综述

人工智能在眼底影像分析中的研究进展及应用现状

Research progress and application status of artificial intelligence in fundus image analysis

:185-193
 
近年来,眼科人工智能(artificial intelligence,AI)迅猛发展,眼底影像因易获取及其丰富的生物信息成为研究热点,眼底影像的AI分析在眼底影像分析中的应用不断深入、拓展。目前,关于糖尿病性视网膜病变(diabetic retinopathy,DR)、年龄相关性黄斑变性(age-related macular degeneration,AMD)、青光眼等常见眼底疾病的临床筛查、诊断和预测已有较多AI研究,相关成果已逐步应用于临床实践。除眼科疾病以外,探究眼底特征与全身各种疾病之间的关系并据此研发AI诊断系统已经成为当下的又一热门研究领域。AI应用于眼底影像分析将改善医疗资源紧缺、诊断效率低下的情况,为多种疾病的筛查和诊断开辟“新赛道”。未来眼底影像AI分析的研究应着眼于多种眼底疾病的智能性、全面性诊断,对复杂性疾病进行综合性的辅助诊断;注重整合标准化、高质量的数据资源,提高算法性能、设计贴合临床的研究方案。
In recent years, artificial intelligence (AI) in ophthalmology has developed rapidly. Fundus image has become a research hotspot due to its easy access and rich biological information. The application of AI analysis in fundus image is under continuous development and exploration. At present, there have been many AI studies on clinical screening, diagnosis and prediction of common fundus diseases such as diabetic retinopathy (DR), age-related macular degeneration (AMD), and glaucoma, and related achievements have been gradually applied in clinical practice. In addition to ophthalmic diseases, exploring the relationship between fundus features and various diseases and developing AI diagnostic systems based on this has become another popular research field. The application of AI in fundus image analysis will improve the shortage of medical resources and low diagnostic efficiency, and open up a “new track” for screening and diagnosis of various diseases. In the future, research on AI analysis of fundus image should focus on the intelligent and comprehensive diagnosis of multiple fundus diseases, and comprehensive auxiliary diagnosis of complex diseases, and lays emphasis on the integration of standardized and high-quality data resources, improve algorithm performance, and design clinically appropriate research program.
BJO专栏

可自动校准距离的智能手机视力测试 APP(WHOeyes) 的真实世界应用

Real world application of a smartphone-based visual acuity test (WHOeyes) with automatic distance calibration

:431-442
 
目的:开发一款可自动校准测试距离的智能手机视力检测APP(WHOeye的iOS版本),并评估其实用性。方法: WHOeyes在经过验证的视力检测APP “V@home”的基础上新增自动距离校准(automatic distance calibration, ADC)功能。研究招募了3组不同年龄(≤20岁、20~40岁、>40岁)的中国受试者,分别使用糖尿病视网膜病变早期治疗研究(Early Treatment Diabetic Retinopathy Study, ETDRS)视力表和WHOeyes进行远距离和近距离的视力检测。ADC功能用于确定WHOeyes的测试距离。红外测距仪用于确定ETDRS的测试距离以及WHOeyes的实际测试距离。通过问卷调查评估用户满意度。结果:WHOeyes ADC确定的实际测试距离在3个年龄组中均与预期测试距离总体上表现出良好的一致性(P > 0.50)。在远距离和近距离视力检测方面,WHOeyes的准确性与ETDRS相当。WHOeyes与ETDRS之间的平均视力差异范围为–0.084 ~ 0.012 logMAR,各组的二次加权卡帕系数(quadratic weighted kappa, QWK)均大于0.75。WHOeyes在近距离和远距离视力检测中的重测信度高,平均差异范围为–0.040 ~ 0.004 logMAR,QWK均大于0.85。问卷调查显示WHOeyes具有较好的用户体验和接受度。结论:与金标准ETDRS视力表方法相比,WHOeyes测试距离较为准确,可以提供准确的远距离和近距离视力测量结果。
Background: To develop and assess usability of a smartphone-based visual acuity (VA) test with an automatic distance calibration (ADC) function, the iOS version of WHOeyes. Methods: The WHOeyes was an upgraded version with a distinct feature of ADC of an existing validated VA testing APP called V@home. Three groups of Chinese participants with different ages (≤20, 20-40, >40 years) were recruited for distance and near VA testing using both an Early Treatment Diabetic Retinopathy Study (ETDRS) chart and the WHOeyes. The ADC function would determine the testing distance. Infrared rangefinder was used to determine the testing distance for the ETDRS, and actual testing distance for the WHOeyes. A questionnaire-based interview was administered to assess satisfaction. Results: The actual testing distance determined by the WHOeyes ADC showed an overall good agreement with the desired testing distance in all three age groups (p > 0.50). Regarding the distance and near VA testing, the accuracy of WHOeyes was equivalent to ETDRS. The mean difference between the WHOeyes and ETDRS ranged from -0.084 to 0.012 logMAR, and the quadratic weighted kappa (QWK) values were greater than 0.75 across all groups. The test-retest reliability of WHOeyes was high for both near and distance VA, with a mean difference ranging from -0.040 to 0.004 logMAR and QWK all greater than 0.85. The questionnaire revealed an excellent user experience and acceptance of WHOeyes. Conclusion: WHOeyes could provide accurate measurement of the testing distance as well as the distance and near VA when compared to the gold standard ETDRS chart.
综述

