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High-quality imaging of the retina is crucial to the diagnosis and monitoring of disease, as well as for evaluating the success of therapeutics in human patients and in preclinical animal models. Here, we describe the basic principles and methods for in vivo retinal imaging in rodents, including fundus imaging, fluorescein angiography, optical coherence tomography, fundus autofluorescence, and infrared imaging. After providing a concise overview of each method and detailing the retinal diseases and conditions that can be visualized through them, we will proceed to discuss the advantages and disadvantages of each approach. These protocols will facilitate the acquisition of optimal images for subsequent quantification and analysis. Additionally, a brief explanation will be given regarding the potential results and the clinical significance of the detected abnormalities.
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Modelos Animales de Enfermedad , Angiografía con Fluoresceína , Retina , Enfermedades de la Retina , Tomografía de Coherencia Óptica , Animales , Tomografía de Coherencia Óptica/métodos , Enfermedades de la Retina/diagnóstico por imagen , Enfermedades de la Retina/patología , Enfermedades de la Retina/diagnóstico , Retina/diagnóstico por imagen , Retina/patología , Angiografía con Fluoresceína/métodos , Ratones , Ratas , Roedores , Imagen Óptica/métodos , Humanos , Fondo de OjoRESUMEN
Purpose: To compare the eye defocus curves (DCs) obtained with stimuli on red, green, and white backgrounds and to investigate the applicability of the duochrome test (DT) in different age groups. Methods: 12 elderly (ELD: 59.3 ± 3.9 years) and 8 young (YG: 22.1 ± 1.1 years) subjects were recruited. An optometric assessment with the DT was carried out to obtain the subjective refraction at distance. DCs at distance on green, white, and red backgrounds were measured and the following parameters were deduced: dioptric difference between red-green, green-white, red-white focal positions (minima of the DCs), best corrected visual acuity (BCVA), and widths of the DCs for red, green, and white. Results: The DC difference between the green-white focal positions (mean ± standard deviation) was -0.12±0.17 diopters (D) (ELD, p = 0.012) and -0.11±0.12 D (YG, p = 0.039), while the red-white difference was not statistically significant. The DC red-green difference was 0.20±0.16 D (ELD, p = 0.002) and 0.18±0.18 D (YG, p = 0.008). The ELD BCVA with green background was significantly worse than BCVA with red (p = 0.007) and white (p = 0.007). The mean value of the DC's width in ELD for green (1.01±0.36 D) was higher than for red (0.77±0.21 D) and for white (0.84±0.35 D), but with no statistical significance. Conclusion: Both age groups showed a slight focusing preference for red when using white light. Moreover, ELD showed a worse BCVA with a green compared to a red background. Despite these results deduced by DC analyses, these aspects do not compromise the possibility of using the DT in clinical practice both in the young and in the elderly. Furthermore, the difference of about 0.20 D between red-green DC in both groups confirms the clinical appropriateness of the widespread use of 0.25 D step as the standard minimum difference in power between correcting lenses.(AU)
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Humanos , Masculino , Femenino , Adulto Joven , Anciano , Visión Ocular , Agudeza Visual , Fondo de Ojo , Lentes de Contacto , Pruebas de VisiónRESUMEN
Early detection of diabetic retinopathy (DR) is an urgent ophthalmological problem in Russia and globally. PURPOSE: This study assesses the prevalence of asymptomatic retinopathy and attempts to identify risk groups for its development in patients with type 1 and 2 diabetes mellitus (T1DM and T2DM). MATERIAL AND METHODS: The study involved clinics from 5 cities in the Russian Federation and it included 367 patients with DM, 34.88% men and 65.12% women, aged 50.88±20.55 years. 34.88% of patients suffered from T1DM, 65.12% suffered from T2DM, the average duration of the disease was 9.02±7.22 years. 58.31% of patients had a history of arterial hypertension, 13.08% had a history of smoking. The primary endpoint was the frequency of detection of diabetic changes in the eye fundus of patients with T1DM and T2DM in general; the secondary endpoint - same but separately, and for T2DM patients depending on the duration of the disease. The exploratory endpoint was the assessment of the influence of various factors on the development of DR. The patients underwent visometry (modified ETDRS table), biomicroscopy, mydriatic fundus photography according to the «2 fields¼ protocol. RESULTS: The average detection rate of DR was 12.26%, primarily observed in patients with T2DM (13.81%), women (9.26%), in both eyes (8.17%). Among patients with DR, 26 (19.55%) had glycated hemoglobin (HbA1c) level exceeding 7.5% (p=0.002), indicating a direct relationship between this indicator and the incidence of DR. Logistic regression analysis showed that the duration of diabetes of more than 10 years has a statistically significant effect on the development of DR. In the modified model for odds estimation, the likelihood of developing DR is increased by the duration of DM for more than 10 years; increased blood pressure; HbA1c level >7.5%. CONCLUSION: The obtained results, some of which will be presented in subsequent publications, highlight the effectiveness of using two-field mydriatic fundus photography as a screening for DR.
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Diabetes Mellitus Tipo 2 , Retinopatía Diabética , Fondo de Ojo , Fotograbar , Humanos , Retinopatía Diabética/diagnóstico , Retinopatía Diabética/epidemiología , Femenino , Masculino , Persona de Mediana Edad , Federación de Rusia/epidemiología , Prevalencia , Fotograbar/métodos , Adulto , Diabetes Mellitus Tipo 2/epidemiología , Diabetes Mellitus Tipo 2/complicaciones , Diabetes Mellitus Tipo 2/diagnóstico , Anciano , Factores de Riesgo , Diabetes Mellitus Tipo 1/complicaciones , Diabetes Mellitus Tipo 1/epidemiología , Diabetes Mellitus Tipo 1/diagnóstico , Diagnóstico PrecozRESUMEN
This article describes a clinical case of a female patient with choroidal nevus, who was previously diagnosed in another clinic with "subretinal neovascular membrane as a result of central serous chorioretinopathy" and subsequently underwent multiple intravitreal anti-VEGF injections. Based on the analysis of OCT angiography images, the macular changes in this case were interpreted as a polypoidal form of neovascularization in a patient with subfoveolar choroidal nevus.
