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Automated Classification of Inherited Retinal Diseases in Optical Coherence Tomography Images Using Few-shot Learning
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作者 ZHAO Qi MAI Si Wei +7 位作者 LI Qian HUANG Guan Chong GAO Ming Chen YANG Wen Li WANG Ge MA Ya LI Lei PENG Xiao Yan 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2023年第5期431-440,共10页
Objective To develop a few-shot learning(FSL) approach for classifying optical coherence tomography(OCT) images in patients with inherited retinal disorders(IRDs).Methods In this study, an FSL model based on a student... Objective To develop a few-shot learning(FSL) approach for classifying optical coherence tomography(OCT) images in patients with inherited retinal disorders(IRDs).Methods In this study, an FSL model based on a student–teacher learning framework was designed to classify images. 2,317 images from 189 participants were included. Of these, 1,126 images revealed IRDs, 533 were normal samples, and 658 were control samples.Results The FSL model achieved a total accuracy of 0.974–0.983, total sensitivity of 0.934–0.957, total specificity of 0.984–0.990, and total F1 score of 0.935–0.957, which were superior to the total accuracy of the baseline model of 0.943–0.954, total sensitivity of 0.866–0.886, total specificity of 0.962–0.971,and total F1 score of 0.859–0.885. The performance of most subclassifications also exhibited advantages. Moreover, the FSL model had a higher area under curves(AUC) of the receiver operating characteristic(ROC) curves in most subclassifications.Conclusion This study demonstrates the effective use of the FSL model for the classification of OCT images from patients with IRDs, normal, and control participants with a smaller volume of data. The general principle and similar network architectures can also be applied to other retinal diseases with a low prevalence. 展开更多
关键词 Few-shot learning Student-teacher learning Knowledge distillation Transfer learning Optical coherence tomography retinal degeneration Inherited retinal diseases
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Convolutional Neural Network-Based Classificationof Multiple Retinal Diseases Using Fundus Images
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作者 Aqsa Aslam Saima Farhan +3 位作者 Momina Abdul Khaliq Fatima Anjum Ayesha Afzaal Faria Kanwal 《Intelligent Automation & Soft Computing》 SCIE 2023年第6期2607-2622,共16页
Use of deep learning algorithms for the investigation and analysis of medical images has emerged as a powerful technique.The increase in retinal dis-eases is alarming as it may lead to permanent blindness if left untr... Use of deep learning algorithms for the investigation and analysis of medical images has emerged as a powerful technique.The increase in retinal dis-eases is alarming as it may lead to permanent blindness if left untreated.Automa-tion of the diagnosis process of retinal diseases not only assists ophthalmologists in correct decision-making but saves time also.Several researchers have worked on automated retinal disease classification but restricted either to hand-crafted fea-ture selection or binary classification.This paper presents a deep learning-based approach for the automated classification of multiple retinal diseases using fundus images.For this research,the data has been collected and combined from three distinct sources.The images are preprocessed for enhancing the details.Six layers of the convolutional neural network(CNN)are used for the automated feature extraction and classification of 20 retinal diseases.It is observed that the results are reliant on the number of classes.For binary classification(healthy vs.unhealthy),up to 100%accuracy has been achieved.When 16 classes are used(treating stages of a disease as a single class),93.3%accuracy,92%sensitivity and 93%specificity have been obtained respectively.For 20 classes(treating stages of the disease as separate classes),the accuracy,sensitivity and specificity have dropped to 92.4%,92%and 92%respectively. 展开更多
关键词 CLASSIFICATION convolutional neural network fundus images medical image diagnosis retinal diseases
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Stem cell therapy in retinal diseases 被引量:1
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作者 Audrey Voisin Amaury Pénaguin +1 位作者 Afsaneh Gaillard Nicolas Leveziel 《Neural Regeneration Research》 SCIE CAS CSCD 2023年第7期1478-1485,共8页
Alteration of the outer retina leads to various diseases such as age-related macular degeneration or retinitis pigmentosa characterized by decreased visual acuity and ultimately blindness.Despite intensive research in... Alteration of the outer retina leads to various diseases such as age-related macular degeneration or retinitis pigmentosa characterized by decreased visual acuity and ultimately blindness.Despite intensive research in the field of retinal disorders,there is currently no curative treatment.Several therapeutic approaches such as cell-based replacement and gene therapies are currently in development.In the context of cell-based therapies,different cell sources such as embryonic stem cells,induced pluripotent stem cells,or multipotent stem cells can be used for transplantation.In the vast majority of human clinical trials,retinal pigment epithelial cells and photoreceptors are the cell types considered for replacement cell therapies.In this review,we summarize the progress made in stem cell therapies ranging from the pre-clinical studies to clinical trials for retinal disease. 展开更多
