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Application and progress of artificial intelligence technology in the segmentation of hyperreflective foci in OCT images for ophthalmic disease research
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作者 Jia-Ning Ying Hu Li +2 位作者 Yan-Yan Zhang Wen-Die Li Quan-Yong Yi 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2024年第6期1138-1143,共6页
With the advancement of retinal imaging,hyperreflective foci(HRF)on optical coherence tomography(OCT)images have gained significant attention as potential biological biomarkers for retinal neuroinflammation.However,th... With the advancement of retinal imaging,hyperreflective foci(HRF)on optical coherence tomography(OCT)images have gained significant attention as potential biological biomarkers for retinal neuroinflammation.However,these biomarkers,represented by HRF,present pose challenges in terms of localization,quantification,and require substantial time and resources.In recent years,the progress and utilization of artificial intelligence(AI)have provided powerful tools for the analysis of biological markers.AI technology enables use machine learning(ML),deep learning(DL)and other technologies to precise characterization of changes in biological biomarkers during disease progression and facilitates quantitative assessments.Based on ophthalmic images,AI has significant implications for early screening,diagnostic grading,treatment efficacy evaluation,treatment recommendations,and prognosis development in common ophthalmic diseases.Moreover,it will help reduce the reliance of the healthcare system on human labor,which has the potential to simplify and expedite clinical trials,enhance the reliability and professionalism of disease management,and improve the prediction of adverse events.This article offers a comprehensive review of the application of AI in combination with HRF on OCT images in ophthalmic diseases including age-related macular degeneration(AMD),diabetic macular edema(DME),retinal vein occlusion(RVO)and other retinal diseases and presents prospects for their utilization. 展开更多
关键词 artificial intelligence deep learning hyperreflective foci image analysis
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Evaluation of hyperreflective foci as a prognostic factor of visual outcome in retinal vein occlusion 被引量:18
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作者 Bin Mo Hai-Ying Zhou +1 位作者 Xuan Jiao Feng Zhang 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2017年第4期605-612,共8页
AIM:To evaluate the potential role of hyperreflective foci(HF) as a prognostic indicator of visual outcome in patients with macular edema(ME) due to retinal vein occlusion(RVO).METHODS:We retrospectively revie... AIM:To evaluate the potential role of hyperreflective foci(HF) as a prognostic indicator of visual outcome in patients with macular edema(ME) due to retinal vein occlusion(RVO).METHODS:We retrospectively reviewed 50 eyes of 50 patients with ME due to ischemic central retinal vein occlusion(CRVO),non-ischemic CRVO and branch retinal vein occlusion(BRVO) who were treated with anti-vascular endothelial growth factor(anti-VEGF) at Beijing Tongren Eye Center from January 2013 to July 2016.All patients underwent best-corrected visual acuity(BCVA),spectral domain optical coherence tomography(SD-OCT) at baseline and follow-up.Such factors were evaluated and compared among three groups as baseline and final BCVA,central retinal thickness(CRT),external limiting membrane(ELM) status and the numbers of HF in different position.Multiple linear regression analysis was employed to analyze the relationship between baseline HF and final BCVA.Changes of HF before and after treatment were evaluated too.RESULTS:Among three groups,HF could be located in each retinal layers,as well as in vitreous cavity.The mean HF in outer retinal layer(ORL) at baseline was 5.29±8.48 in ischemic CRVO with intact ELM,1.93±2.76 in non-ischemic CRVO,and 1.75±2.05 in BRVO.With disrupted ELM,the mean HF in ORL increased.There was statistically difference of HF in ORL between intact and disrupted ELM.The numbers of HF in ORL were associated with poor visual outcome among three groups.However,HF in inner retinal layer(IRL) and vitreous cavity were not associated with poor visual outcome.Meanwhile,the baseline HF in ORL and vitreous cavity reduced significantly in nonischemic CRVO and BRVO after anti-VEGF treatment.CONCLUSION:The numbers of HF in ORL are prognostic factors associated with the final BCVA in patients with ME due to RVO after anti-VEGF treatment. 展开更多
关键词 hyperreflective foci retinal vein occlusion TREATMENT optical coherence tomography
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Comment on “Evaluation of hyperreflective foci as a prognostic factor of visual outcome in retinal vein occlusion”
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作者 Alper Halil Bayat Akin Cakir +2 位作者 Burak Erden Selim Bolükbasi Seyma Gulcenur Sehirli 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2018年第5期898-898,共1页
