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Generative artificial intelligence in ophthalmology. 眼科生成人工智能。
IF 5.1 2区 医学 Q1 Medicine Pub Date : 2024-05-16 DOI: 10.1016/j.survophthal.2024.04.009
Ethan Waisberg, Joshua Ong, Sharif Amit Kamran, Mouayad Masalkhi, Phani Paladugu, Nasif Zaman, Andrew G Lee, Alireza Tavakkoli

Generative AI has revolutionized medicine over the past several years. A generative adversarial network (GAN) is a deep learning framework that has become a powerful technique in medicine, particularly in ophthalmology and image analysis. In this paper we review the current ophthalmic literature involving GANs, and highlight key contributions in the field. We briefly touch on ChatGPT, another application of generative AI, and its potential in ophthalmology. We also explore the potential uses for GANs in ocular imaging, with a specific emphasis on 3 primary domains: image enhancement, disease identification, and generating of synthetic data. PubMed, Ovid MEDLINE, Google Scholar were searched from inception to October 30, 2022 to identify applications of GAN in ophthalmology. A total of 40 papers were included in this review. We cover various applications of GANs in ophthalmic-related imaging including optical coherence tomography, orbital magnetic resonance imaging, fundus photography, and ultrasound; however, we also highlight several challenges, that resulted in the generation of inaccurate and atypical results during certain iterations. Finally, we examine future directions and considerations for generative AI in ophthalmology.

在过去几年里,生成式人工智能给医学带来了革命性的变化。生成式对抗网络(GAN)是一种深度学习框架,已成为医学领域的一项强大技术,尤其是在眼科和图像分析领域。在本文中,我们回顾了当前涉及生成式对抗网络的眼科文献,并重点介绍了该领域的主要贡献。我们简要介绍了生成式人工智能的另一种应用 ChatGPT 及其在眼科领域的潜力。我们还探讨了 GANs 在眼科成像中的潜在用途,特别强调了三个主要领域:图像增强、疾病识别和生成合成数据。我们对 PubMed、Ovid MEDLINE 和 Google Scholar 进行了检索,以确定 GAN 在眼科中的应用,检索时间从开始到 2022 年 10 月 30 日。本综述共收录了 40 篇论文。我们涵盖了 GANs 在眼科相关成像中的各种应用,包括光学相干断层扫描、眼眶磁共振成像、眼底摄影和超声波;不过,我们也强调了一些挑战,这些挑战导致在某些迭代过程中产生了不准确和不典型的结果。最后,我们探讨了生成式人工智能在眼科领域的未来发展方向和注意事项。
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引用次数: 0
Denial. 丹尼尔
IF 5.1 2区 医学 Q1 OPHTHALMOLOGY Pub Date : 2024-05-13 DOI: 10.1016/j.survophthal.2024.05.003
M. Tariq Bhatti, Jennifer R Long, Andrew R Carey

A 51-year-old man presented with decreased vision, fever, confusion, headaches, agitation, nausea, vomiting and diarrhea. Magnetic resonance imaging of the brain demonstrated bilateral T2 hyperintense lesions in the region of the mesial temporal lobe and optic radiations. There was a predominantly polymorphonuclear leukocyte pleocytosis in the cerebrospinal fluid (CSF) with hyperproteinorachia. A meningoencephalitis was diagnosed. Intravenous fluorescein angiography (IVFA) demonstrated a multifocal chorioretinitis that was in a linear pattern in the left eye. CSF enzyme-linked immunosorbent assay was positive for West Nile virus (WNV) IgM. We review the clinical manifestations of WNV disease and highlight the value of IVFA in determining the diagnosis.

一名 51 岁的男子因视力下降、发热、精神错乱、头痛、烦躁、恶心、呕吐和腹泻就诊。脑部磁共振成像显示,颞叶中叶和视神经放射区域出现双侧 T2 超强病变。脑脊液(CSF)中主要是多形核白细胞增多,并伴有高蛋白血症。诊断为脑膜脑炎。静脉荧光素血管造影显示,左眼出现线状多灶性脉络膜视网膜炎。脑脊液酶联免疫吸附试验显示西尼罗河病毒(WNV)IgM呈阳性。我们回顾了 WNV 疾病的临床表现,并强调了 IVFA 在确定诊断方面的诊断价值。
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引用次数: 0
Risk factors for complications in resident-performed cataract surgery: A systematic review 住院医师实施白内障手术并发症的风险因素:系统综述。
IF 5.1 2区 医学 Q1 Medicine Pub Date : 2024-04-20 DOI: 10.1016/j.survophthal.2024.04.002
Chaerim Kang , Matthew J. Lee BA , Amy Chomsky MD , Thomas A. Oetting MS, MD , Paul B. Greenberg MD, MPH