关键词 age-related macular degeneration cell transplantation clinical trial retinal disease retinal dystrophy stem cell
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Retinal imaging in inherited retinal diseases
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作者 Michalis Georgiou Kaoru Fujinami Michel Michaelides 《Annals of Eye Science》 2020年第3期30-49,共20页
Inherited retinal diseases(IRD)are a leading cause of blindness in the working age population.The advances in ocular genetics,retinal imaging and molecular biology,have conspired to create the ideal environment for es... Inherited retinal diseases(IRD)are a leading cause of blindness in the working age population.The advances in ocular genetics,retinal imaging and molecular biology,have conspired to create the ideal environment for establishing treatments for IRD,with the first approved gene therapy and the commencement of multiple therapy trials.The scope of this review is to familiarize clinicians and scientists with the current landscape of retinal imaging in IRD.Herein we present in a comprehensive and concise manner the imaging findings of:(I)macular dystrophies(MD)[Stargardt disease(ABCA4),X-linked retinoschisis(RS1),Best disease(BEST1),pattern dystrophy(PRPH2),Sorsby fundus dystrophy(TIMP3),and autosomal dominant drusen(EFEMP1)],(II)cone and cone-rod dystrophies(GUCA1A,PRPH2,ABCA4 and RPGR),(III)cone dysfunction syndromes[achromatopsia(CNGA3,CNGB3,PDE6C,PDE6H,GNAT2,ATF6],blue-cone monochromatism(OPN1LW/OPN1MW array),oligocone trichromacy,bradyopsia(RGS9/R9AP)and Bornholm eye disease(OPN1LW/OPN1MW),(IV)Leber congenital amaurosis(GUCY2D,CEP290,CRB1,RDH12,RPE65,TULP1,AIPL1 and NMNAT1),(V)rod-cone dystrophies[retinitis pigmentosa,enhanced S-Cone syndrome(NR2E3),Bietti crystalline corneoretinal dystrophy(CYP4V2)],(VI)rod dysfunction syndromes(congenital stationary night blindness,fundus albipunctatus(RDH5),Oguchi disease(SAG,GRK1),and(VII)chorioretinal dystrophies[choroideremia(CHM),gyrate atrophy(OAT)]. 展开更多
关键词 retinal imaging inherited retinal disease retinitis pigmentosa macular dystrophy leber congenital amaurosis
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Development of Photobiomodulation and its Application in Retinal Diseases
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作者 Yizhe Wu Pu Chen Jingan Tong 《Proceedings of Anticancer Research》 2021年第2期15-18,共4页
Photobiomodulation(PBM)is a therap-eutic approach that utilizes low-energy laser or light to regulate biological tissues.The mechanism is to promote cytochrome C oxidase(CCO)through low energy light,regulate the REDOX... Photobiomodulation(PBM)is a therap-eutic approach that utilizes low-energy laser or light to regulate biological tissues.The mechanism is to promote cytochrome C oxidase(CCO)through low energy light,regulate the REDOX of mitochondria,and then regulate the biological functions of tissues and cells.Compared with traditional laser,it has a higher safety.There are a large number of mitochondria in retinal tissue,and studies have shown that PBM has a good protective and regulatory effect on the mitochondrial functions of retina and optic nerve.Therefore,PBM is clinically applied to treat age-related macular degeneration,diabetic retinopathy and retinitis pigmentosa and other retinal diseases.In order to provide a new direction for the treatment of retinal diseases,this paper reviewed the main parameters,mechanisms and the research progress of PBM in the fundus indications. 展开更多
关键词 PHOTOBIOMODULATION MECHANISM Cytochrome C oxidase PARAMETERS retinal disease
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Pyrroloquinoline quinone:a potential neuroprotective compound for neurodegenerative diseases targeting metabolism
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作者 Alessio Canovai Pete A.Williams 《Neural Regeneration Research》 SCIE CAS 2025年第1期41-53,共13页
Pyrroloquinoline quinone is a quinone described as a cofactor for many bacterial dehydrogenases and is reported to exert an effect on metabolism in mammalian cells/tissues.Pyrroloquinoline quinone is present in the di... Pyrroloquinoline quinone is a quinone described as a cofactor for many bacterial dehydrogenases and is reported to exert an effect on metabolism in mammalian cells/tissues.Pyrroloquinoline quinone is present in the diet being available in foodstuffs,conferring the potential of this compound to be supplemented by dietary administration.Pyrroloquinoline quinone’s nutritional role in mammalian health is supported by the extensive deficits in reproduction,growth,and immunity resulting from the dietary absence of pyrroloquinoline quinone,and as such,pyrroloquinoline