Applications of deep learning for detecting ophthalmic diseases with ultrawide-field fundus

AIM:To summarize the application of deep learning in detecting ophthalmic disease with ultrawide-field fundus images and analyze the advantages,limitations,and possible solutions common to all tasks.METHODS:We searched three academic databases,including PubMed,Web of Science,and Ovid,with the date of August 2022.We matched and screened according to the target keywords and publication year and retrieved a total of 4358 research papers according to the keywords,of which 23 studies were retrieved on applying deep learning in diagnosing ophthalmic disease with ultrawide-field images.RESULTS:Deep learning in ultrawide-field images can detect various ophthalmic diseases and achieve great performance,including diabetic retinopathy,glaucoma,age-related macular degeneration,retinal vein occlusions,retinal detachment,and other peripheral retinal diseases.Compared to fundus images,the ultrawide-field fundus scanning laser ophthalmoscopy enables the capture of the ocular fundus up to 200°in a single exposure,which can observe more areas of the retina.CONCLUSION:The combination of ultrawide-field fundus images and artificial intelligence will achieve great performance in diagnosing multiple ophthalmic diseases in the future.

Association of age at diagnosis of diabetes with subsequent risk of age-related ocular diseases and vision acuity

BACKGROUND The importance of age on the development of ocular conditions has been reported by numerous studies.Diabetes may have different associations with different stages of ocular conditions,and the duration of diabetes may affect the development of diabetic eye disease.While there is a dose-response relationship between the age at diagnosis of diabetes and the risk of cardiovascular disease and mortality,whether the age at diagnosis of diabetes is associated with incident ocular conditions remains to be explored.It is unclear which types of diabetes are more predictive of ocular conditions.AIM To examine associations between the age of diabetes diagnosis and the incidence of cataract,glaucoma,age-related macular degeneration(AMD),and vision acuity.METHODS Our analysis was using the UK Biobank.The cohort included 8709 diabetic participants and 17418 controls for ocular condition analysis,and 6689 diabetic participants and 13378 controls for vision analysis.Ocular diseases were identified using inpatient records until January 2021.Vision acuity was assessed using a chart.RESULTS During a median follow-up of 11.0 years,3874,665,and 616 new cases of cataract,glaucoma,and AMD,respectively,were identified.A stronger association between diabetes and incident ocular conditions was observed where diabetes was diagnosed at a younger age.Individuals with type 2 diabetes(T2D)diagnosed at<45 years[HR(95%CI):2.71(1.49-4.93)],45-49 years[2.57(1.17-5.65)],50-54 years[1.85(1.13-3.04)],or 50-59 years of age[1.53(1.00-2.34)]had a higher risk of AMD independent of glycated haemoglobin.T2D diagnosed<45 years[HR(95%CI):2.18(1.71-2.79)],45-49 years[1.54(1.19-2.01)],50-54 years[1.60(1.31-1.96)],or 55-59 years of age[1.21(1.02-1.43)]was associated with an increased cataract risk.T2D diagnosed<45 years of age only was associated with an increased risk of glaucoma[HR(95%CI):1.76(1.00-3.12)].HRs(95%CIs)for AMD,cataract,and glaucoma associated with type 1 diabetes(T1D)were 4.12(1.99-8.53),2.95(2.17-4.02),and 2.40(1.09-5.31),respectively.In multivariable-adjusted analysis,individuals with T2D diagnosed<45 years of age[β95%CI:0.025(0.009,0.040)]had a larger increase in LogMAR.Theβ(95%CI)for LogMAR associated with T1D was 0.044(0.014,0.073).CONCLUSION The younger age at the diagnosis of diabetes is associated with a larger relative risk of incident ocular diseases and greater vision loss.

Convolutional Neural Network-Based Classificationof Multiple Retinal Diseases Using Fundus Images

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.

Fundus photography,fluorescein angiography,optical coherence tomography and electroretinography of preclinical animal models of ocular diseases

The eye is an immune-privileged and sensory organ in humans and animals.Anatomical,physiological,and pathobiological features share significant similarities across divergent species(1).Each compartment of the eye has a unique structure and function.The anterior and posterior compartments of the eye contain endothelium(cornea),epithelium(cornea,ciliary body,iris),muscle(ciliary body),vitreous and neuronal(retina)tissues,which make the eye suitable to evaluate efficacy and safety of tissue specific drugs(2).

