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Data-Driven Detection of Subclinical Keratoconus via Semi-Supervised Clustering of Multidimensional Corneal Biomarkers 基于半监督聚类的多维角膜生物标志物数据驱动检测亚临床圆锥角膜
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-02-01 Epub Date: 2025-11-11 DOI: 10.1016/j.xops.2025.100998
Lynn Kandakji PhD , Shafi Balal MBBS , Aleksander Stupnicki iBSc , Siyin Liu MBBS, PhD , Marcello Leucci BOptom , Dan Gore MD , Bruce Allan MD , Nikolas Pontikos PhD

Purpose

To objectively identify subclinical keratoconus (SKC) from a large sample of healthy and keratoconus (KC) patients via a data-driven framework on corneal imaging data from an anterior-segment OCT (AS-OCT) device (MS-39, CSO Italia).

Design

A retrospective cohort study.

Subjects

At 2 sites within the Moorfields Eye Hospital network in London, United Kingdom, 25 816 corneal scans from 5005 patients, including 3605 with KC and 1400 healthy control patients, were acquired between 2020 and 2024.

Methods

Principal component analysis (PCA) followed by Gaussian mixture modeling (GMM) was applied to AS-OCT–derived data, including 20 KC indices and patient age, to identify SKC eyes, which were then statistically compared against healthy and KC eyes. Subclinical KC eyes were also validated against external systems including same-day Pentacam (Oculus Optikgeräte) scans, Belin-Ambrosio’s ABCD system, KC progression criteria determined by a panel of corneal specialists, and the Moorfields Corneal Cross-linking (CXL) Risk Calculator.

Main Outcome Measures

Detection of SKC and progression of these eyes to clinically diagnosable KC over time.

Results

The GMM identified 166 eyes from 161 patients with distinct structural differences between healthy and KC eyes. These eyes clustered in the morphometric transition zone in PCA space and were predominantly classified as ABCD stage 0. However, they demonstrated asymmetry with their fellow eye, higher predicted CXL risk at 1–4 years (P < 0.001), and faster progression to KC (log-rank P < 0.0001) compared with healthy eyes. Among SKC eyes with longitudinal data, 72.7% met Global Consensus criteria for progression.

Conclusions

Subclinical KC remains challenging to detect, and although classic staging such as ABCD retains clinical utility, it is insufficient for early disease detection. Principal component analysis followed by GMM classification on a multidimensional AS-OCT dataset identifies a distinct and high-risk SKC group. This semisupervised framework offers a complementary tool for early risk stratification and can be applied to new patients via projection into the learned PCA space and computation of KC probability. Threshold values corresponding to the 25th and 75th percentiles of KC probability for each parameter may serve as clinical context for flagging eyes when multiple features fall in the atypical range.

Financial Disclosures

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的通过对前段OCT (AS-OCT)设备(MS-39, CSO Italia)角膜成像数据的数据驱动框架,客观地从大量健康和圆锥角膜(KC)患者中识别亚临床圆锥角膜(SKC)。设计:回顾性队列研究。受试者在英国伦敦Moorfields眼科医院网络的2个站点,在2020年至2024年期间获得了5005名患者的25816次角膜扫描,其中包括3605名KC患者和1400名健康对照患者。方法采用主成分分析(PCA)和高斯混合建模(GMM)对as - oct数据进行分析,包括20个KC指标和患者年龄,以识别SKC眼,并与健康眼和KC眼进行统计比较。亚临床KC眼睛也通过外部系统进行验证,包括当天Pentacam (Oculus Optikgeräte)扫描,Belin-Ambrosio的ABCD系统,由角膜专家小组确定的KC进展标准,以及Moorfields角膜交联(CXL)风险计算器。随着时间的推移,SKC的检测和这些眼睛进展为临床诊断的KC。结果GMM从161例患者中鉴定出166只眼睛在健康眼和KC眼之间存在明显的结构差异。这些眼睛聚集在PCA空间的形态测量过渡区,主要被归类为ABCD 0期。然而,与健康的眼睛相比,他们表现出与同伴眼睛的不对称性,1-4年的预测CXL风险更高(P < 0.001),并且更快地进展为KC(对数秩P <; 0.0001)。在具有纵向数据的SKC眼中,72.7%符合全球共识的进展标准。结论亚临床KC的检测仍然具有挑战性,尽管ABCD等经典分期保留了临床应用价值,但不足以用于早期疾病检测。主成分分析之后,在多维AS-OCT数据集上进行GMM分类,确定了一个独特的高风险SKC组。这种半监督框架为早期风险分层提供了一种补充工具,可以通过投影到学习到的PCA空间和计算KC概率来应用于新患者。当多个特征落在非典型范围内时,每个参数对应的KC概率的第25和第75百分位数的阈值可以作为垂视的临床背景。财务披露专有或商业披露可在本文末尾的脚注和披露中找到。
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引用次数: 0
Impact of Reticular Pseudodrusen on Clinical and Ocular Characteristics and Progression Rate of Geographic Atrophy in Japanese Patients 网状假性结节对日本患者临床和眼部特征及地理萎缩进展率的影响
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-02-01 Epub Date: 2025-10-27 DOI: 10.1016/j.xops.2025.100984
Naoko Ueda-Arakawa MD, PhD , Yukiko Sato MD, PhD , Masahiro Miyake MD, PhD , Ayako Takahashi MD, PhD , Yuki Mori MD, PhD , Yasunori Miyara MD , Chikako Hara MD, PhD , Yoko Kitajima MD , Ruka Maruko MD, PhD , Moeko Kawai MD , Masayuki Ohnaka MD, PhD , Hideki Koizumi MD, PhD , Maiko Maruyama-Inoue MD, PhD , Yasuo Yanagi MD, PhD , Tomohiro Iida MD, PhD , Mineo Kondo MD, PhD , Taiji Sakamoto MD, PhD , Akitaka Tsujikawa MD, PhD

