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1.
Sci Rep ; 14(1): 10801, 2024 05 11.
Article in English | MEDLINE | ID: mdl-38734727

ABSTRACT

The non-perfusion area (NPA) of the retina is an important indicator in the visual prognosis of patients with branch retinal vein occlusion (BRVO). However, the current evaluation method of NPA, fluorescein angiography (FA), is invasive and burdensome. In this study, we examined the use of deep learning models for detecting NPA in color fundus images, bypassing the need for FA, and we also investigated the utility of synthetic FA generated from color fundus images. The models were evaluated using the Dice score and Monte Carlo dropout uncertainty. We retrospectively collected 403 sets of color fundus and FA images from 319 BRVO patients. We trained three deep learning models on FA, color fundus images, and synthetic FA. As a result, though the FA model achieved the highest score, the other two models also performed comparably. We found no statistical significance in median Dice scores between the models. However, the color fundus model showed significantly higher uncertainty than the other models (p < 0.05). In conclusion, deep learning models can detect NPAs from color fundus images with reasonable accuracy, though with somewhat less prediction stability. Synthetic FA stabilizes the prediction and reduces misleading uncertainty estimates by enhancing image quality.


Subject(s)
Deep Learning , Fluorescein Angiography , Fundus Oculi , Retinal Vein Occlusion , Humans , Fluorescein Angiography/methods , Retrospective Studies , Retinal Vein Occlusion/diagnostic imaging , Male , Female , Aged , Middle Aged , Image Processing, Computer-Assisted/methods
2.
Sci Rep ; 13(1): 12903, 2023 08 09.
Article in English | MEDLINE | ID: mdl-37558714

ABSTRACT

Residents of Chikusei City, aged 40-74 years, underwent systemic and ophthalmological screening, and participants with diabetes were included in this analysis. Dietary intake was assessed using a food frequency questionnaire and calculated as a percentage of the total energy. The presence of diabetic retinopathy (DR) was defined as Early Treatment Diabetic Retinopathy Study levels ≥ 20 in either eye. The association between dietary fatty acid intake and DR has been examined in a cross-sectional study. Among the 647 diabetic participants, 100 had DR. The mean total fat and saturated fatty acid (SFA) intakes were 22.0% and 7.3% of the total energy intake, respectively. After adjusting for potential confounders, the highest quartiles of total fat and SFA intake were positively associated with the presence of DR compared with the lowest quartiles (odds ratios (95% confidence intervals), 2.61 (1.07-6.39), p for trend = 0.025, and 2.40 (1.12-5.17), p for trend = 0.013, respectively). No significant associations were found between DR prevalence and monounsaturated or unsaturated fatty acid intake. These results suggest that a high intake of fat and SFA may affect the development of DR, even in individuals whose total fat intake is generally much lower than that of Westerners.


Subject(s)
Diabetes Mellitus , Diabetic Retinopathy , Humans , Fatty Acids , Dietary Fats/adverse effects , Diabetic Retinopathy/epidemiology , Diabetic Retinopathy/etiology , Cross-Sectional Studies , East Asian People , Risk Factors
3.
Transl Vis Sci Technol ; 12(1): 3, 2023 01 03.
Article in English | MEDLINE | ID: mdl-36595278

ABSTRACT

Purpose: To determine the associations between fatty acid intakes and the prevalence of age-related macular degeneration (AMD) under a population-based cross-sectional study. Methods: Residents of Chikusei City aged ≥40 years underwent systemic and eye screening. AMD was graded according to a modified version of the Age-Related Eye Disease Study classification. Dietary intake was assessed using a food frequency questionnaire and was adjusted for total energy intake. Results: Altogether, 10,788 eyes of 5394 participants, 2116 men (mean [standard deviation (SD)] age, 62.4 [9.4] years) and 3278 women (60.6 [9.5] years), were included. The mean daily total fat intakes were 52.8 g and 59.0 g in men and women, respectively. After adjustments for potential confounders, saturated fatty acid (SFA) intake was inversely associated with the prevalence of any AMD in men (for each energy-adjusted 1-SD increase: odds ratio [OR], 0.86; 95% confidence interval [CI], 0.74-1.00). Significant trends were found for decreasing odds ratios of AMD with increasing SFA, monounsaturated fatty acid (MUFA), and polyunsaturated fatty acid (PUFA) intake (P for trend = 0.02, 0.04, and 0.04, respectively). In women, only a significant association was observed between the second quartile of linolenic acid intake and the prevalence of any AMD (OR, 0.78; 95% CI, 0.62-0.99). Conclusions: We found an inverse association of SFA intake and a weak inverse association of MUFA and PUFA intakes with the prevalence of any AMD in a Japanese population. Translational Relevance: Adequate fatty acid intake may be necessary to prevent or decelerate AMD.