We assessed risk factors for complications associated with resident-performed cataract surgery. Using the Preferred Reporting Items for Systematic reviews and Meta-Analyses guidelines, we searched 4databases in September, 2023. We included peer-reviewed, full-text, English-language articles assessing risk factors for complications in resident performed cataract surgery. We excluded studies describing cataract surgeries performed by fellows, combined surgeries, and studies with insufficient information. Our initial search yielded 6244 articles; 15 articles were included after title/abstract and full-text review. Patient-related risk factors included older age, hypertension, prior vitrectomy, zonular pathology, pseudoexfoliation, poor preoperative visual acuity, small pupils, and selected types of cataracts. Surgeon-related risk factors included resident postgraduate year and surgeon right-handedness. Other risk factors included absence of supervision, long phacoemulsification time, and phacoemulsification with high power and torsion. The quality of the studies was assessed using the Grading of Recommendations, Assessment, Development, and Evaluation; most studies graded as moderate, primarily due to risk of bias. When assigning cases to residents, graduate medical educators should consider general and resident-specific risk factors to facilitate teaching and preserve patient safety.

我们评估了与住院医生实施的白内障手术相关的并发症风险因素。根据《系统综述和元分析首选报告项目》指南,我们在 2023 年 9 月检索了 4 个数据库。我们纳入了经同行评议、全文发表的、评估住院医师实施白内障手术并发症风险因素的英文文章。我们排除了描述由研究员实施的白内障手术、联合手术以及信息不充分的研究。我们的初步搜索结果为 6244 篇文章;经过标题/摘要和全文审阅后,纳入了 15 篇文章。与患者相关的风险因素包括年龄较大、高血压、曾接受过玻璃体切除术、带状病变、假性角膜外翻、术前视力差、小瞳孔以及某些类型的白内障。与外科医生相关的风险因素包括住院医师的研究生年限和外科医生的右撇子。其他风险因素包括缺乏监护、乳化时间长、乳化功率大和扭转。研究质量采用建议、评估、发展和评价分级法进行评估;大多数研究被评为中等,主要原因是存在偏倚风险。在给住院医师分配病例时,毕业医学教育者应考虑一般和住院医师特有的风险因素,以促进教学和保护患者安全。
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引用次数: 0
Retinal and choroidal changes after anti-VEGF therapy in neovascular-AMD patients: A systematic review and meta-analysis of SD-OCT studies 抗血管内皮生长因子治疗后新生血管性黄斑变性患者视网膜和脉络膜的变化:SD-OCT研究的系统回顾和元分析。
IF 5.1 2区 医学 Q1 Medicine Pub Date : 2024-04-17 DOI: 10.1016/j.survophthal.2024.04.001
Mohammad Amin Salehi , Negin Frounchi , Seyed Sina Zakavi , Soheil Mohammadi , Hamid Harandi , Shayan Shojaei , Mahdi Gouravani , J. Fernando Arevalo

Background

In recent years, the progress made in the field of optical coherence tomography has helped to understand the changes in eye layers in patients with exudative age-related macular degeneration (nAMD). Early diagnosis of nAMD, a leading cause of irreversible vision impairment, is helpful. Therefore, we performed a meta-analysis on OCT measurement alterations before and after anti-VEGF therapy in patients with nAMD and controls.

Method

We systematically searched Scopus, PubMed, Cochrane, and Web of Science to find articles that measured choroidal and retinal layer changes after anti-VEGF therapy in nAMD Patients. We chose either a fixed-effects or random-effects model based on the assessed heterogeneity level to perform a meta-analysis. In addition, we conducted meta-regression, subgroup analyses, publication bias, and quality assessment for included studies.

Results

Thirteen studies were included in the meta-analysis, with 733 total participants. Foveal thickness and subfoveal choroidal thickness (CT) decreased significantly in the first 3 years after injections, except for subfoveal CT in the third year after injection. It also showed that CT at 1500 µm temporal and nasal to the fovea did not significantly change.