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Inhibidores de la Angiogénesis , Neoplasias de la Coroides , Angiografía con Fluoresceína , Inyecciones Intravítreas , Tomografía de Coherencia Óptica , Factor A de Crecimiento Endotelial Vascular , Humanos , Femenino , Neoplasias de la Coroides/diagnóstico , Neoplasias de la Coroides/tratamiento farmacológico , Angiografía con Fluoresceína/métodos , Tomografía de Coherencia Óptica/métodos , Inhibidores de la Angiogénesis/administración & dosificación , Inhibidores de la Angiogénesis/efectos adversos , Factor A de Crecimiento Endotelial Vascular/antagonistas & inhibidores , Fondo de Ojo , Coroides/irrigación sanguínea , Coroides/diagnóstico por imagen , Coroides/patología , Neovascularización Coroidal/diagnóstico , Neovascularización Coroidal/tratamiento farmacológico , Neovascularización Coroidal/etiología , Persona de Mediana Edad , Nevo/diagnóstico , Diagnóstico Diferencial , Resultado del TratamientoRESUMEN
Purpose: To develop a novel classification of highly myopic eyes using artificial intelligence (AI) and investigate its relationship with contrast sensitivity function (CSF) and fundus features. Methods: We enrolled 616 highly myopic eyes of 616 patients. CSF was measured using the quantitative CSF method. Myopic macular degeneration (MMD) was graded according to the International META-PM Classification. Thickness of the macula and peripapillary retinal nerve fiber layer (p-RNFL) were assessed by fundus photography and optical coherence tomography, respectively. Classification was performed by combining CSF and fundus features with principal component analysis and k-means clustering. Results: With 83.35% total variance explained, highly myopic eyes were classified into four AI categories. The percentages of AI categories 1 to 4 were 14.9%, 37.5%, 36.2%, and 11.4%, respectively. Contrast acuity of the eyes in AI category 1 was the highest, which decreased by half in AI category 2. For AI categories 2 to 4, every increase in category led to a decrease of 0.23 logarithm of the minimum angle of resolution in contrast acuity. Compared with those in AI category 1, eyes in AI category 2 presented a higher percentage of MMD2 and thinner temporal p-RNFL. Eyes in AI categories 3 and 4 presented significantly higher percentage of MMD ≥ 3, thinner nasal macular thickness and p-RNFL (P < 0.05). Multivariate regression showed AI category 4 had higher MMD grades and thinner macular compared with AI category 3. Conclusions: We proposed an AI-based classification of highly myopic eyes with clear relevance to visual function and fundus features. Translational Relevance: This classification helps to discover the early hidden visual deficits of highly myopic patients, becoming a useful tool to evaluate the disease comprehensively.
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Inteligencia Artificial , Sensibilidad de Contraste , Fondo de Ojo , Tomografía de Coherencia Óptica , Humanos , Femenino , Masculino , Persona de Mediana Edad , Tomografía de Coherencia Óptica/métodos , Anciano , Sensibilidad de Contraste/fisiología , Agudeza Visual/fisiología , Adulto , Miopía Degenerativa/fisiopatología , Miopía Degenerativa/diagnóstico por imagen , Miopía Degenerativa/diagnóstico , Miopía Degenerativa/clasificación , Miopía Degenerativa/patología , Degeneración Macular/clasificación , Degeneración Macular/fisiopatología , Degeneración Macular/diagnóstico , Degeneración Macular/patología , Degeneración Macular/diagnóstico por imagen , Mácula Lútea/patología , Mácula Lútea/diagnóstico por imagen , Mácula Lútea/fisiopatología , Fibras Nerviosas/patologíaRESUMEN
PURPOSE: To investigate the efficacy and outcomes of switching neovascular age-related macular degeneration (nAMD) patients from aflibercept to faricimab, focusing on visual acuity, retinal fluid management, and treatment intervals. The primary aim was to assess the early outcomes in nAMD patients refractory to aflibercept and explore faricimab's potential as a longer-lasting therapeutic alternative. METHODS: A single-center retrospective study was conducted on 50 refractory nAMD patients at Cleveland Clinic Abu Dhabi from September 2022-May 2023. Patients were switched from aflibercept to faricimab, having met specific criteria for refractory nAMD. The study analyzed best-corrected visual acuity (BCVA), central subfield thickness (CST), and fluid changes post-switch, using Optical Coherence Tomography (OCT). RESULTS: After three faricimab injections, significant reductions in CST were observed, with a notable decrease in retinal fluid. The mean BCVA remained stable throughout the study period. Although there was a decrease in the maximum pigment epithelial detachment (PED) height, it was not statistically significant. Treatment intervals post-switch showed that the majority of patients maintained or extended their treatment intervals, with a significant proportion achieving resolution of intraretinal fluid (IRF) and subretinal fluid (SRF). CONCLUSIONS: Switching to faricimab from aflibercept in refractory nAMD patients led to significant improvements in retinal fluid management and CST, with stable BCVA outcomes. Faricimab presents a promising alternative for patients requiring frequent aflibercept injections, potentially offering a more manageable treatment regimen with extended dosing intervals. This study highlights the need for personalized therapeutic strategies in nAMD treatment, though further research is necessary to optimize treatment switches.