Subject(s)
Fatty Acids , Macular Degeneration , Male , Humans , Female , Middle Aged , Dietary Fats , Cross-Sectional Studies , East Asian People , Macular Degeneration/diagnosis , Macular Degeneration/epidemiology
4.
Nat Commun ; 13(1): 5859, 2022 10 10.
Article in English | MEDLINE | ID: mdl-36216837

ABSTRACT

Axial length is the primary determinant of eye size, and it is elongated in myopia. However, the underlying mechanism of the onset and progression of axial elongation remain unclear. Here, we show that endoplasmic reticulum (ER) stress in sclera is an essential regulator of axial elongation in myopia development through activation of both PERK and ATF6 axis followed by scleral collagen remodeling. Mice with lens-induced myopia (LIM) showed ER stress in sclera. Pharmacological interventions for ER stress could induce or inhibit myopia progression. LIM activated all IRE1, PERK and ATF6 axis, and pharmacological inhibition of both PERK and ATF6 suppressed myopia progression, which was confirmed by knocking down above two genes via CRISPR/Cas9 system. LIM dramatically changed the expression of scleral collagen genes responsible for ER stress. Furthermore, collagen fiber thinning and expression of dysregulated collagens in LIM were ameliorated by 4-PBA administration. We demonstrate that scleral ER stress and PERK/ATF6 pathway controls axial elongation during the myopia development in vivo model and 4-PBA eye drop is promising drug for myopia suppression/treatment.


Subject(s)
Activating Transcription Factor 6 , Myopia , Sclera , eIF-2 Kinase , Activating Transcription Factor 6/genetics , Activating Transcription Factor 6/metabolism , Animals , Butylamines , Disease Models, Animal , Endoplasmic Reticulum Stress , Mice , Myopia/genetics , Myopia/metabolism , Ophthalmic Solutions/metabolism , Ophthalmic Solutions/therapeutic use , Protein Serine-Threonine Kinases , Sclera/metabolism , eIF-2 Kinase/genetics , eIF-2 Kinase/metabolism
5.
Life (Basel) ; 10(12)2020 Dec 02.
Article in English | MEDLINE | ID: mdl-33276609

ABSTRACT

BACKGROUND: Ultra-widefield fundus imaging is widely used for obtaining wide angle images of the retina in one single image. Although it has a potential to obtain a wide area of retinal photographs, images are often obstructed by eyelashes or eye lids. In this study, we used a newly invented eyelid clamper, which can keep an eye open without touching conjunctiva or lid margin, to assess the efficacy in clinical use by comparing with conventional tape fixation. METHODS: Ultra-widefield fundus images were captured with an ultra-widefield imaging system in 19 patients who visited to the outpatient clinic of Department of Ophthalmology, Keio University Hospital with the eyelid clamper or a conventional tape fixation. The area of imaged retinas was outlined and quantified with pixels. After obtaining images, patients answered a questionnaire. RESULTS: The average number of pixels in total areas with the eyelid clamper or with tape fixation were 4.31 ± 0.35 and 4.32 ± 0.34 mega pixels, respectively, showing no significant difference between the groups (p = 0.889). The average face pain scale of the eyelid clamper was 1.13 on a scale of 0 to 5. The number of patients who did not feel any pain was nine (47.4%). CONCLUSIONS: The eyelid clamper can be applied in clinical setting and can better support obtaining sufficiently wide fundus images compared to a conventional tape fixation.

6.
Int J Mol Sci ; 20(23)2019 Nov 23.
Article in English | MEDLINE | ID: mdl-31771164

ABSTRACT

Large-scale clinical trials, such as the Fenofibrate Intervention and Event Lowering in Diabetes (FIELD) and the Action to Control Cardiovascular Risk in Diabetes (ACCORD) studies, have shown that the administration of fenofibrate, a peroxisome proliferator-activated receptor alpha (PPARα) agonist, suppresses the progression of diabetic retinopathy. In this paper, we reveal a therapeutic effect of a selective PPARα modulator (SPPARMα), pemafibrate, against pathological angiogenesis in murine models of retinopathy. Oxygen-induced retinopathy (OIR) was induced in C57BL/6J mice by exposure to 85% oxygen from postnatal day eight (P8) for 72 h. Vehicle, pemafibrate or fenofibrate was administrated by oral gavage from P12 to P16 daily. Administration of pemafibrate, but not fenofibrate, significantly reduced pathological angiogenesis in OIR. After oral pemafibrate administration, expression levels of downstream PPARα targets such as acyl-CoA oxidase 1 (Acox1), fatty acid binding protein 4 (Fabp4), and fibroblast growth factor 21 (Fgf21) were significantly increased in the liver but not in the retina. A significant increase in plasma FGF21 and reduced retinal hypoxia-inducible factor-1α (HIF-1α) and vascular endothelial growth factor A (Vegfa) were also observed after this treatment. In an in vitro HIF-luciferase assay, a long-acting FGF21 analogue, but not pemafibrate, suppressed HIF activity. These data indicate that SPPARMα pemafibrate administration may prevent retinal pathological neovascularization by upregulating FGF21 in the liver.