Dear Editor,We’re interested in the article by Mo and colleagues about"Evaluation of hyperreflective foci as a prognostic factor of visual outcome in retinal vein occlusion".They performed a multiple linear regress... Dear Editor,We’re interested in the article by Mo and colleagues about"Evaluation of hyperreflective foci as a prognostic factor of visual outcome in retinal vein occlusion".They performed a multiple linear regression analysis with backward elimination to analyse the association of best corrected visual acuity(BCVA)with the numbers of hyperreflective foci(HF)in different layers. 展开更多
关键词 valuation of hyperreflective foci prognostic factor of visual
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Aflibercept combined with triamcinolone acetonide in the treatment of diabetic macular edema:optical coherence tomography and optical coherence tomography angiography
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作者 De-Shuang Li Hong-Xia Liao +4 位作者 Chuan-He Zhang Jian-Guo Huang Wei Chen Jing-Lin Zhang Bo Qin 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2024年第4期670-675,共6页
AIM:To analyze the relationship between optical coherence tomography(OCT)and OCT angiography(OCTA)imaging in patients with diabetic macular edema(DME)who are treated with a combination of aflibercept and triamcinolone... AIM:To analyze the relationship between optical coherence tomography(OCT)and OCT angiography(OCTA)imaging in patients with diabetic macular edema(DME)who are treated with a combination of aflibercept and triamcinolone acetonide(TA).METHODS:A total of 76 eyes newly diagnosed DME were included in this study.They were randomly assigned to receive either aflibercept or a combination of aflibercept and TA.Injections once a month for a total of three injections.Central macular thickness(CMT),number of hyperreflective foci(HRF),height of subretinal fluid(SRF),and area of foveal avascular zone(FAZ)were evaluated using OCT and OCTA at baseline and after each monthly treatment.RESULTS:Both groups showed improvement in best corrected visual acuity(BCVA)and reduction in macular edema after treatment,and the difference in BCVA between the two groups was statistically significant after each treatment(P<0.05).The difference in CMT between the two groups was statistically significant after the first two injections(P<0.01),but not after the third injection(P=0.875).The number of HRF(1mo:7.41±8.25 vs 10.86±7.22,P=0.027;2mo:5.33±6.13 vs 9.12±8.61,P=0.034;3mo:3.58±3.00 vs 6.37±5.97,P=0.007)and height of SRF(1mo:82.39±39.12 vs 105.77±42.26μm,P=0.011;2mo:36.84±10.02 vs 83.59±37.78μm,P<0.01;3mo:11.57±3.29 vs 45.43±12.60μm,P<0.01)in combined group were statistically significant less than aflibercept group after each injection,while the area of FAZ showed no significant change before and after treatment in both groups.CONCLUSION:The combination therapy of aflibercept and TA shows more significant effects on DME eyes with decreased HRF and SRF.However,both aflibercept and combination therapy show no significant change in the area of FAZ. 展开更多
关键词 diabetic macular edema optical coherence tomography optical coherence tomography angiography hyperreflective foci subretinal fluid foveal avascular zone AFLIBERCEPT
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Inflammation in diabetic retinopathy: possible roles in pathogenesis and potential implications for therapy 被引量:28
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作者 Lei Tang Guo-Tong Xu Jing-Fa Zhang 《Neural Regeneration Research》 SCIE CAS CSCD 2023年第5期976-982,共7页
Diabetic retinopathy, characterized as a microangiopathy and neurodegenerative disease, is the leading cause of visual impairment in diabetic patients. Many clinical features observed in diabetic retinopathy, such as ... Diabetic retinopathy, characterized as a microangiopathy and neurodegenerative disease, is the leading cause of visual impairment in diabetic patients. Many clinical features observed in diabetic retinopathy, such as capillary occlusion, acellular capillaries and retinal non-perfusion, aggregate retinal ischemia and represent relatively late events in diabetic retinopathy. In fact, retinal microvascular injury is an early event in diabetic retinopathy involving multiple biochemical alterations, and is manifested by changes to the retinal neurovascular unit and its cellular components. Currently, intravitreal anti-vascular endothelial growth factor therapy is the firstline treatment for diabetic macular edema, and benefits the patient by decreasing the edema and improving visual acuity. However, a significant proportion of patients respond poorly to anti-vascular endothelial growth factor treatments, indicating that factors other than vascular endothelial growth factor are involved in the pathogenesis of diabetic macular edema. Accumulating evidence confirms that low-grade inflammation plays a critical role in the pathogenesis and development of diabetic retinopathy as multiple inflammatory factors, such as interleukin-1β, monocyte chemotactic protein-1 and tumor necrosis factor-α, are increased in the vitreous and retina of diabetic retinopathy patients. These inflammatory factors, together with growth factors such as vascular endothelial growth factor, contribute to blood-retinal barrier breakdown, vascular