Purpose

To elucidate the impact of reticular pseudodrusen (RPD) on the clinical and ocular characteristics and progression rate of geographic atrophy (GA) in Japanese patients.

Design

A multicenter, retrospective, observational cohort study.

Participants

A total of 173 eyes from 173 Japanese patients (135 with conventional GA and 35 with pachychoroid GA) were included; 79 eyes with conventional GA were included in the follow-up group.

Methods

Reticular pseudodrusen status, GA type (conventional/pachychoroid), GA location (central/noncentral), GA pattern (unifocal/multifocal), subfoveal choroidal thickness (SFCT), and fellow-eye status were assessed using multimodal imaging. The GA progression rate was calculated in both mm2/year and mm/year (square root transformation [SQRT]) after semiautomatic measurement of the GA area on fundus autofluorescence images.

Main Outcome Measures

Clinical and ocular characteristics and progression rate of GA according to RPD status.

Results

Reticular pseudodrusen were observed in 42.4% (73 eyes) of the 173 study eyes, 54.1% of the eyes with conventional GA, and none of the eyes with pachychoroid GA. Among patients with conventional GA, those with RPD were significantly more female (56.2 vs. 30.6%, P = 0.003), had better visual acuity (0.31 vs. 0.50 in logarithm of the minimum angle of resolution, P = 0.03), a smaller SFCT (141.7 vs. 185.0 μm, P = 0.02), higher prevalence of noncentral (56.2 vs. 32.3%, P = 0.005) and multifocal GA (68.5 vs. 29.0%, P < 0.001), and bilateral late age-related macular degeneration (AMD) (93.1 vs. 65.0%, P < 0.0001) than those without RPD. The GA progression rate was significantly higher in eyes with RPD than in eyes without RPD (0.34 vs. 0.18 mm/year [SQRT], P < 0.001).

Conclusions

Reticular pseudodrusen are frequently observed in Japanese patients with conventional GA. Clinical and ocular characteristics differ according to the RPD status, similarly in White patients. Geographic atrophy in the presence of RPD progresses rapidly, at a rate comparable to that in White patients, and most patients with RPD exhibit bilateral late AMD. Given that RPD in eyes with GA constitutes a strong risk factor for both fast GA progression and bilateral late AMD, GA with RPD should be treated at an early stage prior to foveal involvement, even though GA in Asians has been reported to progress slowly.

Financial Disclosures

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的探讨网状假性骨骼肌(RPD)对日本地理性萎缩(GA)患者临床、眼部特征及进展率的影响。设计一项多中心、回顾性、观察性队列研究。参与者:来自173名日本患者的173只眼睛(135例为常规GA, 35例为厚脉络膜性GA);随访组为79只常规GA眼。方法采用多模态成像技术评估网状假性结节状态、骨性结节类型(常规/厚脉络膜)、骨性结节位置(中心/非中心)、骨性结节模式(单焦点/多焦点)、中央凹下脉络膜厚度(SFCT)和同眼状态。在眼底自体荧光图像上半自动测量GA面积后,计算GA进展率(mm2/年和mm/年)(平方根变换[SQRT])。主要观察指标:根据RPD状态观察GA的临床、眼部特征及进展率。结果173只眼中有42.4%(73只眼)出现网状假性视网膜病变,常规视网膜病变发生率为54.1%,厚脉络膜视网膜病变发生率为零。传统GA患者当中,那些RPD明显更多的女性(56.2和30.6%,P = 0.003),最好视力(0.31和0.50的对数最小角分辨率,P = 0.03),一个较小的SFCT (141.7 vs 185.0μm, P = 0.02),高流行的非中心(56.2和32.3%,P = 0.005)和多焦点的GA(68.5和29.0%,P & lt; 0.001),和双边晚年龄相关性黄斑变性(AMD)(93.1和65.0%,P & lt; 0.0001)比那些没有RPD。RPD组GA进展率显著高于无RPD组(0.34 vs. 0.18 mm/年[SQRT], P < 0.001)。结论日本常规GA患者常出现网状假性结节。临床和眼部特征因RPD状态不同而不同,White患者也是如此。RPD患者的地理萎缩进展迅速,其速度与White患者相当,大多数RPD患者表现为双侧晚期AMD。考虑到GA眼的RPD是GA快速进展和双侧晚期AMD的重要危险因素,即使亚洲GA的进展缓慢,RPD的GA应在累及中央凹之前的早期阶段进行治疗。财务披露专有或商业披露可在本文末尾的脚注和披露中找到。
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引用次数: 0
Results from a Phase I Extension Study of Ciliary Neurotrophic Factor in Patients with Macular Telangiectasia Type 2 睫状神经营养因子在2型黄斑毛细血管扩张患者中的I期扩展研究结果
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-02-01 Epub Date: 2025-11-14 DOI: 10.1016/j.xops.2025.101009
Lawrence J. Singerman MD , Jean-Pierre Hubschman MD , Martin Friedlander MD, PhD , Emily Y. Chew MD , Catherine Egan PhD , Muna Bitar PharmD , Thomas M. Aaberg Jr. MD