quinone has been considered as a“new vitamin.”Although the classification of pyrroloquinoline quinone as a vitamin needs to be properly established,the wide range of benefits for health provided has been reported in many studies.In this respect,pyrroloquinoline quinone seems to be particularly involved in regulating cell signaling pathways that promote metabolic and mitochondrial processes in many experimental contexts,thus dictating the rationale to consider pyrroloquinoline quinone as a vital compound for mammalian life.Through the regulation of different metabolic mechanisms,pyrroloquinoline quinone may improve clinical deficits where dysfunctional metabolism and mitochondrial activity contribute to induce cell damage and death.Pyrroloquinoline quinone has been demonstrated to have neuroprotective properties in different experimental models of neurodegeneration,although the link between pyrroloquinoline quinone-promoted metabolism and improved neuronal viability in some of such contexts is still to be fully elucidated.Here,we review the general properties of pyrroloquinoline quinone and its capacity to modulate metabolic and mitochondrial mechanisms in physiological contexts.In addition,we analyze the neuroprotective properties of pyrroloquinoline quinone in different neurodegenerative conditions and consider future perspectives for pyrroloquinoline quinone’s potential in health and disease. 展开更多
关键词 METABOLISM MITOCHONDRIA neurodegenerative disease NEUROPROTECTION pyrroloquinoline quinone retinal diseases
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N-acetylserotonin alleviates retinal ischemia-reperfusion injury via HMGB1/RAGE/NF-κB pathway in rats
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作者 Yu-Ze Zhao Xue-Ning Zhang +7 位作者 Yi Yin Pei-Lun Xiao Meng Gao Lu-Ming Zhang Shuan-Hu Zhou Shu-Na Yu Xiao-Li Wang Yan-Song Zhao 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2024年第2期228-238,共11页
AIM:To observe the effects of N-acetylserotonin(NAS)administration on retinal ischemia-reperfusion(RIR)injury in rats and explore the underlying mechanisms involving the high mobility group box 1(HMGB1)/receptor for a... AIM:To observe the effects of N-acetylserotonin(NAS)administration on retinal ischemia-reperfusion(RIR)injury in rats and explore the underlying mechanisms involving the high mobility group box 1(HMGB1)/receptor for advanced glycation end-products(RAGE)/nuclear factor-kappa B(NF-κB)signaling pathway.METHODS:A rat model of RIR was developed by increasing the pressure of the anterior chamber of the eye.Eighty male Sprague Dawley were randomly divided into five groups:sham group(n=8),RIR group(n=28),RIR+NAS group(n=28),RIR+FPS-ZM1 group(n=8)and RIR+NAS+FPS-ZM1 group(n=8).The therapeutic effects of NAS were examined by hematoxylin-eosin(H&E)staining,and retinal ganglion cells(RGCs)counting.The expression of interleukin 1 beta(IL-1β),HMGB1,RAGE,and nod-like receptor 3(NLRP3)proteins and the phosphorylation of nuclear factorkappa B(p-NF-κB)were analyzed by immunohistochemistry staining and Western blot analysis.The expression of HMGB1 protein was also detected by enzyme-linked immunosorbent assay(ELISA).RESULTS:H&E staining results showed that NAS significantly reduced retinal edema and increased the number of RGCs in RIR rats.With NAS therapy,the HMGB1 and RAGE expression decreased significantly,and the activation of the NF-κB/NLRP3 pathway was antagonized along with the inhibition of p-NF-κB and NLRP3 protein expression.Additionally,NAS exhibited an anti-inflammatory effect by reducing IL-1βexpression.The inhibitory of RAGE binding to HMGB1 by RAGE inhibitor FPS-ZM1 led to a significant decrease of p-NF-κB and NLRP3 expression,so as to the IL-1βexpression and retinal edema,accompanied by an increase of RGCs in RIR rats.CONCLUSION:NAS may exhibit a neuroprotective effect against RIR via the HMGB1/RAGE/NF-κB signaling pathway,which may be a useful therapeutic target for retinal disease. 展开更多
关键词 retinal diseases retinal ischemia—reperfusion injury N-ACETYLSEROTONIN high mobility group box 1 receptor for advanced glycation end-products nuclear factor-κB RATS
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Accuracy improvement for classifying retinal OCT images by diseases using deep learning-based selective denoising approach
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作者 Lantian Hu Ruixiang Guo +2 位作者 Sifan Li Jing Cao Qian Liu 《Journal of Innovative Optical Health Sciences》 SCIE EI CSCD 2023年第6期91-104,共14页