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Inhibidores de la Angiogénesis , Inyecciones Intravítreas , Receptores de Factores de Crecimiento Endotelial Vascular , Proteínas Recombinantes de Fusión , Tomografía de Coherencia Óptica , Agudeza Visual , Degeneración Macular Húmeda , Humanos , Receptores de Factores de Crecimiento Endotelial Vascular/administración & dosificación , Receptores de Factores de Crecimiento Endotelial Vascular/uso terapéutico , Proteínas Recombinantes de Fusión/administración & dosificación , Proteínas Recombinantes de Fusión/uso terapéutico , Estudios Retrospectivos , Masculino , Femenino , Tomografía de Coherencia Óptica/métodos , Anciano , Degeneración Macular Húmeda/tratamiento farmacológico , Degeneración Macular Húmeda/diagnóstico , Degeneración Macular Húmeda/fisiopatología , Inhibidores de la Angiogénesis/administración & dosificación , Anciano de 80 o más Años , Sustitución de Medicamentos/métodos , Resultado del Tratamiento , Estudios de Seguimiento , Angiografía con Fluoresceína/métodos , Factor A de Crecimiento Endotelial Vascular/antagonistas & inhibidores , Fondo de OjoRESUMEN
BACKGROUND: Rickettsial disease has been commonly associated with retinitis, retinal vasculitis, and optic nerve involvement, but the development of retinal neovascularization has been very rarely reported. We herein describe a case of rickettsial retinitis complicated with the development of sea-fan retinal neovascularization documented with multimodal imaging, including fundus photography, SS-OCT, fluorescein angiography, and SS-OCT angiography. CASE PRESENTATION: A 26-year-old female with a history of fever one week earlier presented with sudden decreased vision in the left eye. Best-corrected visual acuity (BCVA) was 20/2000 and the patient was diagnosed with rickettsial retinitis along the superotemporal retinal vascular arcade associated with serous retinal detachment and retinal hard exudates. The indirect immunofluorescence test was positive for Rickettsia conorii, and the patient was treated with oral doxycycline (200 mg/day) and oral prednisone (0.75 mg/kg/day, with gradual tapering). Four weeks after presentation, the retinal infiltrate and associated serous retinal detachment had resolved, but retinal hard exudates had increased. A large sea-fan preretinal fibrovascular neovascularization became apparent along the superotemporal retinal vascular arcade, but there was no associated retinal ischemia on fluorescein angiography. The patient received an adjunctive single intravitreal injection of 1.25 bevacizumab. Sequential follow-up examinations showed shrinking of sea-fan retinal neovascularization, a complete resolution of retinal hard exudates, and the development of a self-limited vitreous hemorrhage. On last follow-up, 30 months after intravitreal bevacizumab injection, BCVA was 20/25. CONCLUSION: Patients with rickettsial retinitis may develop a sea-fan retinal neovascularization, with subsequent vitreous hemorrhage, putatively through inflammatory mechanisms. Multimodal imaging including OCT, fluorescein angiography, and OCT-angiography, is highly useful for accurate diagnosis and reliable monitoring of the evolution of retinitis, retinal neovascularization, and other retinal changes. The use of a combination therapy with oral doxycycline and corticosteroids and intravitreal anti-VEGF can improve outcomes.
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Angiografía con Fluoresceína , Neovascularización Retiniana , Retinitis , Humanos , Femenino , Adulto , Neovascularización Retiniana/diagnóstico , Neovascularización Retiniana/tratamiento farmacológico , Neovascularización Retiniana/etiología , Retinitis/diagnóstico , Retinitis/microbiología , Retinitis/tratamiento farmacológico , Angiografía con Fluoresceína/métodos , Tomografía de Coherencia Óptica/métodos , Infecciones Bacterianas del Ojo/diagnóstico , Infecciones Bacterianas del Ojo/microbiología , Infecciones Bacterianas del Ojo/tratamiento farmacológico , Infecciones por Rickettsia/diagnóstico , Infecciones por Rickettsia/complicaciones , Infecciones por Rickettsia/tratamiento farmacológico , Infecciones por Rickettsia/microbiología , Rickettsia conorii , Fondo de Ojo , Agudeza Visual , Inhibidores de la Angiogénesis/uso terapéutico , Inhibidores de la Angiogénesis/administración & dosificación , Inyecciones Intravítreas , Doxiciclina/uso terapéutico , Bevacizumab/uso terapéuticoRESUMEN
Purpose: To assess the correspondence between interdigitation zone (IZ) reflectivity, ellipsoid zone (EZ) loss, inner retinal layer reflectivity, patterns of capillary dilation, and telangiectasia in eyes with early macular telangiectasia type 2 (MacTel). Patients and Methods: Twenty-eight eyes of 22 patients with grade 0-2 MacTel (according to the MacTel project classification) and 28 healthy control eyes were included in this study. Multimodal imaging, including optical coherence tomography (OCT) angiography, adaptive optics flood illumination ophthalmoscopy (AO-FIO) and blue light reflectance (BLR), was performed. The EZ, IZ, and outer plexiform layer (OPL) were analyzed on the structural OCT C-scans. The vascular density (VD) was measured on the binarized and skeletonized angiograms of the superficial vascular plexus and deep capillary complex. The vascular diameter index (VDI) was calculated by dividing the binarized VD by the skeletonized VD. Results: On AO-FIO, cone density in the MacTel zone was significantly lower in MacTel eyes than in controls, even in areas located outside the EZ loss (P < 0.001). A distinctive pattern of IZ reflectivity attenuation extended beyond the area of EZ attenuation. The shape and size of a strong OPL hyper-reflectivity corresponded to the MacTel white area (MacTel zone) seen on BLR. Capillary dilation and rarefaction were colocalized with this area, extending beyond visible telangiectasia. The VDI was higher in MacTel eyes than in controls (P < 0.001). Conclusions: These findings suggest that in early MacTel eyes, photoreceptor signal alteration, OPL hyper-reflectivity, and capillary dilation, potentially associated with Müller cell dysfunction, precede the EZ loss.
