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Background: Many artificial intelligence (AI) studies have focused on development of AI models, novel techniques, and reporting guidelines. However, little is understood about clinicians' perspectives of AI applications in medical fields including ophthalmology, particularly in light of recent regulatory guidelines. The aim for this study was to evaluate the perspectives of ophthalmologists regarding AI in 4 major eye conditions: diabetic retinopathy (DR), glaucoma, age-related macular degeneration (AMD) and cataract. Methods: This was a multi-national survey of ophthalmologists between March 1st, 2020 to February 29th, 2021 disseminated via the major global ophthalmology societies. The survey was designed based on microsystem, mesosystem and macrosystem questions, and the software as a medical device (SaMD) regulatory framework chaired by the Food and Drug Administration (FDA). Factors associated with AI adoption for ophthalmology analyzed with multivariable logistic regression random forest machine learning. Results: One thousand one hundred seventy-six ophthalmologists from 70 countries participated with a response rate ranging from 78.8 to 85.8% per question. Ophthalmologists were more willing to use AI as clinical assistive tools (88.1%, n = 890/1,010) especially those with over 20 years' experience (OR 3.70, 95% CI: 1.10-12.5, p = 0.035), as compared to clinical decision support tools (78.8%, n = 796/1,010) or diagnostic tools (64.5%, n = 651). A majority of Ophthalmologists felt that AI is most relevant to DR (78.2%), followed by glaucoma (70.7%), AMD (66.8%), and cataract (51.4%) detection. Many participants were confident their roles will not be replaced (68.2%, n = 632/927), and felt COVID-19 catalyzed willingness to adopt AI (80.9%, n = 750/927). Common barriers to implementation include medical liability from errors (72.5%, n = 672/927) whereas enablers include improving access (94.5%, n = 876/927). Machine learning modeling predicted acceptance from participant demographics with moderate to high accuracy, and area under the receiver operating curves of 0.63-0.83. Conclusion: Ophthalmologists are receptive to adopting AI as assistive tools for DR, glaucoma, and AMD. Furthermore, ML is a useful method that can be applied to evaluate predictive factors on clinical qualitative questionnaires. This study outlines actionable insights for future research and facilitation interventions to drive adoption and operationalization of AI tools for Ophthalmology.
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PURPOSE: To describe the use of intravitreal bevacizumab followed by sectorial retinal photocoagulation to treat the neovascular complications of laser-induced chorioretinal anastomosis (L-CRA) for nonischaemic central retinal vein occlusion (CRVO). METHODS: Prospective interventional case series of three patients with nonischaemic CRVO who were treated with L-CRA. Patients were followed up every 2 weeks after the laser treatment. If neovascularization occurred at the site of the anastomosis, intravitreal bevacizumab (1.25 mg) was injected followed by laser photocoagulation to areas of retinal ischaemia and the area of retina anterior to the L-CRA 1 week later. Fluorescein angiography was performed to confirm the presence of neovascularization. Best-corrected visual acuity measurements were performed at every visit. RESULTS: Three patients (one woman, two men) with a mean age of 76.3 years developed neovascularization at the L-CRA site and underwent treatment as described with a mean follow-up time of 7 months. The neovascularization developed within 1 month after the laser anastomosis in all three cases. All patients only required one intravitreal bevacizumab injection to control the neovascularization. No complications of the intravitreal injections were noted. CONCLUSIONS: Intravitreal bevacizumab appears to be an effective tool in the immediate control of neovascularization following L-CRA for nonischaemic CRVO. This appears to cause immediate regression of the neovascular frond and allows time for the laser, which is applied subsequently to have its effect.
