Faculty Bibliography

BACKGROUND:Identification and referral of at-risk patients from primary care practitioners (PCPs) to eye care professionals remain a challenge. Approximately 1.9 million Americans suffer from vision loss as a result of undiagnosed or untreated ophthalmic conditions. In ophthalmology, artificial intelligence (AI) is used to predict glaucoma progression, recognize diabetic retinopathy (DR), and classify ocular tumors; however, AI has not yet been used to triage primary care patients for ophthalmology referral. OBJECTIVE:This study aimed to build and compare machine learning (ML) methods, applicable to electronic health records (EHRs) of PCPs, capable of triaging patients for referral to eye care specialists. METHODS:Accessing the Optum deidentified EHR data set, 743,039 patients with 5 leading vision conditions (age-related macular degeneration [AMD], visually significant cataract, DR, glaucoma, or ocular surface disease [OSD]) were exact-matched on age and gender to 743,039 controls without eye conditions. Between 142 and 182 non-ophthalmic parameters per patient were input into 5 ML methods: generalized linear model, L1-regularized logistic regression, random forest, Extreme Gradient Boosting (XGBoost), and J48 decision tree. Model performance was compared for each pathology to select the most predictive algorithm. The area under the curve (AUC) was assessed for all algorithms for each outcome. RESULTS:XGBoost demonstrated the best performance, showing, respectively, a prediction accuracy and an AUC of 78.6% (95% CI 78.3%-78.9%) and 0.878 for visually significant cataract, 77.4% (95% CI 76.7%-78.1%) and 0.858 for exudative AMD, 79.2% (95% CI 78.8%-79.6%) and 0.879 for nonexudative AMD, 72.2% (95% CI 69.9%-74.5%) and 0.803 for OSD requiring medication, 70.8% (95% CI 70.5%-71.1%) and 0.785 for glaucoma, 85.0% (95% CI 84.2%-85.8%) and 0.924 for type 1 nonproliferative diabetic retinopathy (NPDR), 82.2% (95% CI 80.4%-84.0%) and 0.911 for type 1 proliferative diabetic retinopathy (PDR), 81.3% (95% CI 81.0%-81.6%) and 0.891 for type 2 NPDR, and 82.1% (95% CI 81.3%-82.9%) and 0.900 for type 2 PDR. CONCLUSIONS:The 5 ML methods deployed were able to successfully identify patients with elevated odds ratios (ORs), thus capable of patient triage, for ocular pathology ranging from 2.4 (95% CI 2.4-2.5) for glaucoma to 5.7 (95% CI 5.0-6.4) for type 1 NPDR, with an average OR of 3.9. The application of these models could enable PCPs to better identify and triage patients at risk for treatable ophthalmic pathology. Early identification of patients with unrecognized sight-threatening conditions may lead to earlier treatment and a reduced economic burden. More importantly, such triage may improve patients' lives.

To describe chorioretinal changes in a single case of Boucher-Neuhauser Syndrome (BNHS) over 45 years of follow-up. Methods: Retrospective chart review was performed. Color fundus photography from 1977 to 2003 was obtained and digitized. Current fundus photography was obtained with widefield imaging. High-resolution spectral-domain optical coherence tomography (OCT) was performed. Genetic analysis was performed using an inherited retinal disorders panel. Results: Fundus examination demonstrated central chorioretinal atrophy with sclerotic choroidal vessels. Short posterior ciliary arteries became more prominent and tortuous over time. Mid-peripheral atrophy extends to the equator and demonstrates a scalloped pattern with islands of atrophy intervening with areas of normal retina. The far periphery remained minimally affected. High-resolution OCT demonstrated outer retinal atrophy and choriocapillaris loss. Genetic testing showed a homozygous variant for PNPLA6 and a heterozygous variant for TYRP1. Conclusion: Chorioretinal changes in BNHS vary in onset and severity. It is important to diagnose this condition in order to begin timely management of visual and systemic sequelae.

PURPOSE/OBJECTIVE:To report a case of a full thickness macular hole (FTMH) after exposure to an extremely powerful handheld laser pointer. METHODS:We evaluated a 14-year-old male with a laser induced FTMH one month after a momentary exposure to a 5000 mW blue laser pointer. Imaging modalities including fundus color, autofluorescence, and spectral domain optical coherence tomography (SD-OCT), acquired both at our clinic and by the referring physician soon after the injury, are used to describe the clinical evolution of the case. RESULTS:Soon after the injury an intensely white, circular opacification of the retina approximately 400 µm in diameter was seen in the fovea. Early SD-OCT images showed full thickness hyperreflectivity, likely representing tissue necrosis. One month later, a FTMH and eradication of the retinal pigment epithelium at its base were evident in the fundus color, autofluorescence and SD-OCT images. CONCLUSION/CONCLUSIONS:High power laser pointers have become easily available online. The presenting findings after exposure to such high-power devices are distinct from those reported after exposure to weaker laser pointers. While long exposure to weaker lasers typically produces extensive, calligraphic figures and yellow placoid lesions involving only the outer retina, in our case a very brief exposure led to focal, full-thickness injury of the fovea.

