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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.
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
3.
Keio J Med ; 71(1): 1-12, 2022 Mar 25.
Article in English | MEDLINE | ID: mdl-33840673

ABSTRACT

The uncontrolled growth of blood vessels is a major pathological factor in human eye diseases that can result in blindness. This effect is termed ocular neovascularization and is seen in diabetic retinopathy, age-related macular degeneration, glaucoma and retinopathy of prematurity. Current treatments for these diseases include laser photocoagulation, topical injection of corticosteroids, intravitreal injection of anti-vascular endothelial growth factor (anti-VEGF) agents and vitreoretinal surgery. Although strategies to inhibit VEGF have proved to be dramatically successful in some clinical studies, there remains the possibility of significant adverse effects regarding the blockade of crucial physiological roles of VEGF and the invasive nature of the treatments. Moreover, it is evident that other pro-angiogenic factors also play important roles in the development of these diseases, as seen in cases in which anti-VEGF therapies have failed. Therefore, new types of effective treatments are required. In this review, we discuss a promising strategy for the treatment of ocular neovascular diseases, i.e., the inhibition of hypoxia-inducible factor (HIF), a master regulator of angiogenesis. We also summarize promising recently investigated HIF inhibitors as treatments for ocular diseases. This review will facilitate more comprehensive approaches to understanding the protective aspects of HIF inhibition in the prevention of ocular diseases.


Subject(s)
Macular Degeneration , Vascular Endothelial Growth Factor A , Eye/metabolism , Humans , Infant, Newborn , Macular Degeneration/drug therapy , Neovascularization, Pathologic/drug therapy , Neovascularization, Pathologic/metabolism , Vascular Endothelial Growth Factors/therapeutic use
4.
FASEB J ; 35(8): e21829, 2021 08.
Article in English | MEDLINE | ID: mdl-34314069

ABSTRACT

Retinal ischemia is a leading cause of irreversible blindness worldwide. Inner retinal dysfunction including loss of retinal ganglion cells is encountered in a number of retinal ischemic disorders. We previously reported administration of two different hypoxia-inducible factor (HIF) inhibitors exerted neuroprotective effects in a murine model of retinal ischemia/reperfusion (I/R) which mimics these disorders, as inner retinal degeneration could be involved in pathological HIF induction. However, this notion needs further investigation. Therefore, in this study, we attempted to use retina-specific Hif-1α conditional knockout (cKO) mice to uncover this notion more clearly under the same condition. Hif-1α cKO mice showed inner retinal neurodegeneration to a lesser extent than control mice. Hif-1α depletion in a murine 661W retinal cell line reduced cell death under pseudohypoxic and hypoxic conditions. Among hypoxia-related genes, the expression of BCL2 19 kDa protein-interacting protein 3 (Bnip3) was substantially upregulated in the inner retinal layer after retinal I/R. In this regard, we further examined Bnip3 depletion in retinal neurons in vitro and in vivo and found the similar neuroprotective effects. Our results support the notion that the HIF-1α/BNIP3 pathway may have a critical role in inner retinal neurodegeneration, which can be linked with the development of new promising therapeutics for inner retinal ischemic disorders.


Subject(s)
Cell Hypoxia , Hypoxia-Inducible Factor 1, alpha Subunit/physiology , Membrane Proteins/physiology , Mitochondrial Proteins/physiology , Neuroprotection , Retina , Retinal Degeneration/metabolism , Animals , Cell Line , Mice , Mice, Inbred C57BL , Mice, Knockout , Retina/metabolism , Retina/pathology
5.
Int J Mol Sci ; 21(23)2020 Nov 25.
Article in English | MEDLINE | ID: mdl-33255657