Conclusion

Our results showed anti-VEGF treatment for nAMD patients was associated with a significant reduction in foveal thickness and subfoveal CT in the first 2 years after treatment. Our analysis did not reveal any correlation between changes in foveal thickness and subfoveal CT with best-corrected visual acuity or other factors.

背景近年来,光学相干断层扫描领域取得的进展有助于了解渗出性年龄相关性黄斑变性(nAMD)患者眼球各层的变化。nAMD 是造成不可逆视力损伤的主要原因之一,早期诊断 nAMD 会有所帮助。因此,我们对nAMD患者和对照组在接受抗血管内皮生长因子治疗前后的OCT测量变化进行了荟萃分析。方法我们系统地检索了Scopus、PubMed、Cochrane和Web of Science,以找到测量nAMD患者接受抗血管内皮生长因子治疗后脉络膜和视网膜层变化的文章。我们根据评估的异质性水平选择了固定效应或随机效应模型进行荟萃分析。此外,我们还对纳入的研究进行了荟萃回归、亚组分析、发表偏倚和质量评估。结果荟萃分析纳入了 13 项研究,共有 733 名参与者。在注射后的前 3 年中,眼窝厚度和眼底脉络膜厚度(CT)显著下降,但眼底 CT 在注射后的第 3 年显著下降。结论我们的研究结果表明,对 nAMD 患者进行抗 VEGF 治疗与治疗后头两年眼窝厚度和眼底 CT 的显著降低有关。我们的分析没有发现眼窝厚度和眼窝下 CT 的变化与最佳矫正视力或其他因素有任何关联。
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引用次数: 0
Advances in management strategies for large and persistent macular hole: An update 持续性大黄斑孔管理策略的进展:最新进展。
IF 5.1 2区 医学 Q1 Medicine Pub Date : 2024-03-27 DOI: 10.1016/j.survophthal.2024.03.010
Helin Arda , Mathias Maier , Maximilian Schultheiß , Christos Haritoglou

The standard of care to treat small- and medium-sized macular holes (<400 µm diameter) consists of a conventional transconjunctival sutureless pars plana vitrectomy followed by ILM peeling and endotamponade, mainly with gas or in some cases with silicone oil, resulting in closure rates of over 90% and good functional results. Large (>400 µm diameter), chronic and persistent macular holes remain a surgical challenge since closure rates and functional results decrease with larger macular hole diameters. Various modifications of the conventional surgical technique were introduced to improve anatomic and functional success in refractory cases not suitable for conventional macular hole surgery. These techniques comprise the positioning of tissue at the top of the hole to improve closure as performed by an inner limiting membrane flap and free flap preparation or the transplantation of autologous retinal tissue, lens capsule or amniotic membrane. For the treatment of very large and persistent macular holes, the induction of a localized retinal detachment at the posterior pole by subretinal injection of balanced salt solution and a subsequent attenuation of the rim of the hole during fluid-air exchange has been suggested as a promising surgical technique. In particular, accurate patient education about the expected surgical outcome in this specific group of patients appears important.

作为治疗中小型黄斑孔(直径 400 微米)的标准疗法,慢性和顽固性黄斑孔仍然是一项手术挑战,因为黄斑孔直径越大,闭合率和功能效果越差。为了提高不适合传统黄斑孔手术的难治性病例的解剖和功能成功率,对传统手术技术进行了各种改良。这些技术包括在黄斑孔顶部定位组织,通过内缘膜瓣和游离瓣制备或移植自体视网膜组织、晶状体囊或羊膜来改善闭合。对于超大和顽固性黄斑孔的治疗,有人认为,通过在视网膜下注射平衡盐溶液,诱导后极部局部视网膜脱离,然后在液气交换过程中使孔缘衰减,是一种很有前景的手术技术。尤其重要的是,对这一特殊群体的患者进行有关预期手术结果的准确教育。
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引用次数: 0
Optical coherence tomography angiography in diabetic retinopathy: A major review 糖尿病视网膜病变的光学相干断层血管造影:主要综述。
IF 5.1 2区 医学 Q1 Medicine Pub Date : 2024-03-22 DOI: 10.1016/j.survophthal.2024.03.004
Hosein Nouri , Seyed-Hossein Abtahi , Mehdi Mazloumi , Sanam Samadikhadem , J. Fernando Arevalo , Hamid Ahmadieh