Assuntos
Anastomose Cirúrgica , Inibidores da Angiogênese/uso terapêutico , Anticorpos Monoclonais/uso terapêutico , Fotocoagulação a Laser/efeitos adversos , Neovascularização Retiniana/tratamento farmacológico , Oclusão da Veia Retiniana/cirurgia , Idoso de 80 Anos ou mais , Anticorpos Monoclonais Humanizados , Bevacizumab , Corioide/irrigação sanguínea , Feminino , Angiofluoresceinografia , Humanos , Injeções , Masculino , Pessoa de Meia-Idade , Neovascularização Retiniana/etiologia , Veia Retiniana/fisiologia , Fator A de Crescimento do Endotélio Vascular/antagonistas & inibidores , Corpo VítreoRESUMO
PURPOSE: To evaluate a variable frequency regimen with intravitreal bevacizumab for treatment of neovascular age-related macular degeneration (AMD) in eyes that have not received any previous treatment. METHODS: Retrospective review of patients with neovascular AMD who were treated with three consecutive monthly intravitreal injections of bevacizumab (1.25 mg) and retreated based on the PrONTO study criteria. Outcome measures included visual acuity (VA) and central retinal thickness. Subgroup analysis was conducted to identify pretreatment characteristics that could determine visual outcome with treatment. RESULTS: A total of 109 eyes of 109 patients were treated. The mean age was 82 years, and the mean follow-up period was 9.4 months (range 6-12 months). At baseline, the mean VA was 45.6 letters (6/37.5) and mean central retinal thickness 343 microm. This improved to 51 letters (6/30) (P < 0.001)) and 231 microm (P < 0.001) at 6 months. At 6 months, VA was improved by at least five letters in 50%, remained stable in 30% and worsened by at least five letters in 20% of patients. Patients with large intraretinal cysts on optical coherence tomography before treatment had an increased risk of worse vision (odds ratio 10.5, 95% confidence interval 1.69-64.99; P = 0.018). CONCLUSIONS: The majority of patients had improvement or stability of VA regardless of the angiographic type of choroidal neovascularization. Intravitreal bevacizumab with this tailored regimen is beneficial in the treatment of neovascular AMD in the short term. The presence of large intraretinal cysts on optical coherence tomography is a poor prognostic factor for visual improvement with this treatment.
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Inibidores da Angiogênese/administração & dosagem , Anticorpos Monoclonais/administração & dosagem , Neovascularização de Coroide/diagnóstico , Neovascularização de Coroide/tratamento farmacológico , Degeneração Macular/diagnóstico , Degeneração Macular/tratamento farmacológico , Idoso , Idoso de 80 Anos ou mais , Anticorpos Monoclonais Humanizados , Bevacizumab , Neovascularização de Coroide/complicações , Feminino , Humanos , Injeções , Degeneração Macular/complicações , Edema Macular/complicações , Masculino , Prognóstico , Estudos Retrospectivos , Tomografia de Coerência Óptica , Resultado do Tratamento , Fator A de Crescimento do Endotélio Vascular/antagonistas & inibidores , Acuidade Visual , Corpo VítreoRESUMO
PURPOSE: To investigate changes in scanning laser polarimetry with variable corneal compensation (GDx-VCC) parameters caused by posterior capsular opacification (PCO). METHODS: In this comparative case-control series, 20 eyes due to undergo YAG laser capsulotomy for PCO were recruited. GDx-VCC was performed before and after laser capsulotomy, and digital photographs were taken of the PCO to assess their severity and type. The other eye of each subject was used as the control group. RESULTS: Typical scan score was significantly improved after laser from 33 to 55.1 (P=0.001; n=19) and TSNIT score was significantly lower, dropping from 62.3 to 58.9 (P=0.03; n=19). There was no change in the nerve fiber index. All parameters in the control group remained unchanged except the Q-score which rose from 8.1 to 8.8 (P=0.05; n=16). There was no correlation between severity of PCO or the pearly/fibrous nature and the change in parameter values. CONCLUSIONS: We conclude that in subjects being considered with GDx-VCC, the presence of visually significant PCO may introduce artifact as judged by the typical scan score.
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Catarata/patologia , Técnicas de Diagnóstico Oftalmológico , Cápsula do Cristalino/cirurgia , Fibras Nervosas/patologia , Doenças do Nervo Óptico/diagnóstico , Complicações Pós-Operatórias/cirurgia , Células Ganglionares da Retina/patologia , Idoso , Idoso de 80 Anos ou mais , Artefatos , Birrefringência , Estudos de Casos e Controles , Córnea/fisiologia , Feminino , Humanos , Lasers , Cápsula do Cristalino/patologia , Masculino , Período Pós-OperatórioRESUMO
AIM: We describe the technique and our results in managing lower eyelid involutional medial ectropion using a combination of lateral tarsal strip to address horizontal eyelid laxity, and transconjunctival inferior retractor plication to address inferior retractor dehiscence. METHODS: Patients with symptoms of epiphora or signs of medial ectropion were offered this procedure. All had the following characteristics: medial lower eyelid eversion, punctal eversion >3 mm, medial canthal tendon laxity <4 mm, significant horizontal eyelid laxity and lacrimal systems that were patent to syringing. RESULTS: A total of 24 eyelids of 17 patients underwent this procedure over a 12-month period. The mean age of the patients was 79.7 years; 11 were male and six were female. The mean follow-up time was 18 months. Two eyes had undergone previous surgery. All patients had restoration of the eyelid margin to the globe and relief of symptoms. No complications were noted. DISCUSSION: These results suggest that excision of posterior lamellar tissue is not necessary for correction of involutional medial ectropion. Transconjunctival plication or reattachment of retractors is easy to perform and allows for the repair of more than the medial portion of the retractors if required.