Analysis of the Efficacy of Triamcinolone Acetonide Combined with Ranibizumab in the Treatment of Fundus Diseases

Objective:To analyze the effect of triamcinolone acetonide combined with ranibizumab in patients with fundus diseases.Methods:100 patients with fundus diseases admitted from January 2018 to January 2023 were selected.The patients were separated into two groups according to the random number table method,with 50 cases in the control group(treated with ranibizumab),and 50 cases in the observation group(treated with triamcinolone acetonide combined with ranibizumab).The clinical effects of both treatment regimens were compared.Results:The time taken for symptom disappearance of the observation group was shorter than that of the control group(P<0.05).The observation group had higher naked-eye visual acuity(4.18±0.89)compared to the control group.Besides,the observation group also had lower intraocular pressure(14.19±1.33 mmHg)and retinal thickness(283.14±3.29μm),with(P<0.05)compared to the control group.Moreover,the observation group had a lower adverse reaction rate and a higher quality of life(P<0.05).Conclusion:The application of triamcinolone acetonide combined with ranibizumab treatment can quickly relieve the clinical symptoms of patients with fundus disease,improve visual acuity,intraocular pressure,and retinal thickness,with low adverse reaction rate and better prognosis and quality of life.

Therapeutic effect of Keap1-Nrf2-ARE pathway-related drugs on age-related eye diseases through anti-oxidative stress

Age-related eye diseases,including cataract,glaucoma,diabetic retinopathy(DR),and age-related macular degeneration(AMD),are the leading causes of vision loss in the world.Several studies have shown that the occurrence and development of these diseases have an important relationship with oxidative stress in the eye.The Keap1-Nrf2-ARE pathway is a classical pathway that resists oxidative stress and inflammation in the body.This pathway is also active in the development of age-related eye diseases.A variety of drugs have been shown to treat agerelated eye diseases through the Keap1-Nrf2-ARE(Kelch-like ECH-Associating protein 1-nuclear factor erythroid 2 related factor 2-antioxidant response element)pathway.This review describes the role of oxidative stress in the development of age-related eye diseases,the function and regulation of the Keap1-Nrf2-ARE pathway,and the therapeutic effects of drugs associated with this pathway on age-related eye diseases.

Prognosis value of Chinese Ocular Fundus Diseases Society classification for proliferative diabetic retinopathy on postoperative visual acuity after pars plana vitrectomy in type 2 diabetes

AIM: To compare the postoperative visual acuity among eyes with proliferative diabetic retinopathy(PDR) of different stages after pars plana vitrectomy(PPV) in type 2 diabetic patients. METHODS: A retrospective study was conducted for PDR eyes undergoing PPV in type 2 diabetic patients. All patients were divided into three groups based on Chinese Ocular Fundus Diseases Society(COFDS) classification for PDR: Group A(primary vitreous hemorrhage), Group B(primary fibrovascular proliferation) and Group C(primary vitreous hemorrhage and/or fibrovascular proliferative combined with retinal detachment). The postoperative visual acuity and the change between postoperative and preoperative visual acuity were compared among three groups. The associated risk factors for postoperative visual acuity were analyzed in the univariate and multiple linear aggression. RESULTS: In total, 195 eyes of 195 patients were collected in this study, including 71 eyes of 71 patients in Group A, 75 eyes of 75 patients in Group B and 49 eyes of 49 patients in Group C. The eyes in Group A got better postoperative best-corrected visual acuity(BCVA) compared to the eyes in Group B and C(0.48±0.48 vs 0.89±0.63, P<0.001;0.48±0.48 vs 1.04±0.67, P<0.001;respectively). The eyes in Group A got more improvement of BCVA compared to the eyes in Group B and C(1.07±0.70 vs 0.73±0.68, P=0.004;1.07±0.70 vs 0.77±0.78, P=0.024;respectively). In the multiple linear regression analysis, primary fibro-proliferative type(β=0.194, 95%CI=0.060-0.447, P=0.01), retinal detachment type(β=0.244, 95%CI=0.132-0.579, P=0.02), baseline log MAR BCVA(β=0.192, 95%CI=0.068-0.345, P=0.004), silicone oil tamponade(β=0.272, 95%CI=0.173-0.528, P<0.001) was positively correlated with postoperative log MAR BCVA. Eyes undergoing phacovitrectomy had better postoperative BCVA(β=-0.144, 95%CI=-0.389 to-0.027, P=0.025). CONCLUSION: PDR eyes of primary vitreous hemorrhage type usually have better visual acuity prognosis compared to primary fibrovascular proliferation type and retinal detachment type. COFDS classification for PDR may have a high prognostic value for postoperative visual outcome and surgical management indications.