Objective

To primarily assess long-term safety and retinal imaging outcomes of NT-501 (revakinagene taroretcel-lwey), which releases ciliary neurotrophic factor into the vitreous over an extended time, for treating macular telangiectasia type 2 (MacTel).

Design

Phase I, nonrandomized, multicenter, open-label extension study.

Participants

Six participants with bilateral MacTel who completed the parent 60-month phase I study.

Methods

In the parent study, participants had NT-501 surgically implanted in the study eye. The eye with more advanced disease was determined to be the study eye. For the purposes of this extension study, the fellow eye provided untreated natural history data. The extension study included visits 72, 84, 96, and 108 months postimplantation.

Main Outcome Measures

Safety outcomes included adverse events (AEs), change from baseline in best-corrected visual acuity (BCVA), and the proportions of eyes with ≥10- or ≥15-letter loss in BCVA from baseline. Retinal imaging variables included change from baseline in ellipsoid zone (EZ) (inner segment/outer segment) area loss and proportion of study eyes with ≥35% increase from baseline in EZ area loss.

Results

All implants were retained through the final study visit. All ocular treatment-emergent AEs were mild to moderate; none resulted in study discontinuation. No study eyes had ≥15-letter loss in BCVA from baseline at any study visit. Similarly, no study eyes had ≥10-letter loss at months 72, 84, and 96; 1 study eye (17%) experienced it at month 108. The portion of study eyes with a ≥35% increase in EZ area loss from baseline was lower (range, 50%–60%) relative to fellow eyes (range, 75%–100%).