临界闪烁融合频率在视网膜和视神经疾病中的应用

The application of critical flicker fusion frequency in retinal and optic nerve diseases

:239-244
 
作为一种新型无创且操作简单的主观检查手段,临界闪烁融合频率(critical flicker fusionfrequency,CFF)可动态反映人眼视功能变化情况。作为早期识别脱髓鞘病变和评估视功能恢复情况的敏感指标,上个世纪已被国外学者用于视网膜和视神经疾病研究中,包括氯喹中毒性视网膜病变、糖尿病视网膜病变、中心性浆液性视网膜病变、年龄相关的黄斑病变、乙胺丁醇中毒性视神经病变、视神经炎和非动脉炎性前部缺血性视神经病变。在视网膜和视神经疾病中,CFF均有不同程度下降,依据CFF改善程度以及主要损害的色光可能有助于视网膜和视神经疾病的鉴别,且CFF与其他视功能,视力、视野、视觉诱发电位的潜时具有较好的相关性。目前国内相关研究尚处于起步阶段,本文就CFF在视网膜和视神经疾病的应用情况做一总结。
As a new non-invasive and simple subjective examination method, critical flicker fusion frequency (CFF) can dynamically reflect the changes of visual function of human eyes. As a sensitive indicator for early identification of demyelinating diseases and assessment of visual function recovery, it has been used by foreign scholars in the last century in the field of retinal and optic nerve diseases, including chloroquine toxic retinopathy, diabetic retinopathy, central serous retinopathy, age-related macular degeneration, ethambutol-induced optic neuropathy, optic neuritis and non-arteritic anterior ischemic optic neuropathy. Though there was a different decrease of CFF in retina and optic nerve diseases, it may be helpful for the differentiation of retinal and optic nerve diseases according to the degree of CFF improvement and the main damaged color light. Moreover, CFF has a good correlation with other visual functions, visual acuity, visual field, and peak time of visual evoked potential. At present, and relevant domestic studies is still in its infancy. This article summarizes the application of CFF in retinal and optic nerve diseases.
综述

超声睫状体成形术治疗青光眼的临床应用研究进展

Research progress on clinical application of ultrasound cycloplasty in the treatment of glaucoma

:395-401
 
青光眼是世界首位不可逆性致盲性眼病,降眼压是唯一被证实有效的干预措施。手术是降低眼压的主要途径,近年来创伤更小、术后炎症反应更轻、并发症更少的微创青光眼手术逐渐在临床得到应用。超声睫状体成形术(ultrasound cycloplasty, UCP)是一种新型微创青光眼治疗技术。本文综述了国内外现有研究,表明UCP在治疗各种类型青光眼中均表现出良好的降眼压效果,但不同类型青光眼疗效存在一定差异。UCP可减少术后局部抗青光眼药物的使用数量,同时显示出较少的并发症和较轻的术后反应。与其他睫状体分泌功能减弱性手术相比,该手术在缓解难治性青光眼患者因高眼压导致的局部疼痛方面尤为有效。青光眼类型、超声探头型号匹配及治疗扇区数量是影响疗效的主要因素,其适应的准确把握及手术参数设计的优化将进一步提高其治疗效果。本文归纳了UCP治疗青光眼的作用原理、手术操作与术后用药、适应证与禁忌证、有效性、安全性及其疗效的影响因素,以期为其临床应用和研究提供参考依据。
Glaucoma is the leading cause of irreversible blindness worldwide. Lowering intraocular pressure (IOP) is the only proven intervention to effectively prevent visual field deterioration and slow the progression of glaucoma. Surgery plays a critical role in reducing IOP, with traditional glaucoma surgeries focusing primarily on classic filtration procedures. In recent years, minimally invasive glaucoma surgeries (MIGS), characterized by less trauma, milder postoperative inflammation, and fewer complications, have been increasingly applied and continuously refined in clinical practice. Ultrasound cycloplasty (UCP) is a novel, minimally invasive technique for glaucoma treatment. This article reviews existing research both domestically and internationally, showing that UCP demonstrates good IOP-lowering effects in various types of glaucoma, though its efficacy varies across different glaucoma types. UCP reduces the need for postoperative anti-glaucoma medications, while also exhibiting fewer complications and milder postoperative reactions. Compared with other ciliary body function-reducing surgeries, UCP is particularly effective in alleviating local pain caused by elevated IOP in patients with refractory glaucoma. The type of Glaucoma, matching of the ultrasound probe model, and the number of treatment sectors are key factors influencing UCP efficacy. Accurate selection of indications and optimization of surgical parameters will further enhance its therapeutic outcomes. This article summarizes the mechanisms, surgical procedures, postoperative medication, indications and contraindications, efficacy, safety, and factors influencing UCP outcomes in glaucoma treatment, aiming to provide a reference for its clinical application and research.
综述