Evaluation of fundus autofluorescence patterns in age-related macular degeneration

AIM： To study the various morphological patterns of fundus autofluorescence （FAF） images in patients with age-related macular degeneration （AMD） in Indian population.METHODS： Totally 179 eyes of 104 patients with clinical diagnosis of AMD were recruited into the study. Autofluorescence images were captured using confocal scanning laser ophthalmoscope and the patterns of FAF were classified.RESULTS： Of 179 eyes, 27 （15.08%） were early AMD, 58 （32.41%） were intermediate AMD, 94 eyes （52.51%） were late AMD. Of 94 eyes with late AMD, 79 （84.04%） were neovascular AMD and 15 （15.96%） were central geographic atrophy. In eyes with early and intermediate AMD, 9 patterns of FAF were noted. Six patterns （normal, minimal change, focal increased, patchy increased, linear, reticular） were similar to that in the published classification. Two patterns （lacelike and speckled） described in the published classification were not found. Three new patterns （focal hypo-fluorescence, patchy hypo-fluorescence, mixed focal hypo-fluorescence and hyper-fluorescence） were detected. In eyes with neovascular AMD, 6 morphological patterns of FAF were noted. Two patterns （mixed hypo-fluorescence and hyper-fluorescence, central hypo-fluorescence with hyper-fluorescent rim） were similar to that in published classification. Two patterns （normal, near normal or normal background fluorescence in the centre of hypo-fluorescent area） described in the published classification were not found. Four new patterns （minimal change, hypo-fluorescent patch, central hypo-fluorescence with surrounding reticular, bull’s eye） were recognized. In eye with central geographic atrophy 5 morphological patterns were noted and these were similar to that in published classification.CONCLUSION： Phenotypic differences in the pattern of FAF exist in the study population compared to existing classification systems.

Can we treat neurodegenerative diseases by preventing an age-related decline in microRNA expression?

MicroRNA pathway is down-regulated in aged dopaminergic neurons： Parkinson＇s disease （PD） is the most frequent motor neuro- degenerative disorder and is morphologically mainly associated with progressive dopaminergic neuronal loss in the ventral midbrain.

A Study on the Compliance of the Patients with Ocular Fundus Diseases

Purpose: To investigate the compliance of the patients with ocular fundus diseases with recommendation for follow-up examination after laser treatment, and the underlying reasons for non-compliance.Methods: 53 patients with ocular fundus disease were asked to fill in a questionnaire which includes the socio-demographic characteristics, fear of the fundus disease, conception of the laser treatment and the motivation for staying healthy. Variables were compared for the compliers group and the non-compliers group by chi-square test. Result; Of the 53 subjects, 35 were classified as non-compliers and 18 were classified as compliers. There was no statistically significant difference between the two groups on all selected socio-demographic factors, conception of the laser treatment and the motivation for staying healthy. Significant difference was found between the two groups on two of those items concerning the fear of the diseases (P<0. 05). About half of the participants showed the lack of knowledge

Stem cell therapy in retinal diseases

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.

