Search results for "Diabetic Retinopathy"

showing 10 items of 134 documents

Classification of SD-OCT volumes with multi pyramids, LBP and HOG descriptors: application to DME detections.

2016

This paper deals with the automated detection of Diabetic Macular Edema (DME) on Optical Coherence Tomography (OCT) volumes. Our method considers a generic classification pipeline with preprocessing for noise removal and flattening of each B-Scan. Features such as Histogram of Oriented Gradients (HOG) and Local Binary Patterns (LBP) are extracted and combined to create a set of different feature vectors which are fed to a linear-Support Vector Machines (SVM) Classifier. Experimental results show a promising sensitivity/specificity of 0.75/0.87 on a challenging dataset.

Support Vector Machinegenetic structuresDatabases FactualComputer science[INFO.INFO-IM] Computer Science [cs]/Medical Imaging02 engineering and technology[ SPI.SIGNAL ] Engineering Sciences [physics]/Signal and Image processing[ INFO.INFO-CV ] Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]01 natural sciences[INFO.INFO-CV] Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]0202 electrical engineering electronic engineering information engineeringImage Processing Computer-AssistedSegmentationComputer visionmedicine.diagnostic_test[ INFO.INFO-IM ] Computer Science [cs]/Medical ImagingDiabetic retinopathyHistogram of oriented gradientsmedicine.anatomical_structure020201 artificial intelligence & image processing[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processingTomography Optical CoherenceLocal binary patternsFeature vectorDiabetic macular edemaFeature extractionComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISIONImage processingSensitivity and SpecificityMacular Edema010309 opticsOptical coherence tomographyHistogram0103 physical sciencesmedicine[INFO.INFO-IM]Computer Science [cs]/Medical ImagingHumansMacular edema[SPI.SIGNAL] Engineering Sciences [physics]/Signal and Image processingRetinaDiabetic Retinopathybusiness.industry[INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]Pattern recognitionImage segmentationmedicine.diseaseeye diseasesSupport vector machineComputingMethodologies_PATTERNRECOGNITIONsense organsArtificial intelligencebusinessAnnual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
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Electroretinographic oscillatory potentials in insulin-dependent diabetes patients: A long-term follow-up.

2002

Purpose: The aim of this research was to study the relevance of long-term follow-up of electroretinographic oscillatory potentials (OPs) in predicting the onset of minimal non-proliferative diabetic retinopathy in insulin-dependent diabetes patients. Methods: A total of 80 insulin-dependent diabetics, with normal fundi and normal OPs at first examination, were followed prospectively for 10 years. Oscillatory potentials were measured and fundus examinations performed once or twice per year. Results: During follow-up, 35% of patients developed diabetic retinopathy after a mean disease duration of 12 ± 2 years. A decrease in OP amplitudes was seen in 46% of this group, but reductions were also…

Survival curvesAdultMaleDiabetic RetinopathyAdolescentSettore MED/30 - Malattie Apparato VisivoElectroretinogramRetinaOscillatory potentialsDiabetes Mellitus Type 1OscillometryElectroretinographyHumansFemaleProspective StudiesChildLong-term follow-upFollow-Up StudiesActa ophthalmologica Scandinavica
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Risk of Death Associated With Intravitreal Anti-Vascular Endothelial Growth Factor Therapy: A Systematic Review and Meta-analysis.

2020

Importance Although intravitreal anti–vascular endothelial growth factor (VEGF) treatment represents the first-line therapy for many retinal diseases, the issue of their systemic safety is debatable. Objectives To assess whether intravitreal anti-VEGF therapy might be associated with increased risk of mortality and which variables are associated with the increase. Data Sources PubMed, MEDLINE, and Embase databases, the Cochrane Library, and ClinicalTrials.gov were systematically searched from inception to May 6, 2019. Study Selection Randomized clinical trials comparing intravitreal anti-VEGF treatment with control groups and with follow-up of at least 6 months were selected. Data Extractio…

Vascular Endothelial Growth Factor Amedicine.medical_specialtyDatabases FactualMEDLINEAngiogenesis InhibitorsCochrane LibraryMacular Edemalaw.inventionRandomized controlled triallawFrequentist inferenceInternal medicineCause of DeathRetinal Vein OcclusionMedicineHumansanti-VEGF therapyrisk of mortality anti-vascular endothelial growth factor mortalityCause of deathOriginal InvestigationRandomized Controlled Trials as TopicDiabetic Retinopathybusiness.industryMortality rateOdds ratioChoroidal NeovascularizationOphthalmologyMeta-analysisIntravitreal InjectionsWet Macular DegenerationbusinessJAMA ophthalmology
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Intravitreal dexamethasone implant versus anti-vascular endothelial growth factor therapy combined with cataract surgery in patients with diabetic ma…