In ophthalmology,retinal optical coherence tomography(OCT)images with noticeable structural features help identify human eyes as healthy or diseased.The recently hot arti ficial intelligence(AI)realized this recogniti... In ophthalmology,retinal optical coherence tomography(OCT)images with noticeable structural features help identify human eyes as healthy or diseased.The recently hot arti ficial intelligence(AI)realized this recognition process automatically.However,speckle noise in the original retinal OCT image reduces the accuracy of disease classi fication.This study presents a timesaving approach based on deep learning to improve classi fication accuracy by removing the noise from the original dataset.Firstly,four pre-trained convolutional neural networks(CNNs)from the ImageNet Large Scale Visual Recognition Challenge(ILSVRC)were trained to classify the original images into two categories:The noise reduction required(NRR)and the noise-free(NF)images.Among the CNNs,VGG19 BN performed best with 98%accuracy and 99%recall.Then,we used the block-matching and 3D filtering(BM3D)algorithm to denoise the NRR images.Those noise-removed NRR and the NF images form the processed dataset.The quality of images in the dataset is prominently ameliorated after denoising,which is valid to improve the models'performance.The original and processed datasets were tested on the four pre-trained CNNs to evaluate the effectiveness of our proposed approach.We have compared the CNNs,and the results show the performance of the CNNs trained with the processed dataset is improved by an average of 2.04%,5.19%,and 5.10%under overall accuracy(OA),Macro F1-score,and Micro F1-score,respectively.Especially for DenseNet161,the OA is improved to 98.14%.Our proposed method demonstrates its effectiveness in improving classi fication accuracy and opens a new solution to reduce denoising time-consuming for large datasets. 展开更多
关键词 Optical coherence tomography deep learning retinal disease classification
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Complications of Ziv-Aflibercept in Choroidal and Retinal Vascular Diseases
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作者 Hussain Ahmad Khaqan Usman Imtiaz +5 位作者 Laraib Hassan Sabah Eric Hasnain Muhammad Bukhsh Hafiz Mubashir Farooqui Ahmad Fauzan Muhammad Usman Zia 《Open Journal of Ophthalmology》 2023年第2期199-207,共9页
Introduction: The modern ophthalmology trends are changing rapidly every day with the introduction of much newer studies and research. Numerous anti-vascular endothelial growth factors (VEGF) are utilized as the mains... Introduction: The modern ophthalmology trends are changing rapidly every day with the introduction of much newer studies and research. Numerous anti-vascular endothelial growth factors (VEGF) are utilized as the mainstay in the treatment of intraocular vascular pathologies. The rationale of this study is to add to the literature regarding the safety and efficacy profile of the ziv-aflibercept as there is insubstantial data in patients with intraocular vascular pathologies being treated with this injection with prime focus on the complications of the injection. Materials and Methods: A prospective observational study was conducted at Opthalmology Department, Lahore General Hospital, Lahore between 14 August 2018 and 23 December 2019. Patients with choroidal and retinal vascular diseases like diabetic macular edema (DME), age-related macular degeneration (AMD) and retinal vein occlusion (RVO) who had no active infection of eye and had no history of myocardial infarction or cerebrovascular accident were added in this study. Results: Best-corrected visual acuity was significantly improved at 4, 8, and 12 weeks as compared to the baseline (p Conclusion: The use of ziv-aflibercept injection via intravitreal route under aseptic conditions for choroidal and retinal vascular diseases is effective as well as safe with mild and treatable ocular side effects. 展开更多
关键词 Ziv-Aflibercept Anti VEGF Choroidal Vascular diseases retinal Vascular diseases
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Artificial intelligence in individualized retinal disease management
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作者 Zi-Ran Zhang Jia-Jun Li Ke-Ran Li 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2024年第8期1519-1530,共12页
Owing to the rapid development of modern computer technologies,artificial intelligence(AI)has emerged as an essential instrument for intelligent analysis across a range of fields.AI has been proven to be highly effect... Owing to the rapid development of modern computer technologies,artificial intelligence(AI)has emerged as an essential instrument for intelligent analysis across a range of fields.AI has been proven to be highly effective in ophthalmology,where it is frequently used for identifying,diagnosing,and typing retinal diseases.An increasing number of researchers have begun to comprehensively map patients’retinal diseases using AI,which has made individualized clinical prediction and treatment possible.These include prognostic improvement,risk prediction,progression assessment,and interventional therapies for retinal diseases.Researchers have used a range of input data methods to increase the accuracy and dependability of the results,including the use of tabular,textual,or image-based input data.They also combined the analyses of multiple types of input data.To give ophthalmologists access to precise,individualized,and high-quality treatment strategies that will further optimize treatment outcomes,this review summarizes the latest findings in AI research related to the prediction and guidance of clinical diagnosis and treatment of retinal diseases. 展开更多