Ocular Fundus Abnormalities in Pre-Dialytic Chronic Kidney Disease Patients

Background: Chronic kidney disease (CKD) affects 10% - 16% of the adult population. Although ocular findings related to renal insufficiency include cataract, conjunctival calcification, lid edema, conjunctival pallor and xanthalesma, by far the most important is retinopathy. Objective: To evaluate the ocular fundus abnormalities in pre-dialytic chronic kidney disease patients of the adult population. Methodology: This cross-sectional observational study was conducted in the Department of Nephrology, Bangabandhu Sheikh Mujib Medical University (BSMMU), Dhaka, Bangladesh from April 2012 to March 2014. A total of 100 hospital admitted CKD patients were purposively selected for this study. Age, gender, blood pressure, Body Mass Index (BMI), 24 hours Urinary Total Protein (UTP), haemoglobin level, serum creatinine, serum cholesterol, serum triglyceride and color fundus photography findings of both eyes were recorded for each patient. Inter-group comparisons were made between patients with retinopathy and those without retinopathy. Results: Out of 100 adult non-dialytic CKD patients, 43 (43%) had ocular fundus abnormalities, among them 27 (62.8%) were male and 16 (37.2%) were female. The risk of development of retinopathy was significantly higher among older patients (p = 0.006), those with low haemoglobin level (p = 0.0001) and high blood pressure. Retinopathy was significantly (p = 0.0001) increased with reduction of e-GFR. There was no relationship between BMI and high serum triglyceride level with retinal abnormality. Among 43 (43%) patients with retinal abnormality, 30 (69.76%) patients showed only hypertensive retinopathy and 5 (11.6%) patients showed only diabetic retinopathy. Mixed hypertensive and diabetic retinopathy was found in 8 (18.6%) patients. Maculopathy was seen in 11 (25.58%) patients, of whom 3 (6.98%) had hypertensive retinopathy and 8 (18.87%) had diabetic retinopathy. Optic atrophy was seen in 2 (4.6%) patients and drusen like retinal deposits were seen in 2 (4.6%) patients. Conclusion: Ocular fundus abnormalities are common among adult pre-dialytic CKD patients. Retinopathy is significantly higher in advanced stages of CKD.

Recent Developments in the Treatment of Wet Age-related Macular Degeneration

Age-related macular degeneration(AMD)is the most common cause of irreversible blindness and visual impairment in individuals over the age of 50 years in western societies.More than 25 million people currently suffer from this illness in the world,with an additional 500000 every year,approximately.It is a multifactorial ocular disease that affects the maculae due to a late-onset progressive neurodegeneration and dysfunction of photoreceptors and retinal pigment epithelium(RPE).There are many subtypes of AMD but basically two broad forms:the nonneovascular(dry,nonexudative)and neovascular(wet,exudative).Exudative AMD is the less common form(about 15%)but tends to progress more rapidly.At the moment,wet AMD is treated primarily on the basis of anti-vascular endothelial growth factor(VEGF)agents,which have led to massive improvement in the prognosis of the disease since they were first introduced.This article focuses on the latest treatment approaches to neovascular AMD.An extensive literature review was performed in order to illustrate the effectiveness of current and future anti-VEGF agents as well as the landmark clinical studies that have been carried out to establish these drugs as a gold standard in the therapy of wet AMD.

The emerging role of probiotics in neurodegenerative diseases:new hope for Parkinson’s disease?

Neurodegenerative disease etiology is still unclear,but different contributing factors,such as lifestyle and genetic factors are involved.Altered components of the gut could play a key role in the gut-brain axis,which is a bidirectional system between the central nervous system and the enteric nervous system.Variations in the composition of the gut microbiota and its function between healthy people and patients have been reported for a variety of human disorders comprising metabolic,autoimmune,cancer,and,notably,neurodegenerative disorders.Diet can alter the microbiota composition,affecting the gutbrain axis function.Different nutraceutical interventions have been devoted to normalizing gut microbiome dysbiosis and to improving biological outcomes in neurological conditions,including the use of probiotics.Preclinical and clinical investigations discussed in this review strengthen the correlation between intestinal microbiota and brain and the concept that modifying the microbiome composition may improve brain neurochemistry,modulating different pathways.This review will discuss the potential use of probiotics for Parkinson’s disease prevention or treatment or as adjuvant therapy,confirming that gut microbiota modulation influences different pro-survival pathways.Future investigations in Parkinson’s disease should consider the role of the gut-brain axis and additional comprehension of the underlying mechanisms is extremely necessary.