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Angiografía con Fluoresceína , Oftalmoscopía , Telangiectasia Retiniana , Vasos Retinianos , Tomografía de Coherencia Óptica , Humanos , Tomografía de Coherencia Óptica/métodos , Femenino , Telangiectasia Retiniana/diagnóstico , Telangiectasia Retiniana/fisiopatología , Telangiectasia Retiniana/diagnóstico por imagen , Masculino , Vasos Retinianos/diagnóstico por imagen , Vasos Retinianos/patología , Angiografía con Fluoresceína/métodos , Persona de Mediana Edad , Anciano , Agudeza Visual/fisiología , Fondo de Ojo , Imagen Multimodal , Adulto , Capilares/patología , Capilares/diagnóstico por imagenRESUMEN
BACKGROUND: To analyse and compare the grading of diabetic retinopathy (DR) severity level using standard 35° ETDRS 7-fields photography and CLARUS™ 500 ultra-widefield imaging system. METHODS: A cross-sectional analysis of retinal images of patients with type 2 diabetes (n = 160 eyes) was performed for this study. All patients underwent 7-fields colour fundus photography (CFP) at 35° on a standard Topcon TRC-50DX® camera, and ultra-widefield (UWF) imaging at 200° on a CLARUS™ 500 (ZEISS, Dublin, CA, USA) by an automatic montage of two 133° images (nasal and temporal). 35° 7-fields photographs were graded by two graders, according to the Early Treatment Diabetic Retinopathy Study (ETDRS). For CLARUS UWF images, a prototype 7-fields grid was applied using the CLARUS review software, and the same ETDRS grading procedures were performed inside that area only. Grading of DR severity level was compared between these two methods to evaluate the agreement between both imaging techniques. RESULTS: Images of 160 eyes from 83 diabetic patients were considered for analysis. According to the 35° ETDRS 7-fields images, 22 eyes were evaluated as DR severity level 10-20, 64 eyes were evaluated as DR level 35, 41 eyes level 43, 21 eyes level 47, 7 eyes level 53, and 5 eyes level 61. The same DR severity level was achieved with CLARUS 500 UWF images in 92 eyes (57%), showing a perfect agreement (k > 0.80) with the 7-fields 35° technique. Fifty-seven eyes (36%) showed a higher DR level with CLARUS UWF images, mostly due to a better visualization of haemorrhages and a higher detection rate of intraretinal microvascular abnormalities (IRMA). Only 11 eyes (7%) showed a lower severity level with the CLARUS UWF system, due to the presence of artifacts or media opacities that precluded the correct evaluation of DR lesions. CONCLUSIONS: UWF CLARUS 500 device showed nearly perfect agreement with standard 35° 7-fields images in all ETDRS severity levels. Moreover, CLARUS images showed an increased ability to detect haemorrhages and IRMA helping with finer evaluation of lesions, thus demonstrating that a UWF photograph can be used to grade ETDRS severity level with a better visualization than the standard 7-fields images. TRIAL REGISTRATION: Approved by the AIBILI - Association for Innovation and Biomedical Research on Light and Image Ethics Committee for Health with number CEC/009/17- EYEMARKER.
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Diabetes Mellitus Tipo 2 , Retinopatía Diabética , Fotograbar , Índice de Severidad de la Enfermedad , Humanos , Retinopatía Diabética/diagnóstico , Retinopatía Diabética/diagnóstico por imagen , Estudios Transversales , Femenino , Masculino , Persona de Mediana Edad , Fotograbar/métodos , Anciano , Diabetes Mellitus Tipo 2/complicaciones , Fondo de Ojo , Técnicas de Diagnóstico Oftalmológico , Adulto , Reproducibilidad de los ResultadosRESUMEN
BACKGROUND: We aimed to evaluate microaneurysms (MAs) after treatment with anti-vascular endothelial growth factor (anti-VEGF) therapy to understand causes of chronic edema and anti-VEGF resistance. METHODS: Patients with non-proliferative diabetic retinopathy, with or without macular edema were recruited. Optical coherence tomography angiography (OCTA) MAs-related parameters were observed, including the maximum diameter of overall dimensions, material presence, and flow signal within the lumen. OCTA parameters also included central macular thickness (CMT), foveal avascular zone, superficial and deep capillary plexuses, and non-flow area measurements on the superficial retinal slab. RESULTS: Overall, 48 eyes from 43 patients were evaluated. CMT differed significantly between the diabetic macular edema (DME ) and non-DME (NDME) groups at 1st, 2nd, 3rd, and 6th months of follow-up (P < 0.001; <0.001; 0.003; <0.001, respectively). A total of 55 and 59 MAs were observed in the DME (mean = 99.40 ± 3.18 µm) and NDME (mean maximum diameter = 74.70 ± 2.86 µm) groups at baseline, respectively (significant between-group difference: P < 0.001). Blood flow signal was measurable for 46 (83.6%) and 34 (59.3%) eyes in the DME and NDME groups, respectively (significant between-group difference: P < 0.001). CONCLUSIONS: Compared to the NDME group, the DME group had larger MAs and a higher blood-flow signal ratio. Following anti-VEGF therapy, changes in the diameter of MAs were observed before changes in CMT thickness.