ABSTRACT

Pathological neovascularization in the eye is a leading cause of blindness in all age groups from retinopathy of prematurity (ROP) in children to age-related macular degeneration (AMD) in the elderly. Inhibiting neovascularization via antivascular endothelial growth factor (VEGF) drugs has been used for the effective treatment. However, anti-VEGF therapies may cause development of chorioretinal atrophy as they affect a physiological amount of VEGF essential for retinal homeostasis. Furthermore, anti-VEGF therapies are still ineffective in some cases, especially in patients with AMD. Hypoxia-inducible factor (HIF) is a strong regulator of VEGF induction under hypoxic and other stress conditions. Our previous reports have indicated that HIF is associated with pathological retinal neovascularization in murine models of ROP and AMD, and HIF inhibition suppresses neovascularization by reducing an abnormal increase in VEGF expression. Along with this, we attempted to find novel effective HIF inhibitors from natural foods of our daily lives. Food ingredients were screened for prospective HIF inhibitors in ocular cell lines of 661W and ARPE-19, and a murine AMD model was utilized for examining suppressive effects of the ingredients on retinal neovascularization. As a result, rice bran and its component, vitamin B6 showed inhibitory effects on HIF activation and suppressed VEGF mRNA induction under a CoCl2-induced pseudo-hypoxic condition. Dietary supplement of these significantly suppressed retinal neovascularization in the AMD model. These data suggest that rice bran could have promising therapeutic values in the management of pathological ocular neovascularization.


Subject(s)
Hypoxia-Inducible Factor 1, alpha Subunit/antagonists & inhibitors , Macular Degeneration/drug therapy , Neovascularization, Pathologic/drug therapy , Vascular Endothelial Growth Factor A/genetics , Vitamin B 6/pharmacology , Aged , Animals , Cobalt/toxicity , Disease Models, Animal , Humans , Hypoxia/chemically induced , Hypoxia/drug therapy , Hypoxia/pathology , Hypoxia-Inducible Factor 1, alpha Subunit/genetics , Infant, Newborn , Macular Degeneration/genetics , Macular Degeneration/pathology , Mice , Neovascularization, Pathologic/chemically induced , Neovascularization, Pathologic/genetics , Neovascularization, Pathologic/pathology , Oryza/chemistry , Retina/drug effects , Retina/pathology , Retinal Pigment Epithelium/drug effects , Retinal Pigment Epithelium/pathology , Rice Bran Oil/chemistry , Rice Bran Oil/pharmacology , Vascular Endothelial Growth Factor A/antagonists & inhibitors , Vitamin B 6/genetics
6.
Front Pharmacol ; 11: 174, 2020.
Article in English | MEDLINE | ID: mdl-32180725

ABSTRACT

BACKGROUND: Lactoferrin, a type of glycoprotein, is contained in exocrine fluids such as tears, breast milk, sweat, and saliva, and is known to have anti-microbial, antioxidant, and anti-cancer effects. In the ophthalmological field, topical administration of lactoferrin has been reported to have a therapeutic effect in a murine dry eye model. Hypoxia-inducible factor (HIF) regulates various gene expressions under hypoxia, including vascular endothelial growth factor (VEGF), and is considered as an alternative target for neovascular ocular diseases such as age-related macular degeneration (AMD). We previously screened natural products and identified lactoferrin as a novel HIF inhibitor. In this study, we confirmed that lactoferrin has an HIF inhibitory effect and a therapeutic effect in a murine model of neovascular AMD. METHODS: HIF inhibitory effects of lactoferrin were evaluated using a luciferase assay and western blotting in vitro. The quantified volume of choroidal neovascularization (CNV) induced by laser irradiation was compared with oral lactoferrin administration or conditional tissue specific Hif1a knockout mice. RESULTS: Lactoferrin administration showed a significant HIF inhibitory effect in the retinal neuronal cells. Oral administration of lactoferrin or conditional Hif1a gene deletion significantly reduced CNV volume compared to controls. CONCLUSIONS: Lactoferrin has a therapeutic effect in a laser CNV model by suppressing the retinal HIF activity.