关键词 artificial intelligence artificial intelligence in ophthalmology retinal disease
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Indirubin alleviates retinal neurodegeneration through the regulation of PI3K/AKT signaling
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作者 Huan Li Huiying Zhang +4 位作者 Lushu Chen Yaming Shen Yuan Cao Xiumiao Li Jin Yao 《Journal of Biomedical Research》 CAS CSCD 2024年第3期256-268,共13页
Retinal neurodegenerative disease is a leading cause of blindness among the elderly in developed countries,including glaucoma,diabetic retinopathy,traumatic optic neuropathy and optic neuritis,etc.The current clinical... Retinal neurodegenerative disease is a leading cause of blindness among the elderly in developed countries,including glaucoma,diabetic retinopathy,traumatic optic neuropathy and optic neuritis,etc.The current clinical treatment is not very effective.We investigated indirubin,one of the main bioactive components of the traditional Chinese medicine Danggui Longhui Pill,in the present study for its role in retinal neurodegeneration.Indirubin exhibited no detectable tissue toxicity in vivo or cytotoxicity in vitro.Moreover,indirubin improved visual function and ameliorated retinal neurodegeneration in mice after optic nerve crush injury in vivo.Furthermore,indirubin reduced the apoptosis of retinal ganglion cells induced by oxidative stress in vitro.In addition,indirubin significantly suppressed the increased production of intracellular reactive oxygen species and the decreased activity of superoxide dismutase induced by oxidative stress.Mechanically,indirubin played a neuroprotective role by regulating the PI3K/AKT/BAD/BCL-2 signaling.In conclusion,indirubin protected retinal ganglion cells from oxidative damage and alleviated retinal neurodegeneration induced by optic nerve crush injury.The present study provides a potential therapeutic medicine for retinal neurodegenerative diseases. 展开更多
关键词 retinal neurodegenerative disease oxidative stress PI3K/AKT retinal ganglion cell apoptosis
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Intravitreal stem cell paracrine properties as a potential neuroprotective therapy for retinal photoreceptor neurodegenerative diseases 被引量:3
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作者 Kevin Puertas-Neyra Ricardo Usategui-Martín +1 位作者 Rosa MCoco Ivan Fernandez-Bueno 《Neural Regeneration Research》 SCIE CAS CSCD 2020年第9期1631-1638,共8页
Retinal degenerations are the leading causes of irreversible visual loss worldwide. Many pathologies included under this umbrella involve progressive degeneration and ultimate loss of the photoreceptor cells, with age... Retinal degenerations are the leading causes of irreversible visual loss worldwide. Many pathologies included under this umbrella involve progressive degeneration and ultimate loss of the photoreceptor cells, with age-related macular degeneration and inherited and ischemic retinal diseases the most relevant. These diseases greatly impact patients' daily lives, with accompanying marked social and economic consequences. However, the currently available treatments only delay the onset or slow progression of visual impairment, and there are no cures for these photoreceptor diseases. Therefore, new therapeutic strategies are being investigated, such as gene therapy, optogenetics, cell replacement, or cell-based neuroprotection. Specifically, stem cells can secrete neurotrophic, immunomodulatory, and anti-angiogenic factors that potentially protect and preserve retinal cells from neurodegeneration. Further, neuroprotection can be used in different types of retinal degenerative diseases and at different disease stages, unlike other potential therapies. This review summarizes stem cell-based paracrine neuroprotective strategies for photoreceptor degeneration, which are under study in clinical trials, and the latest preclinical studies. Effective retinal neuroprotection could be the next frontier in photoreceptor diseases, and the development of novel neuroprotective strategies will address the unmet therapeutic needs. 展开更多
关键词 clinical trials growth factors intraocular injection intravitreal injection neuroprotection paracrine properties PHOTORECEPTORS preclinical models retinal diseases stem cells
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Long-term fundus fluorescence angiography and real-time diagnosis of retinal diseases in non-human primate-animal models
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作者 Miaomiao Tang Lu Zhang +6 位作者 Bin Song Xiaoyuan Ji Chenyu Wang Houyu Wang Hua Xu Yuanyuan Su Yao He 《Nano Research》 SCIE EI CSCD 2021年第11期3840-3847,共8页