2021

Objective: to compare outcomes of cataract surgery combined with either anti-Vascular Endothelial Growth Factor (anti-VEGF) therapy or dexamethasone implant (DEX) in patients with diabetic macular oedema (DMO). Methods: Pubmed and Embase databases were searched for studies reporting outcomes of diabetic cataract surgery combined with either anti-VEGF or DEX, with a follow-up ≥3 months. The primary outcome was the mean change in central macular thickness (CMT). Mean change in best corrected visual acuity (BCVA) was considered as a secondary outcome. The mean difference between baseline and post-treatment values (MD) with 95%-Confidence Interval (95%CI) was calculated and meta-analyses were p…

Vascular Endothelial Growth Factor Amedicine.medical_specialtygenetic structuresmedicine.medical_treatmentVisual AcuityEndothelial Growth FactorsMacular EdemaDexamethasoneCataractOphthalmologyDiabetes MellitusHumansMedicineIn patientDexamethasoneDiabetic Retinopathybusiness.industryDEXcataract surgeryCataract surgeryDiabetic cataractBevacizumabOphthalmologyAnti–vascular endothelial growth factor therapyDiabetic macular oedemaanti-VEGFdiabetic macular oedemaMeta-analysissense organsImplantbusinessmedicine.drugEye
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Classification of diabetes-related retinal diseases using a deep learning approach in optical coherence tomography

2019

Background and objectives: Spectral Domain Optical Coherence Tomography (SD-OCT) is a volumetric imaging technique that allows measuring patterns between layers such as small amounts of fluid. Since 2012, automatic medical image analysis performance has steadily increased through the use of deep learning models that automatically learn relevant features for specific tasks, instead of designing visual features manually. Nevertheless, providing insights and interpretation of the predictions made by the model is still a challenge. This paper describes a deep learning model able to detect medically interpretable information in relevant images from a volume to classify diabetes-related retinal d…

Volumetric imagingComputer scienceProfundo InterpretabilidadConvolutional neural network030218 nuclear medicine & medical imagingPattern Recognition Automatedchemistry.chemical_compoundMacular Degeneration[SPI]Engineering Sciences [physics]0302 clinical medicineDeep learning modelsInterpretabilityModelos de aprendizajeAged 80 and overArtificial neural networkmedicine.diagnostic_testMedical findings KeyWords Plus:MACULAR DEGENERATIONAngiographyMiddle AgedRetinal diseases3. Good healthComputer Science ApplicationsArea Under CurveTomographyMedical findingsAlgorithmsTomography Optical CoherenceAprendizaje - ModelosDiabetic macular edemaHealth InformaticsHallazgos médicosMacular Edema03 medical and health sciencesDeep LearningOptical coherence tomographymedicine[INFO.INFO-IM]Computer Science [cs]/Medical ImagingDeep InterpretabilityHumans[INFO]Computer Science [cs]Enfermedades de la retinaRetinopathyAgedDiabetic RetinopathyOptical coherence tomographybusiness.industryDeep learningReproducibility of ResultsRetinalPattern recognitionMacular degenerationmedicine.diseasechemistryArtificial intelligenceNeural Networks ComputerLa tomografía de coherencia ópticabusinessClassifier (UML)030217 neurology & neurosurgerySoftware
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Polyunsaturated fatty acids and plasmalogens in diabetics

2013

PurposePlasmalogens are phospholipids characterized by a vinyl ether bond and a preferential esterification of polyunsaturated fatty acids (PUFA). We have previously shown that the lack of plasmalogens leads to retinal hyper-capillarization. We hypothesize that plasmalogens are negative regulators of vascular development, and aimed to check their circulating levels in diabetic patients with a retinopathy. MethodsBlood samples were collected from 88 patients and 14 control subjects. Among diabetics we had 14 patients without diabetic retinopathy (DR), 12 with a mild non proliferative DR, 12 with a moderate non proliferative DR, 22 with a severe non proliferative DR and 24 with a proliferativ…

[SDV.MHEP] Life Sciences [q-bio]/Human health and pathology[ SDV.AEN ] Life Sciences [q-bio]/Food and Nutrition583 lipids[SDV.AEN] Life Sciences [q-bio]/Food and Nutrition499 diabetic retinopathy[SDV.MHEP.OS] Life Sciences [q-bio]/Human health and pathology/Sensory Organslipid[ SDV.MHEP ] Life Sciences [q-bio]/Human health and pathology[ SDV.MHEP.OS ] Life Sciences [q-bio]/Human health and pathology/Sensory Organslipids (amino acids peptides and proteins)[SDV.MHEP.OS]Life Sciences [q-bio]/Human health and pathology/Sensory Organs[SDV.AEN]Life Sciences [q-bio]/Food and Nutritionlipide[SDV.MHEP]Life Sciences [q-bio]/Human health and pathologydiabète
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The Role of Autophagy in Eye Diseases