PURPOSE:To determine whether peripapillary atrophy (PPA) area is an indicator of glaucomatous structural and functional damage and progression. METHODS:In this retrospective longitudinal analysis from ongoing prospective study we qualified 71 eyes (50 subjects) with glaucoma. All subjects had a comprehensive ophthalmic examination, visual field (VF), and spectral-domain optical coherence tomography (OCT) testing in at least three visits. PPA was manually delineated on en face OCT optic nerve head scans, while observing the corresponding cross-sectional images, as the hyper-reflective area contiguous with the optic disc. RESULTS:The mean follow-up duration was 4.4 ± 1.4 years with an average of 6.8 ± 2.2 visits. At baseline, PPA area was significantly associated only with VF's mean deviation (MD; P = 0.041), visual field index (VFI; P = 0.041), superior ganglion cell inner plexiform layer (GCIPL; P = 0.011), and disc area (P = 0.011). Longitudinally, PPA area was negatively and significantly associated with MD (P = 0.015), VFI (P = 0.035), GCIPL (P = 0.009), superior GCIPL (P = 0.034), and disc area (P = 0.007, positive association). CONCLUSIONS:Longitudinal change in PPA area is an indicator of glaucomatous structural and functional progression but PPA area at baseline cannot predict future progression. TRANSLATIONAL RELEVANCE:Longitudinal changes in peripapillary atrophy area measured by OCT can be an indicator of structural and functional glaucoma progression.

PURPOSE/OBJECTIVE:To determine current prescribing patterns for topical or intraocular/periocular anti-inflammatory medications (AIMs) after routine cataract surgery. SETTING/METHODS:kera-net online members. DESIGN/METHODS:Cross-sectional survey. METHODS:An online survey was distributed to subscribers of kera-net, a global online platform sponsored by the Cornea Society. Questions were asked regarding the use of topical or intraocular/periocular AIM after cataract surgery and types of medications prescribed. RESULTS:Of 217 surgeon respondents (23% response rate), 171 (79%) practiced in the United States and 171 (79%) were cornea subspecialists. Most of the respondents (n = 196, 97%) prescribed topical corticosteroids after routine cataract surgery. The most frequently prescribed were prednisolone acetate (n = 162, 83%), followed by dexamethasone (n = 26, 13%), difluprednate (n = 24, 12%), and loteprednol etabonate (n = 13, 7%). Corticosteroids comprised (n = 40, 32%) of total intraocular/periocular injections, with triamcinolone acetonide 10 or 40 mg (n = 19, 47.5%) most commonly used. 23 surgeons (58%) who utilized intraocular/periocular corticosteroids also prescribed topical corticosteroids. Topical nonsteroidal anti-inflammatory drugs were prescribed postoperatively by 148 surgeons (73%). CONCLUSIONS:Most surgeons prescribed topical AIM after routine cataract surgery. Many surgeons injected intraocular or periocular AIM while prescribing topical AIM. The diversity of practice patterns may reflect the lack of clear evidence-based guidelines.

PURPOSE/OBJECTIVE:To present the early post-operative evolution of retained subretinal perfluoro-n-octane (PFO) as captured on OCT. METHODS:Case report of a patient. RESULTS:A 58-year-old woman was noted to have subretinal PFO after undergoing autologous retinal graft for macular hole closure under PFO tamponade. Serial OCT identified the subretinal PFO as early as the first postoperative day and demonstrates progressive consolidation and encapsulation of the PFO bubble by the surrounding outer retina. CONCLUSION/CONCLUSIONS:Subretinal PFO is usually seen several weeks in the postoperative course once the gas endotamponade has resorbed sufficiently for OCT imaging. In this case, PFO tamponade enabled its imaging early. Its subsequent evolution into the classic "omega sign" may suggest a granulomatous encapsulation of the PFO bubble.

PURPOSE/OBJECTIVE:To report a case of recurrent acute retinopathy associated with pseudoxanthoma elasticum and to propose a reappraisal of this entity based on multimodal imaging analysis. METHODS:Retrospective case report. High-resolution optical coherence tomography (high-res OCT), ultra-widefield imaging, and widefield swept-source OCT angiography and en face OCT were performed. RESULTS:A man in his 40s diagnosed with pseudoxanthoma elasticum and angioid streaks presented with two distinct episodes of acute retinopathy in his right eye during a one-year follow-up period. Acute retinopathy was characterized by rapid vision loss. High-res OCT showed multifocal hyperreflective lesions splitting the retinal pigment epithelium/Bruch membrane complex and associated with focal choroidal thickening. After the first episode, OCT angiography confirmed the development of macular neovascularization at the site of a previous inflammatory lesion. During the second episode, multimodal images showed findings consistent with epiphenomenon multiple evanescent white dot syndrome (EpiMEWDS). On en face widefield OCT, acute retinopathy was characterized by multiple hyperreflective spots scattered at the posterior pole. CONCLUSION/CONCLUSIONS:Recurrence of acute retinopathy can be observed in patients with pseudoxanthoma elasticum and angioid streaks. Multimodal imaging shows that some lesions of pseudoxanthoma elasticum-associated acute retinopathy closely resemble those of punctate inner choroidopathy/idiopathic multifocal choroiditis.