Diabetic retinopathy (DR) is characterized by retinal vasculopathy and is a leading cause of visual impairment. Optical coherence tomography angiography (OCTA) is an innovative imaging technology that can detect various pathologies and quantifiable changes in retinal microvasculature. We briefly describe its functional principles and advantages over fluorescein angiography and perform a comprehensive review on its clinical applications in the screening or management of people with prediabetes, diabetes without clinical retinopathy (NDR), nonproliferative DR (NPDR), proliferative DR (PDR), and diabetic macular edema (DME). OCTA reveals early microvascular alterations in prediabetic and NDR eyes, which may coexist with sub-clinical neuroretinal dysfunction. Its applications in NPDR include measuring ischemia, detecting retinal neovascularization, and timing of early treatment through predicting the risk of retinopathy worsening or development of DME. In PDR, OCTA helps characterize the flow within neovascular complexes and evaluate their progression or regression in response to treatment. In eyes with DME, OCTA perfusion parameters may be of predictive value regarding the visual and anatomical gains associated with treatment. We further discussed the limitations of OCTA and the benefits of its incorporation into an updated DR severity scale.

糖尿病视网膜病变(DR)以视网膜血管病变为特征,是视力受损的主要原因。光学相干断层血管造影(OCTA)是一种创新的成像技术,能检测出视网膜微血管的各种病变和可量化的变化。我们简要介绍了它的功能原理以及与荧光素血管造影相比的优势,并对其在糖尿病前期、无临床视网膜病变的糖尿病(NDR)、非增殖性糖尿病(NPDR)、增殖性糖尿病(PDR)和糖尿病黄斑水肿(DME)患者筛查或管理中的临床应用进行了全面回顾。OCTA 可显示糖尿病前期和 NDR 眼球的早期微血管改变,这些改变可能与亚临床神经视网膜功能障碍同时存在。它在 NPDR 中的应用包括测量缺血、检测视网膜新生血管以及通过预测视网膜病变恶化或发展成 DME 的风险来确定早期治疗时机。在 PDR 中,OCTA 有助于描述新生血管复合物内的血流特征,并评估其进展或消退对治疗的反应。在患有 DME 的眼睛中,OCTA 灌注参数可能对治疗带来的视觉和解剖效果具有预测价值。我们进一步讨论了 OCTA 的局限性以及将其纳入最新 DR 严重程度量表的益处。
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引用次数: 0
Biosimilars of anti-vascular endothelial growth factor for ophthalmic diseases: A review 治疗眼科疾病的抗血管内皮生长因子生物仿制药:综述。
IF 5.1 2区 医学 Q1 Medicine Pub Date : 2024-03-21 DOI: 10.1016/j.survophthal.2024.03.009
Neil M. Bressler , Peter K. Kaiser , Diana V. Do , Quan Dong Nguyen , Kyu Hyung Park , Se Joon Woo , Min Sagong , Mario Bradvica , Mercy Yeeun Kim , Seungkee Kim , SriniVas R. Sadda

The development of intravitreally injected biologic medicines (biologics) acting against vascular endothelial growth factor (VEGF) substantially improved the clinical outcomes of patients with common VEGF-driven retinal diseases. The relatively high cost of branded agents, however, represents a financial burden for most healthcare systems and patients, likely resulting in impaired access to treatment and poorer clinical outcomes for some patients. Biosimilar medicines (biosimilars) are clinically equivalent, potentially economic alternatives to reference products. Biosimilars approved by leading health authorities have been demonstrated to be similar to the reference product in a comprehensive comparability exercise, generating the totality of evidence necessary to support analytical, pre-clinical, and clinical biosimilarity. Anti-VEGF biosimilars have been entering the field of ophthalmology in the US since 2022. We review regulatory and scientific concepts of biosimilars, the biosimilar development landscape in ophthalmology, with a specific focus on anti-VEGF biosimilars, and discuss opportunities and challenges facing the uptake of biosimilars.