Conclusions

Over the 9-year follow-up period, NT-501 was well tolerated and safe. Further studies are ongoing to investigate the long-term efficacy of NT-501 for treating MacTel.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的主要评估NT-501 (revakinagene taroretcel-lwey)治疗2型黄斑毛细血管扩张(MacTel)的长期安全性和视网膜成像结果,该药物可在较长时间内向玻璃体释放睫状体神经营养因子。设计I期非随机、多中心、开放标签扩展研究。参与者:6名完成了为期60个月的I期临床研究的双侧MacTel患者。方法在母体研究中,参与者通过手术将NT-501植入研究眼。病情更严重的那只眼被确定为研究用眼。为了这项扩展研究的目的,同伴眼提供了未经处理的自然历史数据。扩展研究包括种植后72、84、96和108个月的访问。主要结局指标:安全性结局包括不良事件(ae)、最佳矫正视力(BCVA)较基线值的变化,以及BCVA较基线值损失≥10或≥15个字母的眼睛比例。视网膜成像变量包括椭球区(EZ)(内段/外段)面积损失与基线相比的变化,以及EZ面积损失较基线增加≥35%的研究眼比例。结果所有种植体在最后的研究访问中均被保留。所有眼部治疗出现的ae均为轻至中度;没有一例导致研究中止。在任何研究访问时,没有研究眼的BCVA从基线下降≥15个字母。同样,在72、84和96个月时,没有研究眼睛出现≥10个字母的丢失;1只研究眼(17%)在108个月时出现。相对于其他眼睛(范围,75%-100%),EZ面积损失较基线增加≥35%的研究眼睛的比例较低(范围,50%-60%)。结论在9年的随访期内,NT-501具有良好的耐受性和安全性。NT-501治疗MacTel的长期疗效的进一步研究正在进行中。财务披露专有或商业披露可在本文末尾的脚注和披露中找到。
{"title":"Results from a Phase I Extension Study of Ciliary Neurotrophic Factor in Patients with Macular Telangiectasia Type 2","authors":"Lawrence J. Singerman MD ,&nbsp;Jean-Pierre Hubschman MD ,&nbsp;Martin Friedlander MD, PhD ,&nbsp;Emily Y. Chew MD ,&nbsp;Catherine Egan PhD ,&nbsp;Muna Bitar PharmD ,&nbsp;Thomas M. Aaberg Jr. MD","doi":"10.1016/j.xops.2025.101009","DOIUrl":"10.1016/j.xops.2025.101009","url":null,"abstract":"<div><h3>Objective</h3><div>To primarily assess long-term safety and retinal imaging outcomes of NT-501 (revakinagene taroretcel-lwey), which releases ciliary neurotrophic factor into the vitreous over an extended time, for treating macular telangiectasia type 2 (MacTel).</div></div><div><h3>Design</h3><div>Phase I, nonrandomized, multicenter, open-label extension study.</div></div><div><h3>Participants</h3><div>Six participants with bilateral MacTel who completed the parent 60-month phase I study.</div></div><div><h3>Methods</h3><div>In the parent study, participants had NT-501 surgically implanted in the study eye. The eye with more advanced disease was determined to be the study eye. For the purposes of this extension study, the fellow eye provided untreated natural history data. The extension study included visits 72, 84, 96, and 108 months postimplantation.</div></div><div><h3>Main Outcome Measures</h3><div>Safety outcomes included adverse events (AEs), change from baseline in best-corrected visual acuity (BCVA), and the proportions of eyes with ≥10- or ≥15-letter loss in BCVA from baseline. Retinal imaging variables included change from baseline in ellipsoid zone (EZ) (inner segment/outer segment) area loss and proportion of study eyes with ≥35% increase from baseline in EZ area loss.</div></div><div><h3>Results</h3><div>All implants were retained through the final study visit. All ocular treatment-emergent AEs were mild to moderate; none resulted in study discontinuation. No study eyes had ≥15-letter loss in BCVA from baseline at any study visit. Similarly, no study eyes had ≥10-letter loss at months 72, 84, and 96; 1 study eye (17%) experienced it at month 108. The portion of study eyes with a ≥35% increase in EZ area loss from baseline was lower (range, 50%–60%) relative to fellow eyes (range, 75%–100%).</div></div><div><h3>Conclusions</h3><div>Over the 9-year follow-up period, NT-501 was well tolerated and safe. Further studies are ongoing to investigate the long-term efficacy of NT-501 for treating MacTel.</div></div><div><h3>Financial Disclosure(s)</h3><div>Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.</div></div>","PeriodicalId":74363,"journal":{"name":"Ophthalmology science","volume":"6 2","pages":"Article 101009"},"PeriodicalIF":4.6,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145798001","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
OCT-PRO: A Multimodal Model Integrating OCT and Clinical Traits to Predict Postoperative Outcomes in Cataract Patients OCT- pro:综合OCT和临床特征预测白内障患者术后预后的多模式模型
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-02-01 Epub Date: 2025-11-17 DOI: 10.1016/j.xops.2025.101013
Lixue Liu MD, PhD , Mingyuan Li MS , Yuxuan Wu MD, PhD , Zizheng Cao MD , Yuanjun Shang MD , Lanqin Zhao MS , Zhenyu Wang MD , Junwei Tan BM , Yan Yuan BM , Wenbin Huang MD, PhD , Jinghui Wang PhD , Jianqiao Li PhD , Fabao Xu PhD , Zhangkai Lian MD , Jianyu Pang MS , Fan Xu PhD , Ningning Tang PhD , Xingru He DrPH, MBA , Yan Xu MD , Kun Zeng MD, PhD , Haotian Lin MD, PhD