Subject(s)
Fibroblast Growth Factors/metabolism , Retinal Neovascularization/metabolism , Animals , Disease Models, Animal , Fatty Acid-Binding Proteins/metabolism , Immunohistochemistry , Mice , Mice, Inbred C57BL , Oxygen/metabolism , Real-Time Polymerase Chain Reaction , Vascular Endothelial Growth Factor A/metabolism
7.
Sci Rep ; 7(1): 10720, 2017 09 06.
Article in English | MEDLINE | ID: mdl-28878217

ABSTRACT

Dry eye disease (DED) is often elicited by graft-versus-host disease (GVHD), an extensive complication of hematopoietic stem cell transplantation (HSCT). To unravel the mechanism of this type of DED, in vivo confocal microscopy (IVCM) was used to investigate alterations in the state of the sub-basal nerves, dendritic cells (DCs) and globular immune cells (GICs) in the central cornea and limbal epithelia. In this study, we examined 12 HSCT recipients with GVHD-caused DED and 10 HSCT recipients without GVHD-associated DED and evaluated the clinical parameters in the 2 groups. Analysis of the central cornea and limbal epithelia using IVCM was conducted to investigate the density of the corneal sub-basal nerves, DCs and GICs as well as the tortuosity and branching of the sub-basal nerves. As suggested by our data, the clinical variables in the GVHD group were significantly different from those in the non-GVHD group. Additionally, GVHD-triggered DED conceivably increased the density of DCs and GICs in the central cornea and the density of DCs in limbal epithelia and altered the morphology of the sub-basal nerves. These phenomena are presumably correlated with the degree of inflammation. Thus, our findings may be translated into non-invasive diagnostic methods that indicate the severity of inflammation on the ocular surface in HSCT recipients.


Subject(s)
Cornea/pathology , Dry Eye Syndromes/diagnosis , Dry Eye Syndromes/etiology , Graft vs Host Disease/complications , Microscopy, Confocal , Biomarkers , Dendritic Cells/immunology , Dendritic Cells/metabolism , Dry Eye Syndromes/drug therapy , Female , Graft vs Host Disease/etiology , Hematopoietic Stem Cell Transplantation/adverse effects , Humans , Image Processing, Computer-Assisted , Male
8.
J Bone Miner Metab ; 25(5): 302-9, 2007.
Article in English | MEDLINE | ID: mdl-17704995

ABSTRACT

The aim of our study was to examine compliance with a daily dose of 5 mg alendronate (ALN) and 2.5 mg risedronate (RDN) in actual practice, and to determine the causes of noncompliance through a questionnaire. In addition, we studied the quality of life (QOL) of patients through another disease-related questionnaire. The overall compliance rate remained at approximately 40% one year after the initial dose. The rates did not differ significantly between the ALN group (783 patients) and the RDN group (491 patients). The compliances in the female group and the rheumatism group were better than in the male group and the nonrheumatism group. From the questionnaire, 36% of noncompliant patients showed adverse effects (AEs), and the other noncompliant patients stopped the medication in spite of having no AEs. A logistic regression analysis of factors that might have affected long-term compliance included AEs, an understanding of the disease, the method of ingestion, visiting medical facilities, the shape of the tablet, the cost of the drug, and the explanation of the doctor or pharmacist. This analysis showed that noncompliance occurred mainly due to AEs, the inconvenience of visiting a medical facility, unusual methods of ingestion, and a poor understanding of the disease. According to the results of the questionnaire for QOL assessment, the patients who continued the medication for more than 1 year had improved scores for pain in both the ALN and RDN groups. Osteoporotic treatment needs long-term patient compliance. To improve compliance, it is very important that doctors and pharmacists ensure that patients understand the purpose of this therapy.


Subject(s)
Diphosphonates/therapeutic use , Osteoporosis/drug therapy , Patient Compliance/statistics & numerical data , Surveys and Questionnaires , Aged , Aged, 80 and over , Alendronate/administration & dosage , Alendronate/therapeutic use , Diphosphonates/administration & dosage , Etidronic Acid/administration & dosage , Etidronic Acid/analogs & derivatives , Etidronic Acid/therapeutic use , Female , Humans , Logistic Models , Male , Osteoporosis/pathology , Quality of Life , Risedronic Acid , Time Factors , Treatment Outcome
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