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Inhibidores de la Angiogénesis , Retinopatía Diabética , Angiografía con Fluoresceína , Inyecciones Intravítreas , Edema Macular , Microaneurisma , Tomografía de Coherencia Óptica , Factor A de Crecimiento Endotelial Vascular , Agudeza Visual , Humanos , Tomografía de Coherencia Óptica/métodos , Retinopatía Diabética/tratamiento farmacológico , Retinopatía Diabética/diagnóstico , Edema Macular/tratamiento farmacológico , Edema Macular/etiología , Edema Macular/diagnóstico por imagen , Edema Macular/diagnóstico , Masculino , Microaneurisma/diagnóstico , Femenino , Persona de Mediana Edad , Inhibidores de la Angiogénesis/uso terapéutico , Angiografía con Fluoresceína/métodos , Factor A de Crecimiento Endotelial Vascular/antagonistas & inhibidores , Anciano , Ranibizumab/uso terapéutico , Ranibizumab/administración & dosificación , Vasos Retinianos/diagnóstico por imagen , Vasos Retinianos/patología , Fondo de Ojo , Estudios de SeguimientoRESUMEN
OBJECTIVES: Despite global research on early detection of age-related macular degeneration (AMD), not enough is being done for large-scale screening. Automated analysis of retinal images captured via smartphone presents a potential solution; however, to our knowledge, such an artificial intelligence (AI) system has not been evaluated. The study aimed to assess the performance of an AI algorithm in detecting referable AMD on images captured on a portable fundus camera. DESIGN, SETTING: A retrospective image database from the Age-Related Eye Disease Study (AREDS) and target device was used. PARTICIPANTS: The algorithm was trained on two distinct data sets with macula-centric images: initially on 108,251 images (55% referable AMD) from AREDS and then fine-tuned on 1108 images (33% referable AMD) captured on Asian eyes using the target device. The model was designed to indicate the presence of referable AMD (intermediate and advanced AMD). Following the first training step, the test set consisted of 909 images (49% referable AMD). For the fine-tuning step, the test set consisted of 238 (34% referable AMD) images. The reference standard for the AREDS data set was fundus image grading by the central reading centre, and for the target device, it was consensus image grading by specialists. OUTCOME MEASURES: Area under receiver operating curve (AUC), sensitivity and specificity of algorithm. RESULTS: Before fine-tuning, the deep learning (DL) algorithm exhibited a test set (from AREDS) sensitivity of 93.48% (95% CI: 90.8% to 95.6%), specificity of 82.33% (95% CI: 78.6% to 85.7%) and AUC of 0.965 (95% CI:0.95 to 0.98). After fine-tuning, the DL algorithm displayed a test set (from the target device) sensitivity of 91.25% (95% CI: 82.8% to 96.4%), specificity of 84.18% (95% CI: 77.5% to 89.5%) and AUC 0.947 (95% CI: 0.911 to 0.982). CONCLUSION: The DL algorithm shows promising results in detecting referable AMD from a portable smartphone-based imaging system. This approach can potentially bring effective and affordable AMD screening to underserved areas.
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Algoritmos , Aprendizaje Profundo , Degeneración Macular , Teléfono Inteligente , Humanos , Degeneración Macular/diagnóstico , Degeneración Macular/diagnóstico por imagen , Estudios Retrospectivos , Anciano , Fondo de Ojo , Femenino , Sensibilidad y Especificidad , Fotograbar/instrumentación , Masculino , Curva ROC , Persona de Mediana Edad , Tamizaje Masivo/métodos , Tamizaje Masivo/instrumentaciónRESUMEN
OBJECTIVES: Train an automatic retinal image analysis (ARIA) method to screen glaucomatous optic neuropathy (GON) on non-mydriatic retinal images labelled with the additional results of optical coherence tomography (OCT) and assess different models for the GON classification. METHODS: All the images were obtained from the hospital for training and 10-fold cross-validation. Two methods were used to improve the classification performance: (1) using images labelled with the additional results of OCT as the reference standard and (2) generating models using retinal features from the entire images, the region of interest (ROI) of the optic disc, and the ROI of the macula, and the combination of all the features. RESULTS: Overall, we collected 1338 images with paired OCT scans. In 10-fold validation, ARIA achieved sensitivities of 92.2 %, 92.7% and 85.7%, specificities of 88.8%, 86.7% and 80.2% and accuracies of 90.6%, 89.9% and 83.1% using the retinal features from the entire images, the ROI of the optic disc and the ROI of the macula, respectively. We found the model combining all the features has the best classification performance and obtained a sensitivity of 92.5%, a specificity of 92.1% and an accuracy of 92.4%, which is significantly different from other models (p<0.001). CONCLUSION: We used two methods to improve the classification performance and found the best model to detect glaucoma on colour fundus retinal images. It can become a cost-effective and relatively more accurate glaucoma screening tool than conventional methods.