扫频光学相干断层成像技术及其在眼科的应用

Swept source optical coherence tomography and its application in ophthalmology

:55-65
 
光学相干断层成像(optical coherence tomography,OCT)自1991年发明以来,在生物成像尤其在眼科和心血流成像中起越来越重要的作用。OCT的发展经历了早期的时域系统及最新的频域系统。其中频域系统又分为谱域OCT(spectral domain OCT,SD-OCT)系统和扫频OCT(swept source OCT,SS-OCT)系统。随着眼科临床应用对系统速度、灵敏度及功能化要求的不断提升,眼科扫频OCT已经走向成熟并逐步商用化。本文将简介扫频OCT的原理,并归纳扫频OCT相对于时域和谱域OCT系统的优势,并展示其在眼科临床的应用。
Optical coherence tomography (OCT) has played an important role in biomedical imaging, especially in ocular and cardiovascular imaging. OCT technology has evolved to frequency domain technology from early time-domain technology due to the advantages of high sensitivity and high speed of frequency domain techniques. The swept source OCT is a type of frequency domain OCT. With the increasing requirements for system speed, sensitivity, and functionality in clinical application, swept source OCT is gradually becoming commercially available and widespread in clinical application. In this paper, the principle of swept source OCT was introduced, the advantages of swept source OCT over time domain and spectral domain OCT systems were summarized, and its clinical application in ophthalmology was demonstrated.
综述

浅谈波士顿I型人工角膜的临床应用和发展

Boston keratoprosthesis type I: application and development

:329-337
 
角膜移植手术是治疗角膜病变重要且有效的手段。但对眼表功能完全失代偿、多次角膜移植排斥等类型的患者,常规同种异体角膜移植手术成功率却非常低。对于这类患者,人工角膜植入术成为复明的新希望。随着人工角膜的设计和植入方式的不断改进,人工角膜的功效及优点已渐渐突显。目前,波士顿I型(领扣型)人工角膜在全球范围内应用最为广泛。现就波士顿I型人工角膜的基本特征、临床应用及未来发展等方面进行阐述。
The corneal transplantation is an effective option for visually impaired patients with keratopathy to restore vision function. However, the success rate of allograft keratoplasty is still very low for those patients with end-stage ocular surface or repeated corneal graft rejection. For those patients, artificial keratoplasty might be a promising alternative option. The efficacy and advantages of artificial keratoplasty have been gradually highlighted, after consistent improvement of the product design and implantation procedure. Nowadays, the Boston type I (collar button) corneal prosthesis is the most widely used product around the world. In this review, the history, indications, postoperative complications and future prospect of Boston type I corneal prosthesis will be summarized.
综述