<div><h3>Purpose</h3><div>To develop and validate OCT-PRO, a multimodal machine learning model integrating OCT images and clinical traits to predict postoperative visual outcomes in cataract patients.</div></div><div><h3>Design</h3><div>Multicenter prospective cohort study.</div></div><div><h3>Participants</h3><div>A total of 2225 eyes from 1911 cataract patients were enrolled, including 1304 participants from Zhongshan Ophthalmic Center for model development and 607 from 6 hospitals across China for external testing.</div></div><div><h3>Methods</h3><div>All participants underwent standardized preoperative examinations including macular OCT and clinical data collection, followed by phacoemulsification and intraocular lens implantation. Postoperative best-corrected visual acuity (BCVA) was assessed at 4 weeks after surgery. A multimodal model was constructed using deep learning techniques, combining image features extracted via InceptionResNetV2 and structured metadata processed by fully connected layers. Model performance was assessed using mean absolute error (MAE) and root mean square error (RMSE) and compared with traditional laser interferometry and ophthalmologist predictions. Subgroup analysis and explainability assessments were conducted to evaluate generalizability and model attention.</div></div><div><h3>Main Outcome Measures</h3><div>Prediction error of postoperative BCVA (logarithm of the minimum angle of resolution [logMAR]) measured by MAE and RMSE.</div></div><div><h3>Results</h3><div>In the internal test data set, OCT-PRO achieved improved performance, with lower MAE and RMSE (0.128 and 0.211 logMAR) compared with the OCT-only model (0.138 and 0.226 logMAR), metadata-only model (0.161 and 0.234 logMAR) and laser interferometry (0.381 and 0.554 logMAR). In the external test data set, OCT-PRO achieved an MAE of 0.168 logMAR, significantly outperforming the OCT-only (0.183 logMAR, <em>P</em> = 0.003) and metadata-only models (0.229 logMAR, <em>P</em> < 0.001). Subgroup analyses confirmed consistent advantages of OCT-PRO across different cataract subtypes and baseline preoperative BCVA groups. Model interpretability analysis highlighted the importance of preoperative BCVA, age, and macular foveal structure, with greater reliance on OCT features than clinical metadata—especially in complex or low preoperative BCVA cases. In a head-to-head comparison, the model consistently outperformed both junior and senior ophthalmologists in predictive accuracy across various clinical subtypes.</div></div><div><h3>Conclusions</h3><div>OCT-PRO enables accurate prediction of postoperative visual outcomes in cataract surgery, outperforming conventional methods and ophthalmologists. It holds promise as a valuable decision-support tool to assist surgical decision-making and improve health care resource allocation.</div></div><div><h3>Financial Disclosure(s)</h3><div>The author has no/the authors have no proprietary or commercial interest in any materia
目的开发并验证OCT- pro多模态机器学习模型,将OCT图像与临床特征相结合,用于预测白内障患者术后视力结果。设计多中心前瞻性队列研究。共纳入1911例白内障患者的2225只眼,其中1304只来自中山眼科中心进行模型开发,607只来自全国6家医院进行外部测试。方法术前进行黄斑OCT检查及临床资料收集,行超声乳化术及人工晶状体植入术。术后4周评估最佳矫正视力(BCVA)。结合InceptionResNetV2提取的图像特征和全连接层处理的结构化元数据,利用深度学习技术构建了多模态模型。使用平均绝对误差(MAE)和均方根误差(RMSE)评估模型的性能,并与传统激光干涉测量和眼科医生的预测进行比较。通过亚组分析和可解释性评估来评估通用性和模型关注。主要观察指标用MAE和RMSE测量术后BCVA的预测误差(最小分辨角的对数[logMAR])。结果在内部测试数据集中,OCT-PRO比oct -纯模型(0.138和0.226 logMAR)、元数据模型(0.161和0.234 logMAR)和激光干涉测量(0.381和0.554 logMAR)具有更低的MAE和RMSE(0.128和0.211 logMAR)。在外部测试数据集中,OCT-PRO获得了0.168 logMAR的MAE,显著优于OCT-only模型(0.183 logMAR, P = 0.003)和元数据模型(0.229 logMAR, P < 0.001)。亚组分析证实OCT-PRO在不同白内障亚型和基线术前BCVA组中具有一致的优势。模型可解释性分析强调了术前BCVA、年龄和黄斑中央凹结构的重要性,与临床元数据相比,对OCT特征的依赖性更大,尤其是在复杂或术前BCVA较低的病例中。在头对头比较中,该模型在各种临床亚型的预测准确性方面始终优于初级和高级眼科医生。结论soct - pro能准确预测白内障术后视力,优于常规方法和眼科医生。它有望成为一种有价值的决策支持工具,以协助外科决策和改善卫生保健资源分配。财务披露作者在本文中讨论的任何材料中没有/作者没有专有或商业利益。