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Disco Óptico , Enfermedades del Nervio Óptico , Tomografía de Coherencia Óptica , Humanos , Tomografía de Coherencia Óptica/métodos , Enfermedades del Nervio Óptico/diagnóstico por imagen , Enfermedades del Nervio Óptico/diagnóstico , Disco Óptico/diagnóstico por imagen , Disco Óptico/patología , Femenino , Masculino , Persona de Mediana Edad , Fondo de Ojo , Glaucoma/diagnóstico por imagen , Anciano , Procesamiento de Imagen Asistido por Computador/métodos , Células Ganglionares de la Retina/patología , Fibras Nerviosas/patología , Presión Intraocular , Campos VisualesRESUMEN
Artificial Intelligence (AI) is transforming healthcare, notably in ophthalmology, where its ability to interpret images and data can significantly enhance disease diagnosis and patient care. Recent developments in oculomics, the integration of ophthalmic features to develop biomarkers for systemic diseases, have demonstrated the potential for providing rapid, non-invasive methods of screening leading to enhance in early detection and improve healthcare quality, particularly in underserved areas. However, the widespread adoption of such AI-based technologies faces challenges primarily related to the trustworthiness of the system. We demonstrate the potential and considerations needed to develop trustworthy AI in oculomics through a pilot study for HbA1c assessment using an AI-based approach. We then discuss various challenges, considerations, and solutions that have been developed for powerful AI technologies in the past in healthcare and subsequently apply these considerations to the oculomics pilot study. Building upon the observations in the study we highlight the challenges and opportunities for advancing trustworthy AI in oculomics. Ultimately, oculomics presents as a powerful and emerging technology in ophthalmology and understanding how to optimize transparency prior to clinical adoption is of utmost importance.
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Inteligencia Artificial , Enfermedades Cardiovasculares , Hemoglobina Glucada , Humanos , Hemoglobina Glucada/análisis , Proyectos Piloto , Enfermedades Cardiovasculares/diagnóstico , Fondo de Ojo , Factores de Riesgo de Enfermedad Cardiaca , Biomarcadores/sangreRESUMEN
PURPOSE: To investigate associations between quantitative vascular measurements derived from intravenous fluorescein angiography (IVFA) and baseline characteristics on optical coherence tomography (OCT) in neovascular age-related macular degeneration (nAMD) patients. METHODS: The authors prospectively recruited patients with active choroidal neovascularization secondary to AMD over 50 years old, presenting to a single center in Toronto, Canada from 2017 to 2023. Ultra-widefield IVFA images were processed using the artificial intelligence RETICAD FAassist system to extract quantitative information on blood flow, perfusion, and blood-retinal-barrier (BRB) permeability. Associations between IVFA parameters with functional and anatomical outcomes were examined using univariable and multivariable regression models. RESULTS: Eighty-one nAMD eyes and seven healthy control eyes were included. Compared with healthy controls, BRB permeability in the central and peripheral retina was significantly higher in nAMD patients (P < 0.001). On univariable analysis, BRB permeability measured centrally was significantly associated with central macular thickness (P = 0.035), whereas perfusion and blood flow measured centrally were significantly associated with macular volume (P = 0.043 and 0.037, respectively). On multivariable analysis, BRB permeability remained significantly associated with central macular thickness (P = 0.026). CONCLUSION: Central BRB permeability measured on IVFA was significantly associated with baseline central macular thickness in nAMD patients. Future work should longitudinally explore associations between IVFA parameters and clinical characteristics in diverse nAMD populations.
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Inteligencia Artificial , Angiografía con Fluoresceína , Vasos Retinianos , Tomografía de Coherencia Óptica , Agudeza Visual , Degeneración Macular Húmeda , Humanos , Masculino , Femenino , Tomografía de Coherencia Óptica/métodos , Anciano , Angiografía con Fluoresceína/métodos , Estudios Prospectivos , Vasos Retinianos/diagnóstico por imagen , Vasos Retinianos/patología , Degeneración Macular Húmeda/diagnóstico , Degeneración Macular Húmeda/fisiopatología , Persona de Mediana Edad , Agudeza Visual/fisiología , Fondo de Ojo , Anciano de 80 o más Años , Barrera HematorretinalRESUMEN
PURPOSE: To investigate the pathophysiology and prognostic significance of acute Henle fiber layer (HFL) hyperreflectivity in placoid diseases by examining its relationship with impaired choroidal flow and persistent photoreceptor disruption. METHODS: Retrospective-prospective observational study on patients with placoid diseases. Indocyanine green angiography and optical coherence tomography were performed during the acute phase and follow-up. Impaired choroidal flow, HFL hyperreflectivity, and persistent ellipsoid zone disruption, their colocalization index, and their associations with initial and final visual acuity were explored. RESULTS: Sixteen eyes from eight patients (mean age, 25.3 ± 6.44 years) were included (median follow-up, 13.5 months). Quantitative analysis revealed significant correlations between areas of impaired choroidal flow, HFL hyperreflectivity, and persistent ellipsoid zone disruption (correlation coefficients of 0.69, 0.63, and 0.46, respectively). Impaired choroidal flow area exceeded HFL hyperreflectivity (P = 0.002) and ellipsoid zone disruption (P = 0.003). A noteworthy 94% nonrandom overlap between HFL hyperreflectivity and ellipsoid zone disruption was observed. Worse initial visual acuity correlated with foveal involvement (P = 0.0002), thicker choroid (P = 0.001), larger impaired choroidal flow areas (P = 0.02), and thinner outer retina post lesion inactivation (P = 0.04). CONCLUSION: Henle fiber layer hyperreflectivity predicted photoreceptor recovery potential in placoid diseases. If HFL hyperreflectivity corresponds to acute HFL damage, it may suggest more severe involvement of the entire photoreceptor length.