A pilot exome-wide association study of age-related cataract in Koreans

Age-related cataract （ARC） is the most common cause of visual impairment and blindness worldwide. A previous study reported that genetic factors could explain approximately 50% of the heritability of cataract. However, a genetic predisposition to ARC and the contributing factors have not yet been elucidated in the Korean population. In this study, we assessed the influence of genetic polymorphisms on the risk of ARC in Koreans, including 156 cataract cases and 138 healthy adults. We conducted an exome-wide association study using Illumina Human Exome-12v1.2 platform to screen 244,770 single nucleotide polymorphisms （SNPs）. No SNPs reached exome-wide significance level of association （P 〈 l x 10 6）. B3GNT4 rs7136356 showed the most significant association with ARC （P = 6.54x 10 5）. Two loci （MUC16 and P2RY2） among the top 20 ARC-associated SNPs were recognized as probably linked to cata- ractogenesis. Functions of these genes were potentially related to regulating dehydration or homeostasis of the eyes, and showed a potential association with dry eye disease. This finding suggests that mucin- and dry eye disease-related genes may play a significant role in cataractogenesis. Our study provides insight into the genetic predisposition of ARC in Koreans. Additional studies with larger sample sizes are required to confirm the results of this study.

The Natural History of Dry Type of Age-related Macular Degeneration

To study the natural history of dry type of age-related macular degeneration (AMD) and search for a sensitive method for detecting the development of the disease, the fundus fluorescein angiography, visual acuity, electroretinogram and FM 100-hue test were used to examine 75 eyes, 147 eyes, 73 eyes, and 94 eyes respectively. These examinations were taken at least twice during the follow-up periods. The average age was 63.2 years (50-80 years ). The average follow-up was 29.8 months with a range of 3-74 ...

AB099.Cognitive impairment and age-related macular degeneration:a possible genetic link

Background:The number of older adults affected by age-related macular degeneration(AMD)and early cognitive changes is on the rise.Recent studies have shown a high co-occurrence of these conditions.This,along with shared risk factors and similar histopathology suggests they may share genetic risk factors as well.The goal of this study was to explore the possibility of known AMD SNPs contributing to the co-morbidity.Methods:Participants(AMD and controls)aged 70 years or older with no known neurological or cognitive impairments were recruited for this study.Visual function was evaluated using ETDRS visual acuity,Mars Contrast sensitivity and the scanning laser ophthalmoscope.Cognitive status was measured using the Mini-Mental State Exam(MMSE)and the Montreal Cognitive Assessment(MoCA).Genotyping was conducted using a panel of AMD single nucleotide polymorphisms(SNPs).Analysis was focused on the CFH Y402H and ARMS2 A69S SNPs due their association with drusen and evidence of their association with cognitive impairment.Results:According to the MMSE,two participants from the AMD group(N=21)and none from the control group(N=18)scored positive for cognitive impairment.The MoCA indicated 33.3%of the AMD group and 27.7%of the control group had MCI.There were no significant differences between MoCA scores based on the carrier versus non-carrier status of either the CFH or ARMS SNPs.The SNP in FADS1(rs174547)that was part of the original panel,but not in the analysis,was found in a large number of participants.All those who scored positive for MCI were homozygous carriers of the FADS1 SNP.Conclusions:Although more people from the AMD group scored positive for MCI,scores between groups were significantly different.The AMD and control groups did differ on which cognitive domains they had difficulty with,indicating those with AMD and MCI may be at a higher risk of converting to AD.There were no significant differences on cognitive scores between CFH and ARMS2 SNP carriers and non-carriers.The FADS1 SNP,not originally intended to be part of this study,will be included in future analyses to explore the possibility of a founder effect and a potential link to mild cognitive impairment(MCI).