{"title":"OCT-PRO: A Multimodal Model Integrating OCT and Clinical Traits to Predict Postoperative Outcomes in Cataract Patients","authors":"Lixue Liu MD, PhD ,&nbsp;Mingyuan Li MS ,&nbsp;Yuxuan Wu MD, PhD ,&nbsp;Zizheng Cao MD ,&nbsp;Yuanjun Shang MD ,&nbsp;Lanqin Zhao MS ,&nbsp;Zhenyu Wang MD ,&nbsp;Junwei Tan BM ,&nbsp;Yan Yuan BM ,&nbsp;Wenbin Huang MD, PhD ,&nbsp;Jinghui Wang PhD ,&nbsp;Jianqiao Li PhD ,&nbsp;Fabao Xu PhD ,&nbsp;Zhangkai Lian MD ,&nbsp;Jianyu Pang MS ,&nbsp;Fan Xu PhD ,&nbsp;Ningning Tang PhD ,&nbsp;Xingru He DrPH, MBA ,&nbsp;Yan Xu MD ,&nbsp;Kun Zeng MD, PhD ,&nbsp;Haotian Lin MD, PhD","doi":"10.1016/j.xops.2025.101013","DOIUrl":"10.1016/j.xops.2025.101013","url":null,"abstract":"&lt;div&gt;&lt;h3&gt;Purpose&lt;/h3&gt;&lt;div&gt;To develop and validate OCT-PRO, a multimodal machine learning model integrating OCT images and clinical traits to predict postoperative visual outcomes in cataract patients.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Design&lt;/h3&gt;&lt;div&gt;Multicenter prospective cohort study.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Participants&lt;/h3&gt;&lt;div&gt;A total of 2225 eyes from 1911 cataract patients were enrolled, including 1304 participants from Zhongshan Ophthalmic Center for model development and 607 from 6 hospitals across China for external testing.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Methods&lt;/h3&gt;&lt;div&gt;All participants underwent standardized preoperative examinations including macular OCT and clinical data collection, followed by phacoemulsification and intraocular lens implantation. Postoperative best-corrected visual acuity (BCVA) was assessed at 4 weeks after surgery. A multimodal model was constructed using deep learning techniques, combining image features extracted via InceptionResNetV2 and structured metadata processed by fully connected layers. Model performance was assessed using mean absolute error (MAE) and root mean square error (RMSE) and compared with traditional laser interferometry and ophthalmologist predictions. Subgroup analysis and explainability assessments were conducted to evaluate generalizability and model attention.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Main Outcome Measures&lt;/h3&gt;&lt;div&gt;Prediction error of postoperative BCVA (logarithm of the minimum angle of resolution [logMAR]) measured by MAE and RMSE.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Results&lt;/h3&gt;&lt;div&gt;In the internal test data set, OCT-PRO achieved improved performance, with lower MAE and RMSE (0.128 and 0.211 logMAR) compared with the OCT-only model (0.138 and 0.226 logMAR), metadata-only model (0.161 and 0.234 logMAR) and laser interferometry (0.381 and 0.554 logMAR). In the external test data set, OCT-PRO achieved an MAE of 0.168 logMAR, significantly outperforming the OCT-only (0.183 logMAR, &lt;em&gt;P&lt;/em&gt; = 0.003) and metadata-only models (0.229 logMAR, &lt;em&gt;P&lt;/em&gt; &lt; 0.001). Subgroup analyses confirmed consistent advantages of OCT-PRO across different cataract subtypes and baseline preoperative BCVA groups. Model interpretability analysis highlighted the importance of preoperative BCVA, age, and macular foveal structure, with greater reliance on OCT features than clinical metadata—especially in complex or low preoperative BCVA cases. In a head-to-head comparison, the model consistently outperformed both junior and senior ophthalmologists in predictive accuracy across various clinical subtypes.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Conclusions&lt;/h3&gt;&lt;div&gt;OCT-PRO enables accurate prediction of postoperative visual outcomes in cataract surgery, outperforming conventional methods and ophthalmologists. It holds promise as a valuable decision-support tool to assist surgical decision-making and improve health care resource allocation.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Financial Disclosure(s)&lt;/h3&gt;&lt;div&gt;The author has no/the authors have no proprietary or commercial interest in any materia","PeriodicalId":74363,"journal":{"name":"Ophthalmology science","volume":"6 2","pages":"Article 101013"},"PeriodicalIF":4.6,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145798002","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Effect of Optic Nerve Crush on Lens-Induced Myopia in Mice 视神经压迫对小鼠晶状体性近视的影响
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-02-01 Epub Date: 2025-11-20 DOI: 10.1016/j.xops.2025.101015
Xiang-Hua Tang PhD, MD, Zhi-Peng Lai PhD, MD, Sheng-Song Xu PhD, MD, Jin-Yi Xu PhD, MD, Xiao Wang MD, Xing-Yu Lei BMed, Zhou-Yue Li PhD, MD, Xiao Yang PhD, MD