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Coroides , Angiografía con Fluoresceína , Tomografía de Coherencia Óptica , Agudeza Visual , Humanos , Tomografía de Coherencia Óptica/métodos , Femenino , Masculino , Adulto , Estudios Retrospectivos , Agudeza Visual/fisiología , Angiografía con Fluoresceína/métodos , Estudios Prospectivos , Pronóstico , Adulto Joven , Coroides/patología , Coroides/diagnóstico por imagen , Coroides/irrigación sanguínea , Adolescente , Estudios de Seguimiento , Enfermedades de la Retina/fisiopatología , Enfermedades de la Retina/diagnóstico , Fondo de Ojo , Enfermedad AgudaRESUMEN
PURPOSE: To characterize and quantify the precursor lesions of geographic atrophy in eyes with age-related macular degeneration. METHODS: A retrospective study of eyes with a minimum of 6-month follow-up before developing geographic atrophy. Evaluations included color and autofluorescence imaging, along with spectral-domain optical coherence tomography, employing definitions from the Consensus of Atrophy Meeting Group and Consensus on Neovascular Age-Related Macular Degeneration Nomenclature Study Group. RESULTS: There were 55 eyes of 44 patients, who had a mean age of 81.3 years at onset of atrophy; 35 (63.6%) were female. The mean duration of follow-up before and after the advent of geographic atrophy was 4.9 years and 1.2 years, respectively. Geographic atrophy was preceded by collapse of a druse in 41 eyes (74.5%). Of these, 29 (70.7%) were drusenoid pigment epithelial detachments. Among the eyes with regressing drusen, there were 9 with overlying vitelliform deposit, and all had concurrent subretinal drusenoid deposit; however, 19 of 30 eyes with no vitelliform deposit overlying the druse had concurrent subretinal drusenoid deposit, a difference that was significant ( P < 0.001). Regression of subretinal drusenoid deposit was found in 4 eyes (7.3%), regression of vitelliform deposit associated with subretinal drusenoid deposit in 5 (9.1%), and regression of vitelliform deposit in eyes concurrently harboring drusen was found in 3 (5.4%) and regression of vitelliform deposit alone in 2 (3.6%) at the site of eventual development of geographic atrophy. CONCLUSION: Geographic atrophy appears to develop from multiple pathways as manifested by the many precursor lesions, all various forms of extracellular deposit, that upon regression, result in a common end-stage appearance.
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Angiografía con Fluoresceína , Atrofia Geográfica , Epitelio Pigmentado de la Retina , Tomografía de Coherencia Óptica , Humanos , Atrofia Geográfica/diagnóstico , Femenino , Estudios Retrospectivos , Masculino , Tomografía de Coherencia Óptica/métodos , Anciano de 80 o más Años , Angiografía con Fluoresceína/métodos , Anciano , Epitelio Pigmentado de la Retina/patología , Epitelio Pigmentado de la Retina/diagnóstico por imagen , Agudeza Visual , Estudios de Seguimiento , Degeneración Macular/diagnóstico , Degeneración Macular/complicaciones , Drusas Retinianas/diagnóstico , Fondo de Ojo , Persona de Mediana EdadRESUMEN
Stargardt disease (SD) is a common inherited macular dystrophy. It exhibits a high degree of phenotypic and genotypic heterogeneity. Yellow-white flecks are often found in the posterior pole in the early stages of the disease with a reduction in central vision from foveal atrophy as it progresses. A characteristic dark choroid appearance is seen on fundus fluorescein angiography (FFA) in many cases, with occasional reports of choroidal neovascular membranes. We report a series of four Nigerian patients, with varied presentations diagnosed with SD in our facility. One patient had good vision, while the other three had variable degrees of reduced vision. All patients had macular atrophy and flecks, while three patients had a dark choroid appearance on FFA and one patient developed a choroidal neovascular membrane in one eye.
RésuméLa maladie de Stargardt (SD) est une dystrophie maculaire héréditaire courante. La maladie de Stargardt (SD) est une dystrophie maculaire héréditaire courante. Il présente un haut degré d'hétérogénéité phénotypique et génotypique. Il présente un haut degré d'hétérogénéité phénotypique et génotypique. Des taches jaune-blanc sont souvent trouvées dans le pôle postérieur aux premiers stades de la maladie avec une réduction de la vision centrale due à l'atrophie fovéale au fur et à mesure de sa progression. au fur et à mesure de sa progression. Une apparence choroïde foncée caractéristique est observée sur l'angiographie à la fluorescéine du fond d'Åil (AFL) dans de nombreux cas, avec des rapports de membranes néovasculaires choroïdiennes. Nous rapportons une série de quatre patients Nigérians, avec des présentations variées diagnostiquées avec SD chez notre établissement. Un patient avait une bonne vision, tandis que les trois autres avaient des degrés variables de vision réduite. Tous les patients présentaient une atrophie maculaire et des taches, tandis que trois patients avaient une apparence choroïde foncée sur FFA et qu'un patient a développé une membrane néovasculaire choroïdienne dans un Åil.