Fluorescein angiography(FA)is a standard imaging modality for evaluating vascular abnormalities in retina-related diseases,which is recognized as the major cause of vision loss.Long-term and real-time fundus angiograp... Fluorescein angiography(FA)is a standard imaging modality for evaluating vascular abnormalities in retina-related diseases,which is recognized as the major cause of vision loss.Long-term and real-time fundus angiography is of great importance in preclinical research,nevertheless remaining big challenges up to present.In this study,we demonstrate that long-term fluorescence imaging of retinal vessels is enabled through a kind of fluorescent nanoagents,which is made of small-sized(hydrodynamic diameter:∼3 nm)silicon nanoparticles(SiNPs)featuring strong fluorescence,robust photostability,lengthened blood residency and negligible toxicity.In particular,the presented SiNPs-based nanoagents are capable of imaging retinal capillaries in∼10 min,which is around 10-fold longer than that(∼1 min)of fluorescein sodium(FS,known as the most widely used contrast agents for FA in clinic).Taking cynomolgus macaques as non-human primate-animal model,we further demonstrate the feasibility of real-time diagnosis of retinal diseases(e.g.,age-related macular degeneration(AMD))through dynamic monitoring of vascular dysfunction. 展开更多
关键词 fluorescent silicon nanoparticles LONG-TERM real-time BIOIMAGING retinal diseases
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Human retinal secretome:A cross-link between mesenchymal and retinal cells
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作者 Luigi Donato Concetta Scimone +5 位作者 Simona Alibrandi Sergio Zaccaria Scalinci Domenico Mordà Carmela Rinaldi Rosalia D'Angelo Antonina Sidoti 《World Journal of Stem Cells》 SCIE 2023年第7期665-686,共22页
In recent years,mesenchymal stem cells(MSC)have been considered the most effective source for regenerative medicine,especially due to released soluble paracrine bioactive components and extracellular vesicles.These fa... In recent years,mesenchymal stem cells(MSC)have been considered the most effective source for regenerative medicine,especially due to released soluble paracrine bioactive components and extracellular vesicles.These factors,collectively called the secretome,play crucial roles in immunomodulation and in improving survival and regeneration capabilities of injured tissue.Recently,there has been a growing interest in the secretome released by retinal cytotypes,especially retinal pigment epithelium and Müller glia cells.The latter trophic factors represent the key to preserving morphofunctional integrity of the retina,regulating biological pathways involved in survival,function and responding to injury.Furthermore,these factors can play a pivotal role in onset and progression of retinal diseases after damage of cell secretory function.In this review,we delineated the importance of cross-talk between MSCs and retinal cells,focusing on common/induced secreted factors,during experimental therapy for retinal diseases.The cross-link between the MSC and retinal cell secretomes suggests that the MSC secretome can modulate the retinal cell secretome and vice versa.For example,the MSC secretome can protect retinal cells from degeneration by reducing oxidative stress,autophagy and programmed cell death.Conversely,the retinal cell secretome can influence the MSC secretome by inducing changes in MSC gene expression and phenotype. 展开更多
关键词 SECRETOME Mesenchymal stem cells retinal cells Extracellular vesicles retinal diseases
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Blood-retinal barrier as a converging pivot in understanding the initiation and development of retinal diseases 被引量:5
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作者 Xue Yang Xiao-Wei Yu +1 位作者 Dan-Dan Zhang Zhi-Gang 《Chinese Medical Journal》 SCIE CAS CSCD 2020年第21期2586-2594,共9页
Clinical ophthalmologists consider each retinal disease as a completely unique entity.However,various retinal diseases,such as uveitis,age-related macular degeneration,diabetic retinopathy,and primary open-angle glauc... Clinical ophthalmologists consider each retinal disease as a completely unique entity.However,various retinal diseases,such as uveitis,age-related macular degeneration,diabetic retinopathy,and primary open-angle glaucoma,share a number of common pathogenetic pathways.Whether a retinal disease initiates from direct injury to the blood-retinal barrier(BRB)or a defect/injury to retinal neurons or glia that impairs the BRB secondarily,the BRB is a pivotal point in determining the prognosis as self-limiting and recovering,or developing and progressing to a clinical phenotype.The present review summarizes our current knowledge on the physiology and cellular and molecular pathology of the BRB,which underlies its pivotal role in the initiation and development of common retinal diseases. 展开更多
关键词 Blood-retinal barrier retinal inflammatory diseases Age-related macular degeneration Diabetic retinopathy Primary open-angle glaucoma NEUROINFLAMMATION
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The role of Toll-like receptors in retinal ischemic diseases 被引量:3
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作者 Wen-Qin Xu Yu-Sheng Wang 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2016年第9期1343-1351,共9页