Objective

The underlying mechanism of refractive development—whether it is confined to the local eyeball or involves the central visual pathways—remains controversial. This study aimed to explore the effect of optic nerve crush (ONC) on refractive development and lens-induced myopia (LIM) in mice and its potential mechanism.

Design

Laboratory experimental study.

Subjects

Three-week-old C57BL/6 mice were used in this study. The animals were divided into the following experimental groups: ONC group versus sham surgery (SHAM) group; ONC combined with LIM (ONC-LIM) group versus SHAM combined with LIM (SHAM-LIM) group; LIM followed by ONC group verus LIM group versus plano lens group.

Methods

The refraction and ocular biological parameters were measured. Bulk RNA-sequencing analysis was performed on retinas from the ONC group and the SHAM group. Differential expression analysis between groups was conducted using edgeR. Differentially expressed genes were selected by trend analysis to investigate the expression trends over different refractive conditions after ONC. The Kyoto Encyclopedia of Genes and Genomes enrichment, protein-protein interaction analysis, and gene set enrichment analysis were conducted, and quantitative reverse transcription polymerase chain reaction was applied for validation.

Main Outcome Measures

The axial length (AL).

Results

The results indicated that, after ONC, 50% of the mice showed a myopic shift and 25% showed a hyperopic shift, and the changes in AL were consistent with refraction. The ONC-LIM group failed to develop myopic shift or axial elongation, unlike the SHAM-LIM group, suggesting that optical defocus could not induce a myopic shift in mice after ONC. RNA-sequencing analysis revealed several pathways associated with post-ONC refractive status, including glutamatergic synapse, gonadotropin-releasing hormone signaling, and long-term depression.

Conclusions

Our findings suggest that intact optic nerve is necessary for normal murine emmetropization and for the development of LIM. While local ocular mechanisms remain the established paradigm for refractive regulation, our experimental results indicate the potential involvement of CNS pathways in ocular growth regulation. Further studies are needed to elucidate the precise mechanisms and potential interplay between local and central regulatory systems.

Financial Disclosure(s)

The author has no/the authors have no proprietary or commercial interest in any materials discussed in this article.
目的屈光发展的潜在机制-它是否局限于局部眼球或涉及中央视觉通路-仍然存在争议。本研究旨在探讨视神经压迫(ONC)对小鼠屈光发育和晶状体性近视(LIM)的影响及其可能机制。设计实验室实验研究。实验对象:采用3周龄C57BL/6小鼠。将动物分为以下实验组:ONC组与假手术(sham)组;ONC联合LIM (ONC-LIM)组与SHAM联合LIM (SHAM-LIM)组;LIM接着是ONC组、LIM组和plano lens组。方法测定屈光度和眼生物学参数。对ONC组和SHAM组的视网膜进行大量rna测序分析。采用edgeR进行组间差异表达分析。通过趋势分析选择差异表达基因,探讨ONC术后不同屈光条件下的表达趋势。进行京都基因与基因组百科全书富集、蛋白-蛋白互作分析、基因集富集分析,并应用定量逆转录聚合酶链反应进行验证。主要观察指标轴向长度(AL)。结果ONC后,50%的小鼠出现近视移位,25%的小鼠出现远视移位,AL的变化与屈光一致。与SHAM-LIM组不同,ONC- lim组未发生近视移位或轴向伸长,提示ONC后光学离焦不会引起小鼠近视移位。rna测序分析揭示了与onc后屈光状态相关的几种途径,包括谷氨酸能突触、促性腺激素释放激素信号传导和长期抑郁。结论完整的视神经对于正常小鼠的视力矫正和LIM的发展是必要的。虽然局部眼部机制仍然是屈光调节的既定范例,但我们的实验结果表明中枢神经系统通路可能参与眼部生长调节。需要进一步的研究来阐明地方和中央监管系统之间的确切机制和潜在的相互作用。财务披露作者在本文中讨论的任何材料中没有/作者没有专有或商业利益。
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引用次数: 0
A Datasheet for Age-Related Eye Disease Study 2 on the Database of Genotypes and Phenotypes 基因型和表型数据库上的年龄相关性眼病研究2数据表
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-02-01 Epub Date: 2025-10-02 DOI: 10.1016/j.xops.2025.100953
Souvick Mukherjee PhD, Akanksha Nagarkar BS, BA, Minali Prasad BA, Elvira Agron MA, Claire Weber PhD, Emily Y. Chew MD, Tharindu De Silva PhD

Objective

To provide a comprehensive summary of the controlled-access Age-Related Eye Disease Study 2 (AREDS2) data elements, encompassing phenotypic, imaging, dietary, genetic, and ancillary data.

Design

Dataset description of a multicenter, phase III, randomized clinical trial evaluating lutein + zeaxanthin, ω-3, or both long-chain polyunsaturated fatty acid supplementation in intermediate age-related macular degeneration (AMD). Secondary randomization was offered to all AREDS2 participants to evaluate varying levels of zinc and the potential for elimination of β-carotene, which increases the risk of lung cancer in smokers.

Participants

A total of 4203 participants aged 50–85 years with bilateral intermediate AMD (bilateral large drusen ≥125 μm) or intermediate AMD in one eye and advanced AMD in the other eye were enrolled at 82 clinical centers between 2006 and 2008.

Methods

Participants attended annual clinic visits, including eye examinations, visual acuity, slit lamp, intraocular pressure, and imaging that included stereoscopic 30° color fundus (fields 1–3) and fundus reflex images in all participants, while fundus autofluorescence images and spectral-domain OCT images were acquired in selected clinics. Telephone contacts at 3 and 6 months and annually thereafter collected adverse events and reinforced visit compliance.

Main Outcome Measures

Progression to advanced AMD (central geographic atrophy or neovascular AMD), incidence of cataract surgery, and loss of ≥15 letters (≥3 lines) of visual acuity from baseline.