婴幼儿眼病的人工智能应用

Artificial intelligence application for infantile eye diseases

:214-221
 
近年来随着医疗领域数字化、信息化建设的加速推进,人工智能的应用越来越广泛,在眼科医学方面尤为突出。婴幼儿处于视觉系统发育的关键时期,此时发生的眼病往往会造成不可逆的视功能损伤,带来沉重的家庭和社会负担。然而,由于婴幼儿群体的特殊性以及小儿眼科医生的短缺,开展大规模小儿眼病筛查工作十分困难。最新研究表明:人工智能在先天性白内障、先天性青光眼、斜视、早产儿视网膜病变以及视功能评估等领域已经得到相关应用,在多种婴幼儿眼病的早期筛查、诊断分期、治疗建议等方面都有令人瞩目的表现,有效解决了许多临床难点与痛点。但目前婴幼儿眼科人工智能仍然不如成年人眼科发展充分,亟须进一步的探索和研发。
In recent years, with the acceleration of digitalization and informatization in medical field, artificial intelligence (AI) is more and more widely applied, especially in ophthalmology. Infants are in the critical period of visual development, during which eye diseases can lead to irreversible visual impairment and bring heavy burden to family and society. Due to the particularity of infants and the shortage of pediatric ophthalmologists, it is challenging to carry out large-scale screening for eye diseases of infants. According to the latest studies, AI has been studied and applied in the fields of congenital cataract, congenital glaucoma, strabismus, amblyopia, retinopathy of prematurity, and evaluation of visual function, and it has achieved remarkable performance in the early screening, diagnosis stage and treatment suggestions, solving many clinical difficulties and pain points effectively. However, AI for infantile ophthalmology is not as developed as for adult ophthalmology, so it needs further exploration and development.
综述

折叠式人工玻璃体球囊的临床应用及研究进展

Clinical application and research progress of foldable capsular vitreous body

:338-343
 
玻璃体替代物是玻璃体切割术后的必需品,用于填充玻璃体腔,恢复玻璃体的支撑视网膜、屈光和细胞屏障等功能。严重眼外伤及复杂视网膜脱离引起的视网膜/脉络膜脱离,如选用传统的玻璃体替代物(如硅油)填充,部分患者会出现硅油依赖眼或眼球萎缩,眼球难以保全。折叠式人工玻璃体球囊(foldable capsular vitreous body,FCVB)是我国独立研发的挽救眼球的人工玻璃体,属于国际首创,可以精细模拟自然玻璃体的结构,恢复玻璃体的部分功能。目前临床研究证实FCVB不仅可以有效避免硅油的并发症,还可以维持后房空间,缓慢恢复睫状体的功能,从而治疗硅油依赖眼,阻止眼球进一步萎缩。该文综述了FCVB的研究背景、结构特点、临床应用和拓展研究进展。
Vitreous substitutes are necessary after vitrectomy to fill the vitreous cavity and restore the vitreous to support retinal, refractive, and cellular barrier functions. Severe ocular trauma-induced retinal/choroidal detachment filled with traditional vitreous substitutes (e.g., silicone oil) can lead to silicone oil-dependent eyes and ocular atrophy in some patients, making it difficult to preserve the eye. Foldable capsular vitreous body (FCVB) is an artificial vitreous body independently developed in China to save the eye, which is the first of its kind in the world and can finely simulate the structure of natural vitreous body and restore some of the functions of vitreous body. It has been clinically proven that it can not only effectively avoid the complications of silicone oil, but also maintain the posterior chamber space and slowly restore the function of the ciliary body, thus treating silicone oil-dependent eyes and preventing further atrophy of the eye. This article reviews the research background, structural features, clinical applications and extended studies of FCVB.
论著

基于眼底图片的5G医疗眼科远程诊断中心的构建与应用

The construction and application of 5G remote ophthalmology diagnosis center based on fundus images