Toll-like receptors(TLRs) are commonly referred to a series of evolutionary conserved receptors which recognize and respond to various microbes and endogenous ligands.Growing evidence has demonstrated that the expre... Toll-like receptors(TLRs) are commonly referred to a series of evolutionary conserved receptors which recognize and respond to various microbes and endogenous ligands.Growing evidence has demonstrated that the expression of TLRs in the retina is regulated during retinal ischemic diseases,including ischemia-reperfusion injury,glaucoma,diabetic retinopathy(DR) and retinopathy of prematurity(ROP).TLRs can be expressed in multiple cells in the retina,such as glial cells,retinal pigment epithelium(RPE),as well as photoreceptor cells and endothelium cells.Activation of TLRs in retina could initiate a complex signal transduction cascade,induce the production of inflammatory cytokines and regulate the level of costimulatory molecules,which play prominent roles in the pathogenesis of retinal ischemic diseases.In this review,we summarized current studies about the relationship between TLRs and ischemic retinopathy.A greater understanding of the effect of TLRs on ischemic injuries may contribute to the development of specific TLR targeted therapeutic strategies in these conditions. 展开更多
关键词 Toll-like receptors RETINOPATHY retinal ischemic diseases retinal regeneration
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Game Theory-Based Dynamic Weighted Ensemble for Retinal Disease Classification
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作者 Kanupriya Mittal V.Mary Anita Rajam 《Intelligent Automation & Soft Computing》 SCIE 2023年第2期1907-1921,共15页
An automated retinal disease detection system has long been in exis-tence and it provides a safe,no-contact and cost-effective solution for detecting this disease.This paper presents a game theory-based dynamic weight... An automated retinal disease detection system has long been in exis-tence and it provides a safe,no-contact and cost-effective solution for detecting this disease.This paper presents a game theory-based dynamic weighted ensem-ble of a feature extraction-based machine learning model and a deep transfer learning model for automatic retinal disease detection.The feature extraction-based machine learning model uses Gaussian kernel-based fuzzy rough sets for reduction of features,and XGBoost classifier for the classification.The transfer learning model uses VGG16 or ResNet50 or Inception-ResNet-v2.A novel ensemble classifier based on the game theory approach is proposed for the fusion of the outputs of the transfer learning model and the XGBoost classifier model.The ensemble approach significantly improves the accuracy of retinal disease pre-diction and results in an excellent performance when compared to the individual deep learning and feature-based models. 展开更多
关键词 Game theory weighted ensemble fuzzy rough sets retinal disease
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Lycium barbarum glycopeptide(wolfberry extract)slows N-methyl-N-nitrosourea-induced degradation of photoreceptors
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作者 Qihang Kong Xiu Han +8 位作者 Haiyang Cheng Jiayu Liu Huijun Zhang Tangrong Dong Jiansu Chen Kwok-Fai So Xuesong Mi Ying Xu Shibo Tang 《Neural Regeneration Research》 SCIE CAS CSCD 2024年第10期2290-2298,共9页
Photoreceptor cell degeneration leads to blindness, for which there is currently no effective treatment. Our previous studies have shown that Lycium barbarum(L. barbarum) polysaccharide(LBP) protects degenerated photo... Photoreceptor cell degeneration leads to blindness, for which there is currently no effective treatment. Our previous studies have shown that Lycium barbarum(L. barbarum) polysaccharide(LBP) protects degenerated photoreceptors in rd1, a transgenic mouse model of retinitis pigmentosa. L. barbarum glycopeptide(Lb GP) is an immunoreactive glycoprotein extracted from LBP. In this study, we investigated the potential protective effect of Lb GP on a chemically induced photoreceptor-degenerative mouse model. Wild-type mice received the following: oral administration of Lb GP as a protective pre-treatment on days 1–7;intraperitoneal administration of 40 mg/kg N-methylN-nitrosourea to induce photoreceptor injury on day 7;and continuation of orally administered Lb GP on days 8–14. Treatment with Lb GP increased photoreceptor survival and improved the structure of photoreceptors, retinal photoresponse, and visual behaviors of mice with photoreceptor degeneration. Lb GP was also found to partially inhibit the activation of microglia in N-methyl-N-nitrosourea-injured retinas and significantly decreased the expression of two pro-inflammatory cytokines. In conclusion, Lb GP effectively slowed the rate of photoreceptor degeneration in N-methyl-N-nitrosourea-injured mice, possibly through an anti-inflammatory mechanism, and has potential as a candidate drug for the clinical treatment of photoreceptor degeneration. 展开更多
关键词 anti-inflammation inherited retinal diseases Lycium barbarum glycopeptide N-METHYL-N-NITROSOUREA OPSIN photoreceptor reactive gliosis retinal degeneration retinitis pigmentosa RHODOPSIN
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Association between central serous chorioretinopathy and Helicobacter pylori infection: a systematic review and Meta-analysis