2021

Autophagy is a catabolic process that ensures homeostasis in the cells of our organism. It plays a crucial role in protecting eye cells against oxidative damage and external stress factors. Ocular pathologies of high incidence, such as age-related macular degeneration, cataracts, glaucoma, and diabetic retinopathy are of multifactorial origin and are associated with genetic, environmental factors, age, and oxidative stress, among others; the latter factor is one of the most influential in ocular diseases, directly affecting the processes of autophagy activity. Alteration of the normal functioning of autophagy processes can interrupt organelle turnover, leading to the accumulation of cellula…

autophagygenetic structuresMedicinaOcular PathologyReviewAMDmedicine.disease_causeBioinformaticsGeneral Biochemistry Genetics and Molecular BiologyCataractsmedicineViability assaylcsh:ScienceEcology Evolution Behavior and Systematicsocular pathologyBiología celularbusiness.industryAutophagyPaleontologyDiabetic retinopathyMacular degenerationmedicine.diseaseeye diseasesdiabetic retinopathyglaucomaSpace and Planetary SciencecataractOftalmologíalcsh:Qsense organsbusinessOxidative stressHomeostasis
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Oxidative stress in diabetic retinopathy

2020

Diabetic retinopathy (DR) is the leading cause of acquired blindness in working adults worldwide. Biochemical changes in DR contribute to both the microscopic structural and functional changes in the retina. All these alterations result in retinal damage that can be assessed by funduscopy, optical coherence tomography (OCT), and angioOCT. Reactive oxygen species (ROS) overproduction in the mitochondria is considered a causal link between elevated glucose and biochemical abnormalities in the pathophysiology of DR. Moreover, oxidative-induced pathways also seem to provide positive feedback to ROS production, resulting in a vicious cycle. ROS can directly damage lipids, proteins, and DNA, lead…

chemistry.chemical_classificationReactive oxygen speciesProgrammed cell deathbusiness.industryDiabetesEnfermedad cardiovascularOxidative phosphorylationDiabetic retinopathyMitochondrionmedicine.disease_causemedicine.diseaseProinflammatory cytokinechemistryCegueraDiabetes mellitusImmunologymedicinebusinessOxidative stress
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Polyunsaturated fatty acids and Plasmalogens in diabetics

2012

Purpose Plasmalogens (PLS) are phospholipids characterized by a vinyl ether bond and a preferential esterification of polyunsaturated fatty acids (PUFA). We have previously shown that the lack of PLS leads to retinal hyper-capillarization. We hypothesize that PLS are negative regulators of vascular development, and aimed to check their circulating levels in diabetic patients. Methods Blood samples were collected from 88 patients and 14 control subjects. Among diabetics we had 14 patients without diabetic retinopathy (DR), 12 with a mild non proliferative DR, 12 with a moderate non proliferative DR, 22 with a severe non proliferative DR and 24 with a proliferative DR (PDR). Erythrocytes were…

chemistry.chemical_classificationmedicine.medical_specialtyChemistryRetinalGeneral MedicineDiabetic retinopathymedicine.diseasePathogenesisOphthalmologychemistry.chemical_compoundEndocrinologyBiochemistryDocosahexaenoic acidInternal medicineTriple quadrupole mass spectrometrymedicinelipids (amino acids peptides and proteins)Arachidonic acidGas chromatographyPolyunsaturated fatty acidActa Ophthalmologica
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Diabetic Retinopathy and Oxidative Stress

2014

Abstract Diabetic retinopathy (DR) is the leading cause of acquired blindness in working age adults worldwide. Biochemical changes in DR contribute to both the microscopic structural and functional changes in the retina. All these alterations result in macroscopic retinal damage that can be assessed by funduscopy. The overproduction of reactive oxygen species (ROS) in the mitochondria is considered a causal link between elevated glucose and biochemical abnormalities in the pathophysiology of DR. Moreover, oxidatively induced pathways also seem to provide positive feedback to ROS production, resulting in a vicious cycle. ROS can directly damage lipids, proteins and DNA, leading to cell death…

chemistry.chemical_classificationmedicine.medical_specialtyReactive oxygen speciesProgrammed cell deathDiabetic retinopathyMitochondrionBiologymedicine.diseasemedicine.disease_causeProinflammatory cytokineVascular endothelial growth factorchemistry.chemical_compoundEndocrinologychemistryInternal medicineDiabetes mellitusImmunologymedicineOxidative stress
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