CD-FL:Cataract Images Based Disease Detection Using Federated Learning

A cataract is one of the most significant eye problems worldwide that does not immediately impair vision and progressively worsens over time.Automatic cataract prediction based on various imaging technologies has been addressed recently,such as smartphone apps used for remote health monitoring and eye treatment.In recent years,advances in diagnosis,prediction,and clinical decision support using Artificial Intelligence(AI)in medicine and ophthalmology have been exponential.Due to privacy concerns,a lack of data makes applying artificial intelligence models in the medical field challenging.To address this issue,a federated learning framework named CDFL based on a VGG16 deep neural network model is proposed in this research.The study collects data from the Ocular Disease Intelligent Recognition(ODIR)database containing 5,000 patient records.The significant features are extracted and normalized using the min-max normalization technique.In the federated learning-based technique,the VGG16 model is trained on the dataset individually after receiving model updates from two clients.Before transferring the attributes to the global model,the suggested method trains the local model.The global model subsequently improves the technique after integrating the new parameters.Every client analyses the results in three rounds to decrease the over-fitting problem.The experimental result shows the effectiveness of the federated learning-based technique on a Deep Neural Network(DNN),reaching a 95.28%accuracy while also providing privacy to the patient’s data.The experiment demonstrated that the suggested federated learning model outperforms other traditional methods,achieving client 1 accuracy of 95.0%and client 2 accuracy of 96.0%.

LncRNAs are involved in regulating ageing and age-related disease through the adenosine monophosphate-activated protein kinase signalling pathway

A long noncoding RNA(lncRNA)is longer than 200 bp.It regulates various biological processes mainly by interacting with DNA,RNA,or protein in multiple kinds of biological processes.Adenosine monophosphate-activated protein kinase(AMPK)is activated during nutrient starvation,especially glucose starvation and oxygen deficiency(hypoxia),and exposure to toxins that inhibit mitochondrial respiratory chain complex function.AMPK is an energy switch in organisms that controls cell growth and multiple cellular processes,including lipid and glucose metabolism,thereby maintaining intracellular energy homeostasis by activating catabolism and inhibiting anabolism.The AMPK signalling pathway consists of AMPK and its upstream and downstream targets.AMPK upstream targets include proteins such as the transforming growth factor b-activated kinase 1(TAK1),liver kinase B1(LKB1),and calcium/calmodulindependent protein kinase b(CaMKKb),and its downstream targets include proteins such as the mechanistic/mammalian target of rapamycin(mTOR)complex 1(mTORC1),hepatocyte nuclear factor 4a(HNF4a),and silencing information regulatory 1(SIRT1).In general,proteins function relatively independently and cooperate.In this article,a review of the currently known lncRNAs involved in the AMPK signalling pathway is presented and insights into the regulatory mechanisms involved in human ageing and age-related diseases are provided.

眼底血管病变与脑小血管病及认知功能的相关性研究

目的探究脑小血管病(CSVD)总负担与眼底血管病变的相关性及眼底血管病变对CSVD相关认知功能障碍的评价意义。方法连续纳入2021年5月至2022年8月在北京朝阳医院神经内科病房查体的健康受试者290例,根据CSVD总负担评分进行分组,分为0分组129例,1分组51例,2分组42例,3分组44例,4分组24例。受试者完成头部MRI检查、眼底荧光造影及认知功能评估,并对CSVD总负担和眼底血管病变进行评价。比较不同CSVD总负担评分组间一般临床资料、化验指标、眼底血管情况及认知功能的差异。用Spearman相关性分析及线性相关分析探究眼底血管病变与CSVD总负担及认知功能的相关性。结果不同CSVD总负担组年龄、受教育年限、脑梗死/TIA、总胆固醇、低密度脂蛋白胆固醇、肌酐、蒙特利尔认知评估量表评分、简易智能状态检查量表评分、连线试验、数字符号转换试验、Stroop色词干扰试验、语言流畅性测试、视网膜中央动脉等效值(CRAE)、视网膜中央静脉等效值(CRVE)、动静脉比值(AVR)、Scheie分级、深部白质高信号、脑室旁白质高信号、基底节区扩大的血管周围间隙、腔隙、脑微出血等比较,差异有统计学意义(P<0.05,P<0.01)。Spearman相关性分析显示,CSVD总负担与CRAE、AVR呈负相关(r=-0.655,P=0.000;r=-0.679,P=0.000),与CRVE、Scheie分级呈正相关(r=0.560,P=0.000;r=0.685,P=0.000)。多因素线性分析显示,校正相关危险因素后CRAE、CRVE、AVR、Scheie分级与CSVD总负担显著相关(P<0.01),且与认知功能障碍存在相关性。结论眼底血管病变与CSVD总负担增加密切相关,可作为探究CSVD相关认知功能障碍的有效指标。