RESUMO
PURPOSE: This study aims to evaluate the ability of an autonomous artificial intelligence (AI) system for detection of the most common central retinal pathologies in fundus photography. METHODS: Retrospective diagnostic test evaluation on a raw dataset of 5918 images (2839 individuals) evaluated with non-mydriatic cameras during routine occupational health checkups. Three camera models were employed: Optomed Aurora (field of view - FOV 50º, 88% of the dataset), ZEISS VISUSCOUT 100 (FOV 40º, 9%), and Optomed SmartScope M5 (FOV 40º, 3%). Image acquisition took 2 min per patient. Ground truth for each image of the dataset was determined by 2 masked retina specialists, and disagreements were resolved by a 3rd retina specialist. The specific pathologies considered for evaluation were "diabetic retinopathy" (DR), "Age-related macular degeneration" (AMD), "glaucomatous optic neuropathy" (GON), and "Nevus." Images with maculopathy signs that did not match the described taxonomy were classified as "Other." RESULTS: The combination of algorithms to detect any abnormalities had an area under the curve (AUC) of 0.963 with a sensitivity of 92.9% and a specificity of 86.8%. The algorithms individually obtained are as follows: AMD AUC 0.980 (sensitivity 93.8%; specificity 95.7%), DR AUC 0.950 (sensitivity 81.1%; specificity 94.8%), GON AUC 0.889 (sensitivity 53.6% specificity 95.7%), Nevus AUC 0.931 (sensitivity 86.7%; specificity 90.7%). CONCLUSION: Our holistic AI approach reaches high diagnostic accuracy at simultaneous detection of DR, AMD, and Nevus. The integration of pathology-specific algorithms permits higher sensitivities with minimal impact on its specificity. It also reduces the risk of missing incidental findings. Deep learning may facilitate wider screenings of eye diseases.
Assuntos
Retinopatia Diabética , Glaucoma , Degeneração Macular , Nevo , Saúde Ocupacional , Doenças do Nervo Óptico , Inteligência Artificial , Retinopatia Diabética/diagnóstico , Glaucoma/diagnóstico , Humanos , Doenças do Nervo Óptico/diagnóstico , Fotografação/métodos , Curva ROC , Estudos RetrospectivosRESUMO
IMPORTANCE: Polypoidal choroidal vasculopathy (PCV) is far less common and studied in a Caucasian population than in an Asian population, and the optimal treatment approach remains to be confirmed. METHODS: A 52-week, double-masked, sham-controlled, phase 4, investigator-initiated randomized clinical trial (RCT) in naive symptomatic Caucasian patients with PCV treated with aflibercept in a treat-and-extend regimen (T&E) (intravitreal aflibercept injection [IVAI] T&E). Patients were randomized at week 16 to receive IVAI T&E plus either sham photodynamic therapy (PDT) or standard fluence PDT with verteporfin. The main outcome measures were changes in best-corrected visual acuity (BCVA) from baseline to 52 weeks and polyp occlusion at week 52. Data are presented as median (interquartile range [IQR]) for BCVA, number of IVAI, and change in central retinal thickness (CRT). RESULTS: Of the 50 patients included in the study, 48 patients completed the 52 weeks of follow-up. During this period, a significant median (IQR) BCVA gain of 6 [2-12] Early Treatment Diabetic Retinopathy Study letters was observed for all patients (p < 0.001), after 8 (7-9) injections, with a significant reduction of -93.0 [-154.0, -44.0] µm in central macular thickness (p < 0.001). Using indocyanine green angiography, a complete occlusion of polypoidal lesions was documented in 72% of the cases. Still, no significant difference was detected between the sham PDT and the aflibercept PDT arms, at week 52, for BCVA change (6.5 [2-11] vs. 5 [2-13] letters (p = 0.98)), number of IVAIs (8.5 [7-9] vs. 8 [7-9] (p = 0.21)), change in CRT (-143 [-184; -47] vs. -89 [-123; -41.5] µm [p = 0.23]), and rates of complete polyp occlusion: 77 versus 68% (p = 0.53) or presence of fluid: 68 versus 57% (p = 0.56). No serious ocular adverse events were registered in the 2 arms. CONCLUSIONS AND RELEVANCE: To our knowledge, this is the first RCT to compare aflibercept T&E monotherapy with aflibercept T&E plus verteporfin PDT in a Caucasian population with PCV. Aflibercept monotherapy in a T&E showed to be effective and safe with a significant median BCVA improvement of 6 letters and a complete occlusion of polypoidal lesions in near 3 quarters of the eyes, at 1 year. As only 22% of the eyes underwent PDT treatment, the benefit of combined treatment for PCV in Caucasian patients could not be definitively elucidated from this study. TRIAL REGISTRATION: The clinical trial was registered in ClinicalTrials.gov Identifier NCT02495181 and the European Union Drug Regulating Authorities Clinical Trials Database EudraCT No. 2015-001368-20.