7.
Int J Mol Sci ; 20(20)2019 Oct 11.
Article in English | MEDLINE | ID: mdl-31614647

ABSTRACT

BACKGROUND: Age-related macular degeneration (AMD) is the leading cause of blindness and can be classified into two types called atrophic AMD (dry AMD) and neovascular AMD (wet AMD). Dry AMD is characterized by cellular degeneration of the retinal pigment epithelium, choriocapillaris, and photoreceptors. Wet AMD is characterized by the invasion of abnormal vessels from the choroid. Although anti-vascular endothelial growth factor (VEGF) therapy has a potent therapeutic effect against the disease, there is a possibility of chorio-retinal atrophy and adverse systemic events due to long-term robust VEGF antagonism. We focused on hypoxia-inducible factor (HIF) regulation of VEGF transcription, and report the suppressive effects of HIF inhibition against ocular phenotypes in animal models. Many of the known HIF inhibitors are categorized as anti-cancer drugs, and their systemic side effects are cause for concern in clinical use. In this study, we explored food ingredients that have HIF inhibitory effects and verified their effects in an animal model of AMD. METHODS: Food ingredients were screened using a luciferase assay. C57BL6/J mice were administered the Garcinia cambogia extract (Garcinia extract) and hydroxycitric acid (HCA). Choroidal neovascularization (CNV) was induced by laser irradiation. RESULTS: Garcinia extract and HCA showed inhibitory effects on HIF in the luciferase assay. The laser CNV model mice showed significant reduction of CNV volume by administering Garcinia extract and HCA. Conclusions: Garcinia extract and HCA showed therapeutic effects in a murine AMD model.


Subject(s)
Citrates/administration & dosage , Garcinia cambogia/chemistry , Hypoxia-Inducible Factor 1, alpha Subunit/genetics , Macular Degeneration/drug therapy , Plant Extracts/administration & dosage , Animals , Citrates/chemistry , Citrates/pharmacology , Disease Models, Animal , Down-Regulation , Gene Expression Regulation/drug effects , Humans , Low-Level Light Therapy/adverse effects , Macular Degeneration/etiology , Macular Degeneration/genetics , Male , Mice , Plant Extracts/chemistry , Plant Extracts/pharmacology , Treatment Outcome
8.
Medicine (Baltimore) ; 96(21): e6965, 2017 May.
Article in English | MEDLINE | ID: mdl-28538392

ABSTRACT

RATIONALE: Aflibercept, an anti-vascular endothelial growth factor (VEGF) drug, is used for treatment of colon cancer as well as retinal diseases, including wet age-related macular degeneration (AMD). It is injected into the vitreous cavity of eyes for treatment of AMD. Although vascular suppression-including cardiovascular events-and local infection related to the injection procedure are well-known potential adverse events, pathological immune responses after intravitreal aflibercept (IVA) injection have not been described. PATIENT CONCERNS: A 60-year-old Japanese man diagnosed with polypoidal choroidal vasculopathy (PCV), a subtype of wet AMD, was treated by anti-VEGF injection. Ten hours after the last IVA injection, he presented with systemic erythema with itching. DIAGNOSES: On the basis of the palpable erythema and papules observed on the trunk and extremities, along with redness of the pharynx, the patient was diagnosed with maculopapular-type drug eruption. The findings of biopsy of erythematous skin on the back revealed lymphocyte infiltration and telangiectasia in the upper dermis, thus confirming the diagnosis. INTERVENTIONS: The patient was administered 30 mg prednisolone to resolve the immunoreaction. OUTCOMES: With this treatment, the eruption turned brown, and the pharyngeal lesion and itching were resolved, and the maculopapular rash after intravitreal IVA was resolved. LESSONS: This case illustrates the importance of medical staff being aware of aflibercept-a widely used anti-VEGF drug in various fields, including retinal diseases-as a potential cause of drug allergy.


Subject(s)
Drug Eruptions/etiology , Erythema/chemically induced , Exanthema/chemically induced , Neuroprotective Agents/adverse effects , Recombinant Fusion Proteins/adverse effects , Wet Macular Degeneration/drug therapy , Diagnosis, Differential , Drug Eruptions/diagnosis , Drug Eruptions/drug therapy , Drug Eruptions/pathology , Erythema/diagnosis , Erythema/drug therapy , Erythema/pathology , Exanthema/diagnosis , Exanthema/drug therapy , Exanthema/pathology , Humans , Intravitreal Injections/adverse effects , Male , Middle Aged , Neuroprotective Agents/therapeutic use , Pruritus/chemically induced , Pruritus/diagnosis , Pruritus/drug therapy , Pruritus/pathology , Receptors, Vascular Endothelial Growth Factor/therapeutic use , Recombinant Fusion Proteins/therapeutic use
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