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作者 Da-Wen Wu Fei-Peng Jiang +1 位作者 Ge Ge Mei-Xia Zhang 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2024年第6期1120-1127,共8页
AIM:To investigate the association between central serous chorioretinopathy(CSC)and Helicobacter pylori(Hp)by summarizing all available evidence.METHODS:The Scopus,Embase,EBSCO,PubMed,Web of Science,and Cochrane Libra... AIM:To investigate the association between central serous chorioretinopathy(CSC)and Helicobacter pylori(Hp)by summarizing all available evidence.METHODS:The Scopus,Embase,EBSCO,PubMed,Web of Science,and Cochrane Library databases for all relevant studies published from inception to October 2022 were searched,and manually searched for relevant reference lists as a supplement.Studies investigating the association between CSC and Hp infection were included.Finally,8 case-control studies were included in the Meta-analysis after study selection.RESULTS:The results showed no significant correlation between Hp infection and CSC[odds ratio(OR)1.89,95%confidential interval(CI)0.58–6.15,I2=96%,P=0.29].After subgroup analysis based on the degree of development of the study(developing/developed countries),it was found that the results of the two subgroups were the same as the whole,and no significant difference between the two subgroups existed.Meta-regression showed that the effect of sample size on heterogeneity among studies was more prominent(P<0.01,adjusted R^(2)=89.72%),which can explain 89.72%of the sources of heterogeneity.CONCLUSION:This Meta-analysis reveals no significant correlation between Hp infection and CSC,which still warrants further well-designed extensive sample studies to reach a more reliable conclusion and promote a better understanding of the treatment of CSC. 展开更多
关键词 central serous chorioretinopathy Helicobacter pylori infection retinal diseases META-ANALYSIS
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Caspase-3 mRNA expression in rats with apoptosis of retinal photoreceptor cells 被引量:1
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作者 Jinmao Chen Jinnan Yang +3 位作者 Shaochun Lin Yue Zhang Meixia An Shixing Hu 《Neural Regeneration Research》 SCIE CAS CSCD 2007年第5期267-270,共4页
BACKGROUND: Apoptosis of retinal photoreceptor cells is a commonly pathological characteristic of various eye diseases, while caspase-3 is an important regulating gene and plays a key role in apoptosis. OBJECTIVE: T... BACKGROUND: Apoptosis of retinal photoreceptor cells is a commonly pathological characteristic of various eye diseases, while caspase-3 is an important regulating gene and plays a key role in apoptosis. OBJECTIVE: To measure the expression of caspase-3 mRNA in rats with apoptosis of retinal photoreceptor cells by using real-time fluorescent quantitative polymerase chain reaction and compare with those of the normal rats. DESIGN: Randomized controlled animal study. SETTING: Zhongshan Ophthalmological Center of Sun Yat-sen University. MATERIALS: A total of 36 female SD rats of 50 days old and clean grade and weighing (150±10) g were provided by Experimental Animal Center of Northern Area of Sun Yat-sen University. All rats were randomly divided into normal control group (n =6) and N-methyl-N-nitrosourea (MNU) group (n =30), and they were observed at 12 hours, 1, 2, 3 and 5 days after model establishment, with 6 rats at each time point. METHODS: The experiment was carried out at Zhongshan Ophthalmological Center, Key Laboratory of Ophthalmology by State Ministry of Education from March to December 2004. Rats in the normal control group were intraperitoneally injected with saline and rats in the MNU group were intraperitoneally injected with 40 mg/kg MNU. And then, retinal photoreceptor injured models were established. At 12 hours, 1, 2, 3 and 5 days after model establishment, the rats were sacrificed for enucleating right eyeballs, isolating retina immediately and extracting total RNA. The expression of caspase-3 mRNA in retina was measured with real-time fluorescent quantitative polymerase chain reaction. MAIN OUTCOME MEASURES: Expression of caspase-3 mRNA in retina of rats in the two groups. RESULTS: A total of 36 SD rats were involved in the final analysis. The expressions of caspase-3 mRNA in the rat retina of both groups at the five time points (12 hours, 1, 2, 3 and 5 days) after model establishment were 1.52×105, 18.35×105, 25.14×105, 29.25×105, 13.72×105 and 12.24×105, respectively. The expression of caspase-3 mRNA in the MNU group increased after 12 hours of intraperitoneal injection, and rose to the top on the 2nd day, which was 19 times as many as that of the normal control group. Then, it decreased gradually and was still 8 times as many as that of the normal control group on the 5th day. CONCLUSION: The expression of caspase-3 mRNA is related to apoptosis of retinal photoreceptor cells, while caspase-3 plays an important role in occurrence and development of apoptosis of retinal photoreceptor cells. 展开更多
关键词 retinal diseases FLUOROIMMUNOASSAY polymerase chain reaction APOPTOSIS
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