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Angiografía con Fluoresceína , Degeneración Macular , Enfermedad de Stargardt , Agudeza Visual , Humanos , Degeneración Macular/genética , Degeneración Macular/congénito , Degeneración Macular/diagnóstico , Angiografía con Fluoresceína/métodos , Enfermedad de Stargardt/genética , Masculino , Femenino , Adulto , Nigeria , Tomografía de Coherencia Óptica , Persona de Mediana Edad , Neovascularización Coroidal/diagnóstico , Fondo de Ojo , Coroides/patología , Coroides/diagnóstico por imagen , AdolescenteRESUMEN
PURPOSE: To summarize the causes of retinal arterial microaneurysm combined with branch retinal artery occlusion. METHODS: The case reports of retinal arterial microaneurysm combined with branch retinal artery occlusion were searched in PubMed, Web of Science, and CNKI databases before May 1, 2024. A total of nine participants from nine case reports were included to analyze factors leading to complications. RESULTS: The reasons for this complication are as follows: complications during photocoagulation therapy. Intraretinal hemorrhage and exudation result in compression of adjacent or distal arteries, resulting in branch retinal artery occlusion. Embolus dislodgement or intraarterial embolus formation can block the artery, damage the wall, and provide conditions for the development of retinal arterial microaneurysm. In addition, it is necessary to be alert to the optic disk macroaneurysm, if hemorrhage or embolus formation in the macroaneurysm will affect the blood supply of the downstream artery, affecting a large range of the retina. CONCLUSION: Based on the review of case reports, we found that retinal arterial microaneurysm and branch retinal artery occlusion can cause each other. Acute vision loss can result when a complication occurs. In addition, retinal vascular diseases can reflect the whole body, suggesting that ophthalmologists need to pay attention not only to the patient's fundus but also to the patient's systemic diseases.
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Macroaneurisma Arterial de Retina , Oclusión de la Arteria Retiniana , Arteria Retiniana , Humanos , Oclusión de la Arteria Retiniana/diagnóstico , Oclusión de la Arteria Retiniana/etiología , Macroaneurisma Arterial de Retina/diagnóstico , Macroaneurisma Arterial de Retina/complicaciones , Arteria Retiniana/diagnóstico por imagen , Angiografía con Fluoresceína/métodos , Fondo de Ojo , Agudeza Visual , Hemorragia Retiniana/diagnóstico , Hemorragia Retiniana/etiología , Tomografía de Coherencia ÓpticaRESUMEN
To our knowledge, this is the first report of a patient with both genetically confirmed Kabuki and Marfan syndrome demonstrating a perifoveal macular degeneration in one eye. Progressive loss of the outer retinal layers was captured and demonstrated with spectral-domain optical coherence tomography imaging. Fundus autofluorescence imaging revealed perifoveal hypoautofluorescence. The patient had initially presented with a spontaneously resolved serous-exudative retinal detachment associated with tortuous retinal vasculature and preretinal proliferative vitreoretinopathy in the other eye. Prior to presentation, the patient had an ocular history of bilateral ectopia lentis treated with crystalline lens removal and placement of iris-claw intraocular lenses. [Ophthalmic Surg Lasers Imaging Retina 2024;55:541-544.].
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Degeneración Macular , Síndrome de Marfan , Desprendimiento de Retina , Tomografía de Coherencia Óptica , Humanos , Síndrome de Marfan/complicaciones , Síndrome de Marfan/diagnóstico , Desprendimiento de Retina/diagnóstico , Desprendimiento de Retina/etiología , Degeneración Macular/diagnóstico , Degeneración Macular/etiología , Degeneración Macular/complicaciones , Tomografía de Coherencia Óptica/métodos , Enfermedades Hematológicas/diagnóstico , Enfermedades Hematológicas/complicaciones , Enfermedades Vestibulares/diagnóstico , Enfermedades Vestibulares/etiología , Angiografía con Fluoresceína/métodos , Anomalías Múltiples/diagnóstico , Cara/anomalías , Agudeza Visual , Femenino , Masculino , Fondo de Ojo , Progresión de la EnfermedadRESUMEN
OBJECTIVE: In diabetes mellitus patients, hyperuricemia may lead to the development of diabetic complications, including macrovascular and microvascular dysfunction. However, the level of blood uric acid in diabetic patients is obtained by sampling peripheral blood from the patient, which is an invasive procedure and not conducive to routine monitoring. Therefore, we developed deep learning algorithm to detect noninvasively hyperuricemia from retina photographs and metadata of patients with diabetes and evaluated performance in multiethnic populations and different subgroups. MATERIALS AND METHODS: To achieve the task of non-invasive detection of hyperuricemia in diabetic patients, given that blood uric acid metabolism is directly related to estimated glomerular filtration rate(eGFR), we first performed a regression task for eGFR value before the classification task for hyperuricemia and reintroduced the eGFR regression values into the baseline information. We trained 3 deep learning models: (1) metadata model adjusted for sex, age, body mass index, duration of diabetes, HbA1c, systolic blood pressure, diastolic blood pressure; (2) image model based on fundus photographs; (3)hybrid model combining image and metadata model. Data from the Shanghai General Hospital Diabetes Management Center (ShDMC) were used to develop (6091 participants with diabetes) and internally validated (using 5-fold cross-validation) the models. External testing was performed on an independent dataset (UK Biobank dataset) consisting of 9327 participants with diabetes. RESULTS: For the regression task of eGFR, in ShDMC dataset, the coefficient of determination (R2) was 0.684±0.07 (95 % CI) for image model, 0.501±0.04 for metadata model, and 0.727±0.002 for hybrid model. In external UK Biobank dataset, a coefficient of determination (R2) was 0.647±0.06 for image model, 0.627±0.03 for metadata model, and 0.697±0.07 for hybrid model. Our method was demonstrably superior to previous methods. For the classification of hyperuricemia, in ShDMC validation, the area, under the curve (AUC) was 0.86±0.013for image model, 0.86±0.013 for metadata model, and 0.92±0.026 for hybrid model. Estimates with UK biobank were 0.82±0.017 for image model, 0.79±0.024 for metadata model, and 0.89±0.032 for hybrid model. CONCLUSION: There is a potential deep learning algorithm using fundus photographs as a noninvasively screening adjunct for hyperuricemia among individuals with diabetes. Meanwhile, combining patient's metadata enables higher screening accuracy. After applying the visualization tool, it found that the deep learning network for the identification of hyperuricemia mainly focuses on the fundus optic disc region.