针对血管内皮生长因子(VEGF)的玻璃体内注射生物制剂(生物制剂)的开发大大改善了常见血管内皮生长因子驱动的视网膜疾病患者的临床治疗效果。然而,品牌药物的成本相对较高,这对大多数医疗系统和患者来说都是一个经济负担,很可能导致一些患者无法获得治疗,临床疗效也较差。生物类似药(生物仿制药)是临床效果等同、潜在经济的参照产品替代品。主要卫生机构批准的生物仿制药已在全面的可比性研究中被证明与参比产品相似,产生了支持分析、临床前和临床生物相似性所需的全部证据。抗血管内皮生长因子(Anti-VEGF)生物仿制药自 2022 年起开始进入美国眼科领域。我们回顾了生物仿制药的监管和科学概念、眼科领域的生物仿制药开发情况(特别关注抗血管内皮生长因子生物仿制药),并讨论了生物仿制药的应用所面临的机遇和挑战。
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引用次数: 0
Understanding healthcare communication in age-related macular degeneration care: A mixed-methods review of patients’ perspectives 了解老年黄斑变性护理中的医疗沟通:以混合方法回顾患者的观点。
IF 5.1 2区 医学 Q1 Medicine Pub Date : 2024-03-16 DOI: 10.1016/j.survophthal.2024.03.002
Mariska Scheffer , Juliane Menting , Hennie Boeije , Ruth van Nispen , Sandra van Dulmen

Age-related macular degeneration (AMD) is the most common cause of irreversible visual impairment among people aged 50 years and older. Earlier research has indicated that the communication process between patients and healthcare professionals (HCPs) leaves considerable room for improvement in AMD care. Effective communication is essential to enhance trust in the professional and understanding of the diagnosis and treatment, and decrease anxiety and stress related to illness. We review patients’ experiences, needs and preferences regarding information provision, communication style of the HCP and shared decision-making. We conducted a systematic search in PubMed, Embase, PsycINFO, CINAHL and Web of Science. Study quality was assessed using standard checklists of quality measures. Our search returned 31 eligible articles. Findings indicated current deficits in information provision for people with AMD. Patients were often ill-informed regarding the chronic character of the condition, treatment duration, nutrition, and visual aids and low vision rehabilitation. Many patients were not actively involved during the decision-making process. Altogether, patients with AMD are faced with challenges in terms of patient-HCP communication. Methods of providing information and discussing possible options for care need to be further investigated and improved for this patient group.

年龄相关性黄斑变性(AMD)是导致 50 岁及以上人群出现不可逆视力损伤的最常见原因。早前的研究表明,在老年黄斑变性的治疗过程中,患者与医护人员(HCPs)之间的沟通还有很大的改进空间。有效的沟通对于增强对专业人员的信任、了解诊断和治疗方法、减少与疾病相关的焦虑和压力至关重要。我们回顾了患者在信息提供、医护人员沟通方式和共同决策方面的经验、需求和偏好。我们在 PubMed、Embase、PsycINFO、CINAHL 和 Web of Science 中进行了系统检索。研究质量采用标准的质量衡量检查表进行评估。我们检索到了 31 篇符合条件的文章。研究结果表明,目前在为老年性痴呆患者提供信息方面存在不足。患者往往不了解病情的慢性特征、治疗时间、营养、助视器和低视力康复等方面的信息。许多患者在决策过程中并不积极参与。总之,AMD 患者在与医护人员沟通方面面临着挑战。需要进一步研究和改进为这一患者群体提供信息和讨论可能的护理方案的方法。
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引用次数: 0
A systematic review of economic evaluation of artificial intelligence-based screening for eye diseases: From possibility to reality 基于人工智能的眼病筛查经济评估系统回顾:从可能性到现实性。
IF 5.1 2区 医学 Q1 Medicine Pub Date : 2024-03-15 DOI: 10.1016/j.survophthal.2024.03.008
Hongkang Wu , Kai Jin , Chee Chew Yip , Victor Koh , Juan Ye

Artificial Intelligence (AI) has become a focus of research in the rapidly evolving field of ophthalmology. Nevertheless, there is a lack of systematic studies on the health economics of AI in this field. We examine studies from the PubMed, Google Scholar, and Web of Science databases that employed quantitative analysis, retrieved up to July 2023. Most of the studies indicate that AI leads to cost savings and improved efficiency in ophthalmology. On the other hand, some studies suggest that using AI in healthcare may raise costs for patients, especially when taking into account factors such as labor costs, infrastructure, and patient adherence. Future research should cover a wider range of ophthalmic diseases beyond common eye conditions. Moreover, conducting extensive health economic research, designed to collect data relevant to its own context, is imperative.