:1-8
 
目的:依托最新的第5代移动通信技术(5th generation wireless systems,5G),构建基于眼底图片的5G医疗眼科远程诊断平台,促进医疗资源上下贯通,提升基层服务能力及医疗服务体系整体效能。方法:基于5G时代医院的信息化发展战略,在海南省卫生健康委员会的资助与指导下,中山大学中山眼科中心海南眼科医院与中国联通通信集团海南有限公司等进行跨行业、多学科的技术力量研究开发,构建5G条件下的平台建设模块和技术路线,确定远程眼科诊断流程,并在海南省内多地区应用。结果:远程诊断平台运行良好。2020年12月至2021年11月,本研究共在海南省17个地区的186个卫生院中开展,共收集1561例患者眼底病图片数据,筛查阳性例数为185例,检出眼底病总阳性率为11.9%。其中有42例需要转诊治疗,转诊率为23%;143例不需要转诊治疗,非转诊率为77%。在1561例眼底图像中,采集异常的眼底图像有490例。排除490例异常眼底图像后,辅助诊断系统与人工诊断结果有1 002张眼底图像诊断相同,69张眼底图像诊断不同,其辅助诊断系统准确率为93.3%。结论:5G移动通信与远程医学影像结合,运用互联网科技催生新型医疗生产力,提高卫生经济的质量和效率,是医疗领域探索5G应用场景的一项应用典范。
Objective: Relying on the latest 5th generation wireless systems (5G), a remote primary ophthalmology care diagnosis platform based on fundus images was constructed in order to promote the connectivity of medical resources and improve the primary health service capabilities and the overall effectiveness of the medical service system. Methods: Based on the 5G informatization development strategy of hospitals, and under the funding and guidance of the Hainan Provincial Health Commission, the Hainan Eye Hospital of Zhongshan Ophthalmic Center and China Unicom Communications Group Hainan Co., Ltd. conducted a cross-industry, multi-disciplinary technical research. To build platform construction modules and technical routes under 5G networks, present the remote ophthalmological diagnosis process, and apply it in many regions in Hainan Province. Results: The performance of the remote diagnosis platform is well. From December 2020 to November 2021, this study was carried out in 186 health centers in 17 regions of Hainan Province. A total of 1 561 patients with fundus disease image data were collected. The number of positive screening fundus disease cases was 185. The total positive rate was 11.9%. Among them, 42 cases required referral for treatment, with a referral rate of 23%, and 143 cases did not require referral for treatment, with a non-referral rate of 77%. Among 1 561 cases of fundus images, 490 fundus images were excluded due to abnormal quality. Compared the results of the diagnosis platform system with manual diagnosis, 1 002 fundus images were identical, and 69 fundus images were different in diagnosis. The accuracy of the auxiliary diagnosis system was 93.3%. Conclusions: The collaboration of 5G mobile communication and telemedicine imaging, combined with internet technology to promote new medical productivity, improve quality and efficiency of the health economy. This study is an application model for exploring 5G application scenarios in the medical field.
综述

碳点的特性及其在眼科疾病诊治中的研究进展

Research progress in the application of carbon dots in the diagnosis and treatment of ocular diseases

:210-219
 
碳点是一种新型荧光碳纳米材料,直径一般小于10 nm,具有自发荧光、高生物组织相容性、易于修饰、成本低廉等优点,在生物医学领域拥有广阔的应用前景。眼球因其独特的屏障结构,常规药物停留时间短、穿透性差,通过局部滴眼到达病灶的药物浓度有限,需要增加给药频次以保持药效。另外,糖尿病性黄斑水肿(diabetic macular edema,DME)、脉络膜新生血管(diabetic macular edema,CNV)等疾病的治疗给药则需依赖于玻璃体腔注射,该方法属于有创操作,有引起潜在并发症的可能,且需多次注射,给患者造成了沉重的心理和经济负担。优化眼部给药方法一直是眼科学领域的研究热点。基于碳点的优异特性,碳点在眼部药物递送、眼部成像、眼疾病诊疗中已展现出优秀的应用潜力。本综述将综合介绍碳点的特点及近十年来碳点在眼科疾病诊疗中的研究进展,旨在提供关于碳点在眼科应用现状的系统性认识,为未来研究提供方向。
Carbon dots is a new type of fluorescent carbon nanomaterial, which the diameter is generally less than 10 nm, has the advantages of self-fluorescence, remarkable biocompatibility, easy modification, low cost and so on, has a broad application prospect in the biomedical field. Due to the unique barrier of the eye, conventional drugs have a short residence time and poor penetration, so the concentration of drugs that can reach the lesions through local eye drops is limited, and for what to increase the frequency of administration to maintain efficacy. Up to now, the treatment of posterior eye diseases, such as diabetic macular edema (DME), choroidal neovascularization (CNV) and other diseases still rely on repeated vitreous injection, which is an invasive procedure with potential complications, and need multiple injections, causing a heavy psychological and economic burden on patients. Optimizing the method of ocular drug delivery has always been a hot topic in the field of ophthalmology. Carbon dots have shown excellent application potential in the ocular drug delivery, ocular imaging, and diagnosis and treatment of ocular disease based on its excellent characteristics. This review will systematically introduce the characteristics of carbon dots and the application of carbon dots in the diagnosis and treatment of eye diseases, aiming to provide a comprehensive understanding of the current situation of the application of carbon dots in ophthalmology and provide directions for future research.
其他期刊
  • 眼科学报

    主管:中华人民共和国教育部
    主办:中山大学
    承办:中山大学中山眼科中心
    主编:林浩添
    主管:中华人民共和国教育部
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