damage and neuroinflammation, as well as pathological angiogenesis in diabetic retinopathy, complicated by diabetic macular edema and proliferative diabetic retinopathy. In addition, retinal cell types including microglia, Müller glia, astrocytes, retinal pigment epithelial cells, and others are activated, to secrete inflammatory mediators, aggravating cell apoptosis and subsequent vascular leakage. New therapies, targeting these inflammatory molecules or related signaling pathways, have the potential to inhibit retinal inflammation and prevent diabetic retinopathy progression. Here, we review the relevant literature to date, summarize the inflammatory mechanisms underlying the pathogenesis of diabetic retinopathy, and propose inflammation-based treatments for diabetic retinopathy and diabetic macular edema. 展开更多
关键词 anti-inflammation therapy anti-vascular endothelial growth factor diabetic retinopathy hyperreflectivity foci INFLAMMATION inflammatory cells inflammatory cytokines leukostasis MICROGLIA Müller cells
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Malfunction of outer retinal barrier and choroid in the occurrence and progression of diabetic macular edema 被引量:5
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作者 ŞtefanŢălu Simona Delia Nicoara 《World Journal of Diabetes》 SCIE CAS 2021年第4期437-452,共16页
Diabetic macular edema(DME) is the most common cause of vision loss in diabetic retinopathy,affecting 1 in 15 patients with diabetes mellitus(DM).The disruption of the inner blood-retina barrier(BRB) has been largely ... Diabetic macular edema(DME) is the most common cause of vision loss in diabetic retinopathy,affecting 1 in 15 patients with diabetes mellitus(DM).The disruption of the inner blood-retina barrier(BRB) has been largely investigated and attributed the primary role in the pathogenesis and progression in DME, but there is increasing evidence regarding the role of outer BRB, separating the RPE from the underlying choriocapillaris,in the occurrence and evolution of DME.The development of novel imaging technologies has led to major improvement in the field of in vivo structural analysis of the macula allowing us to delve deeper into the pathogenesis of DME and expanding our vision regarding this condition.In this review we gathered the results of studies that investigated specific outer BRB optical coherence tomography parameters in patients with DM with the aim to outline the current status of its role in the pathogenesis and progression of DME and identify new research pathways contributing to the advancement of knowledge in the understanding of this condition. 展开更多
关键词 Diabetic macular edema External limiting membrane hyperreflective foci Inner segment/outer segment line Optical coherence tomography Outer retinal barrier
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Anti-VEGF reduces inflammatory features in macular edema secondary to retinal vein occlusion 被引量:5
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作者 Hai-Feng Qin Fan-Jun Shi +10 位作者 Chao-Yang Zhang Da-Wei Luo Shi-Yue Qin Jing Wu Hai Xie Jing-Ting Zhang Qing-Hua Qiu Kun Liu Guo-Tong Xu Guo-Xu Xu Jing-Fa Zhang 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2022年第8期1296-1304,共9页
AIM: To investigate the anti-inflammatory effect of intravitreal injection of anti-vascular endothelial growth factor(anti-VEGF) in patients with macular edema secondary to retinal vein occlusion(RVO-ME).METHODS: Twen... AIM: To investigate the anti-inflammatory effect of intravitreal injection of anti-vascular endothelial growth factor(anti-VEGF) in patients with macular edema secondary to retinal vein occlusion(RVO-ME).METHODS: Twenty-eight eyes from twenty-eight treatment-na?ve patients(14 males and 14 females) with RVO-ME were included in this retrospective study.The retinal vein occlusion(RVO) was comprised of both central retinal vein occlusion(CRVO,n=14) and branch retinal vein occlusion(BRVO,n=14).Intravitreal injection of anti-VEGF reagents were administered monthly for three consecutive months,in which 18 patients were injected with ranibizumab and 10 patients were injected with conbercept.All eyes were imaged with optical coherence tomography angiography(OCTA) at baseline and 1wk after monthly intravitreal anti-VEGF injection.The visual acuity(VA),central macular thickness(CMT),the number of hyperreflective foci(HRF) recognized as an inflammatory sign in OCT images,and non-perfusion area(NPA),were compared before and after anti-VEGF treatments.RESULTS: The mean interval between baseline and follow-up was 29.4±0.79(range,27-48)d.Compared with the baseline,the VA improved(log MAR 1.5±0.1 vs 0.8±0.1,P<0.05) and CMT decreased(460±34.0 μm vs 268.8±12.0 μm,P<0.05),significantly,after antiVEGF treatment.The number of HRF was decreased significantly(76.5±4.8 vs 47.8±4.3,P<0.05) after antiVEGF treatment.CONCLUSION: Anti-VEGF therapy is effective in treating RVO-ME.The mechanisms for the decreased HRF and the reduction of NPA by anti-VEGF therapy merits further exploration. 展开更多
关键词 macular edema retinal vein occlusion ANTI-VEGF hyperreflective foci non-perfusion area
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