人工智能(AI)已成为快速发展的眼科领域的研究重点。然而,在这一领域缺乏有关人工智能健康经济学的系统研究。本综述研究了截至 2023 年 7 月从 PubMed、Google Scholar 和 Web of Science 数据库中检索到的采用定量分析的研究。大多数研究表明,人工智能可节省眼科成本并提高效率。另一方面,一些研究表明,在医疗保健领域使用人工智能可能会增加患者的成本,尤其是在考虑到劳动力成本、基础设施和患者依从性等因素的情况下。未来的研究应涵盖常见眼科疾病以外的更多眼科疾病。此外,为了促进人工智能在中国的临床应用,中国必须开展广泛的卫生经济研究,以收集与自身情况相关的数据。
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引用次数: 0
Clinical therapeutics for proliferative vitreoretinopathy in retinal detachment 视网膜脱离中增殖性玻璃体视网膜病变的临床疗法。
IF 5.1 2区 医学 Q1 Medicine Pub Date : 2024-03-15 DOI: 10.1016/j.survophthal.2024.03.007
Francesco Sabatino , Philip Banerjee , Mahiul M. K. Muqit

Proliferative vitreoretinopathy (PVR) is an abnormal and prolonged healing response to retinal injury (retinal detachment, post retinal detachment surgery) characterised by: pre/subretinal membrane formation; retinal gliosis and retinal shortening, retinal pigment epithelium cell proliferation; and increased glial (mainly Mu¨ller cells), fibroblast and inflammatory cell (macrophage, lymphocyte) activity, leading to tractional retinal holes/breaks and multiple costly eye operations suffered by patients. PVR can cause retinal re-detachment following primary surgical intervention for rhegmatogenous retinal detachment. Vitrectomy and scleral buckling surgery are the main approaches for treating PVR complications of retinal detachment. Patients require many operations to remove the scar tissue but vision results are suboptimal, and do not meet patient expectations. Over the past 40 years, this has been one of the greatest challenges for vitreoretinal surgeons and patients. Despite previous large clinical trials of multiple candidate drug therapeutics, no proven adjunctive treatment currently exists to either prevent, reduce, or treat PVR formation in retinal detachment. Both cellular proliferation and the intraocular inflammatory response are realistic targets for adjunctive treatments in PVR. The cellular components of PVR periretinal membranes (retinal pigment epithelial, glial, inflammatory and fibroblastic cells) proliferate and are thus targets for antiproliferative agents. In recent years, several new therapeutics have been tested, and we present an updated review of the clinical therapeutics for PVR in retinal detachment.

增殖性玻璃体视网膜病变(PVR)是视网膜损伤(视网膜脱落、视网膜脱落术后)的一种异常的、长期的愈合反应,其特征是视网膜前膜/视网膜下膜形成;视网膜胶质细胞增生和视网膜缩短;视网膜色素上皮细胞增生;以及胶质细胞(主要是缪勒细胞)、成纤维细胞和炎症细胞(巨噬细胞、淋巴细胞)活性增强,导致牵引性视网膜孔/破损和患者遭受多次昂贵的眼科手术。流变性视网膜脱离的初级手术治疗后,PVR 可导致视网膜再次脱离。玻璃体切除术和巩膜扣带手术是治疗 PVR 视网膜脱离并发症的主要方法。患者需要多次手术去除瘢痕组织,但视力效果并不理想,也达不到患者的期望。过去 40 年来,这一直是玻璃体视网膜外科医生和患者面临的最大挑战之一。尽管以前进行过多种候选药物治疗的大型临床试验,但目前还没有一种行之有效的辅助治疗方法可以预防、减少或治疗视网膜脱离中的 PVR 形成。细胞增殖和眼内炎症反应都是 PVR 辅助治疗的现实目标。PVR 视网膜周围膜的细胞成分(RPE、胶质细胞、炎症细胞和成纤维细胞)会增殖,因此是抗增殖药物的目标。近年来,有几种新疗法进行了测试,我们将对治疗视网膜脱离 PVR 的临床疗法进行最新综述。
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Survey of ophthalmology
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