Alcohol Spectrum Disorders (Fasds), Nune Darbinian, Monica Hampe, Diana Martirosyan, Ahsun Bajwa, Armine Darbinyan, Nana Merabova, Gabriel Tatevosian, Laura Goetzl, Shohreh Amini, Michael E Selzer

Faculty, Staff and Student Publications

Fetal alcohol spectrum disorders (FASDs) are leading causes of neurodevelopmental disability but cannot be diagnosed early in utero. Because several microRNAs (miRNAs) are implicated in other neurological and neurodevelopmental disorders, the effects of EtOH exposure on the expression of these miRNAs and their target genes and pathways were assessed. In women who drank alcohol (EtOH) during pregnancy and non-drinking controls, matched individually for fetal sex and gestational age, the levels of miRNAs in fetal brain-derived exosomes (FB-Es) isolated from the mothers’ serum correlated well with the contents of the corresponding fetal brain tissues obtained after voluntary pregnancy termination. In six …

Ciliary Tip Actin Dynamics Regulate Photoreceptor Outer Segment Integrity, Roly Megaw, Abigail Moye, Zhixian Zhang, Fay Newton, Fraser Mcphie, Laura C Murphy, Lisa Mckie, Feng He, Melissa K Jungnickel, Alex Von Kriegsheim, Peter A Tennant, Chloe Brotherton, Christine Gurniak, Alecia K Gross, Laura M Machesky, Theodore G Wensel, Pleasantine Mill

Faculty, Staff and Students Publications

As signalling organelles, cilia regulate their G protein-coupled receptor content by ectocytosis, a process requiring localised actin dynamics to alter membrane shape. Photoreceptor outer segments comprise an expanse of folded membranes (discs) at the tip of highly-specialised connecting cilia, into which photosensitive GPCRs are concentrated. Discs are shed and remade daily. Defects in this process, due to mutations, cause retinitis pigmentosa (RP). Whilst fundamental for vision, the mechanism of photoreceptor disc generation is poorly understood. Here, we show membrane deformation required for disc genesis is driven by dynamic actin changes in a process akin to ectocytosis. We show RPGR, a …