Although cell-free DNA (cfDNA) prenatal screening is widely used and has high sensitivity and specificity, there are circumstances in which the screening does not provide an interpretable result. Although this is relatively uncommon, it happens enough that clinical implications and potential reasons for follow-up should be studied and assessed. This study was designed to evaluate outcomes for pregnancies with nonreportable results on cfDNA screening tests. This study was a secondary analysis of the data from a multicenter prospective observational study of cfDNA screening for aneuploidy and 22q11.2 deletion syndrome. All patients were tested for trisomies 13, 18, and 21, as well as the 22q11.2 deletion syndrome, and all patients had confirmatory testing on the newborns in addition to collecting obstetric and perinatal outcomes. Inclusion criteria were women older than 18 years and at greater than 9 weeks of gestation with a singleton pregnancy. Exclusion criteria were having received cfDNA screening results before enrollment, organ transplant, ovum donation, vanishing twin, or being unwilling to provide a newborn sample. The primary outcome was the rate of adverse obstetrical and perinatal outcomes, including aneuploidy; preterm birth at less than 28, 34, or 37 weeks' gestation; preeclampsia; small for gestational age birth; and a composite outcome that included preterm birth before 37 weeks, preeclampsia, stillbirth at greater than 20 weeks, and small for gestational age. Final analyses included 17,851 individuals who had cfDNA screening, confirmatory genetic testing on the newborn, and obstetrical and perinatal outcomes recorded. Nonreportable results were found in 602 individuals (3.4%) after the first draw, with 32.2% of these due to low fetal fraction. Another third of the cohort had patterns where the risk of aneuploidy was uninterpretable but with an adequate fetal fraction, and in the final third, the fetal fraction could not be measured. Of the original 602 cases of nonreportable findings, 427 had a second draw, with 112 of these (26.2%) again having nonreportable results. There were no significant differences in baseline characteristics of age and parity for those with successful versus nonreportable test results; gestational age was significantly higher in individuals with nonreportable results (14.4 vs 13.4 weeks, P < 0.001), as was body mass index (26.2 vs 31.3), and the rate of chronic hypertension (4.0% vs 9.7%). In this cohort, there were 133 genetically confirmed trisomies, with 100 fetuses with trisomy 21, 18 individuals with trisomy 18, and 15 individuals with trisomy 13. Overall, the rate of aneuploidy was 1.7% in individuals with nonreportable results, versus 0.7% in those with reported results (P = 0.013; adjusted odds ratio [aOR] 2.1; 95% confidence interval [CI], 1.1-4.0). Rates of preterm birth were also higher in those with nonreportable test results, with delivery at less than 34 weeks at 1.5% in those with a test result, 4.6% in those with one nonreportable test result and 6.9% in those with a second nonreportable test result (aOR, 2.2 and 2.7; 95% CI, 1.4-3.4 and 1.2-6.0, respectively). Preeclampsia showed a similar trend, with rates climbing from 3.9% in those with a reported result to 9.4% with 1 nonreportable result and 16.8% with 2 (aOR, 1.4 and 2.0; 95% CI, 1.0-1.9 and 1.1-3.7, respectively). Chances of live birth were significantly reduced in pregnancies with a nonreportable results (aOR, 0.20; 95% CI, 0.13-0.30), with the chances decreasing more after a second nonreportable test result (aOR, 0.11; 95% CI, 0.06-0.23). The study found that nonreportable cfDNA screening results are associated with an increased risk for aneuploidy, preterm birth, and preeclampsia, with a gradient of increased risk with a second failed test. This adds to literature with conflicting findings surrounding obstetrical complications in those with altered cfDNA levels and with most studies largely focused on characteristics that may be predictive of a nonreportable result rather than outcomes associated with nonreportable results. These results can inform clinicians who have patients with nonreportable test results in a way that may help them provide better care; future research should focus on more fully understanding the adverse outcomes associated with nonreportable tests to maximize this ability for clinicians in the future. Further research should also focus on specific populations or diagnoses to understand if there are fundamental differences in different groups of individuals.

PURPOSE/OBJECTIVE:The accuracy of diffusion MRI tractography reconstruction decreases in the white matter regions with crossing fibers. The optic pathways in rodents provide a challenging structure to test new diffusion tractography approaches because of the small crossing volume within the optic chiasm and the unbalanced 9:1 proportion between the contra- and ipsilateral neural projections from the retina to the lateral geniculate nucleus, respectively. METHODS: RESULTS:ODF-FP outperformed by over 100% all the tested methods in terms of the ratios between the contra- and ipsilateral segments of the reconstructed optic pathways as well as the spatial overlap between tractography and MEMRI. CONCLUSION/CONCLUSIONS:In this challenging model system, ODF-Fingerprinting reduced uncertainty of diffusion tractography for complex structural formations of fiber bundles.