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Fotoquimioterapia , Pólipos , Inibidores da Angiogênese , Corioide/patologia , Humanos , Injeções Intravítreas , Fármacos Fotossensibilizantes/uso terapêutico , Pólipos/diagnóstico , Pólipos/tratamento farmacológico , Receptores de Fatores de Crescimento do Endotélio Vascular , Proteínas Recombinantes de Fusão/uso terapêutico , Tomografia de Coerência Óptica , Resultado do Tratamento , Acuidade VisualRESUMO
PURPOSE: To evaluate the prevalence of AMD among optometric telemedicine users in Spain and to identify risk factors. METHODS: Retrospective analysis of a nationwide database conducted on subjects attending to optometry centers, between January 2013 and December 2019. Fundus photographs were performed by optometrists, using non-mydriatic cameras, and evaluated by a group of 12 retina specialists. RESULTS: Among the 119,877 subjects included, the overall prevalence of AMD was 7.6%. The prevalence of early, intermediate, and advanced AMD was 2.9%, 2.7%, and 2.0%, respectively. Of the 9129 AMD subjects, 1161 (12.7%) had geographic atrophy, and 1089 (11.9%) had neovascular AMD, either scar (4.5%) or exudative (7.4%). There was a significant association between AMD and age (per year older, adjusted odds ratio, OR 1.116; 95% CI 1.114 to 1.119, p<0.0001). Women had higher prevalence (adjusted OR 1.17; 95% CI 1.12 to 1.23, p<0.0001). Every diopter (spherical equivalent) of progress toward hyperopia was associated with a significant increase in early AMD prevalence (adjusted OR 1.02, 95 CI 1.01 to 1.04, p=0.0074). Presence of diabetes was associated with a lower AMD prevalence (p<0.0001). CONCLUSIONS: The prevalence of AMD (any eye and any severity) was 7.6%, with a prevalence of advanced AMD of 2.0%. Older age and women were significantly associated with a higher prevalence of AMD, whereas myopia and presence of diabetes were associated with significantly lower odds of any AMD.
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Optometria , Telemedicina , Degeneração Macular Exsudativa , Idoso , Inibidores da Angiogênese , Estudos Transversais , Feminino , Humanos , Masculino , Prevalência , Estudos Retrospectivos , Fatores de Risco , Espanha/epidemiologia , Fator A de Crescimento do Endotélio Vascular , Acuidade VisualRESUMO
OBJECTIVE: To compare the success rates of two surgical methods of endonasal dacryocystorhinostomy (DCR) at the stage of ostium creation. In procedure 1, a Colorado needle is used to create the mucosectomy, while in procedure 2 no heated instruments are applied to the mucosa. METHODS: A total of 173 patients (218 eyes) underwent endonasal DCR between 2006 and 2009. Efficacy was assessed by a fluorescein endoscopic test at 6 months of follow-up. RESULTS: The success rate in group 2 was higher than in group 1 (91 vs. 81%, p < 0.05). CONCLUSIONS: We have found a significant difference, which supports that a 'cold' surgical technique may be better than the use of heated instruments.
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Dacriocistorinostomia/métodos , Ducto Nasolacrimal/cirurgia , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Hipertermia Induzida , Intubação , Masculino , Pessoa de Meia-Idade , Osteotomia/métodos , Estudos Retrospectivos , Resultado do Tratamento , Adulto JovemRESUMO
PURPOSE: To report a case of Diffuse Subretinal Fibrosis (DSF) syndrome refractory to immunosuppressive therapy who was successfully treated with anti-tumor necrosis factor-alpha (TNF)-alpha monoclonal antibodies infliximab. DESIGN: Interventional case report. METHODS: A 23-year-old male with bilateral choroiditis presented sudden dimness of vision associated to nasal scotoma in his right eye. Complete ophthalmic examination with appropriated clinical and laboratorial evaluations was carried out during all follow-up. Inform consent statement and Internal Ethics Board approval were also obtained for an open-label therapy schedule. RESULTS: Extensive temporal subretinal lesion in his right eye and DSF in the left eye were observed. The patient received intravenous infliximab infusion (5 mg/kg) schema. Four weeks after starting treatment his visual acuity improved with decrease in ocular inflammation. CONCLUSIONS: This report describes a case of DSF syndrome that responded remarkably well to infliximab treatment suggesting that TNF-alpha could play an important pathogenetic role in this syndrome.