Results

Controlled-access data are archived under the database of Genotypes and Phenotypes (dbGaP) website with the accession number phs002015.v2.p1. The data elements include main-study phenotype tables plus multiple ancillary-study tables with cardiovascular, cognitive, nutritional biochemistry, and genetic data. Additional data include dietary assessments, image gradings, visual acuity testing, and cataract surgery documentation. Blood or saliva from >2000 participants was collected; exome-chip data from >1800 and whole-genome sequencing from 1363 participants, including 488 who also participated in the original AREDS, are available under the International AMD Genomics Consortium and dbGaP.

Conclusions

The AREDS2 dataset’s rigorous interventional design, standardized longitudinal ophthalmic imaging gradings, comprehensive dietary and genetic information, and ancillary cardiovascular and cognitive assessments constitute an invaluable resource for elucidating AMD progression, informing nutritional strategies, and artificial intelligence–driven diagnostics.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的对年龄相关眼病研究2 (AREDS2)的数据元素进行全面总结,包括表型、影像学、饮食、遗传和辅助数据。设计数据集描述了一项多中心,III期随机临床试验,评估叶黄素+玉米黄质,ω-3或两者的长链多不饱和脂肪酸补充在中度年龄相关性黄斑变性(AMD)中的作用。对所有AREDS2参与者进行二次随机化,以评估不同水平的锌和消除β-胡萝卜素的潜力,β-胡萝卜素会增加吸烟者患肺癌的风险。在2006年至2008年期间,在82个临床中心共招募了4203名年龄在50-85岁之间的双侧中度AMD(双侧大网膜≥125 μm)或单眼中度AMD和另一只眼晚期AMD的参与者。方法所有参与者每年进行一次门诊检查,包括眼科检查、视力、裂隙灯、眼压和影像学检查,包括所有参与者的立体30°彩色眼底(视野1-3)和眼底反射图像,同时在选定的诊所获得眼底自身荧光图像和光谱域OCT图像。在第3个月和第6个月以及此后每年进行电话联系,收集不良事件并加强就诊依从性。主要观察指标进展为晚期黄斑变性(中枢性地理性萎缩或新生血管性黄斑变性),白内障手术发生率,与基线相比视力下降≥15个字母(≥3行)。结果控制访问数据存档于基因型与表型数据库(dbGaP)网站,登录号为phs002015.v2.p1。数据元素包括主要研究表型表和多个辅助研究表,包括心血管、认知、营养生物化学和遗传数据。其他数据包括饮食评估、图像分级、视力测试和白内障手术记录。收集了2000名参与者的血液或唾液;1800年的外显子组芯片数据和1363名参与者的全基因组测序数据,其中488人也参与了最初的AREDS,可在国际AMD基因组学联盟和dbGaP下获得。AREDS2数据集严格的介入设计、标准化的纵向眼科成像分级、全面的饮食和遗传信息,以及辅助的心血管和认知评估,为阐明AMD的进展、告知营养策略和人工智能驱动的诊断提供了宝贵的资源。财务披露专有或商业披露可在本文末尾的脚注和披露中找到。
{"title":"A Datasheet for Age-Related Eye Disease Study 2 on the Database of Genotypes and Phenotypes","authors":"Souvick Mukherjee PhD,&nbsp;Akanksha Nagarkar BS, BA,&nbsp;Minali Prasad BA,&nbsp;Elvira Agron MA,&nbsp;Claire Weber PhD,&nbsp;Emily Y. Chew MD,&nbsp;Tharindu De Silva PhD","doi":"10.1016/j.xops.2025.100953","DOIUrl":"10.1016/j.xops.2025.100953","url":null,"abstract":"<div><h3>Objective</h3><div>To provide a comprehensive summary of the controlled-access Age-Related Eye Disease Study 2 (AREDS2) data elements, encompassing phenotypic, imaging, dietary, genetic, and ancillary data.</div></div><div><h3>Design</h3><div>Dataset description of a multicenter, phase III, randomized clinical trial evaluating lutein + zeaxanthin, ω-3, or both long-chain polyunsaturated fatty acid supplementation in intermediate age-related macular degeneration (AMD). Secondary randomization was offered to all AREDS2 participants to evaluate varying levels of zinc and the potential for elimination of β-carotene, which increases the risk of lung cancer in smokers.</div></div><div><h3>Participants</h3><div>A total of 4203 participants aged 50–85 years with bilateral intermediate AMD (bilateral large drusen ≥125 μm) or intermediate AMD in one eye and advanced AMD in the other eye were enrolled at 82 clinical centers between 2006 and 2008.</div></div><div><h3>Methods</h3><div>Participants attended annual clinic visits, including eye examinations, visual acuity, slit lamp, intraocular pressure, and imaging that included stereoscopic 30° color fundus (fields 1–3) and fundus reflex images in all participants, while fundus autofluorescence images and spectral-domain OCT images were acquired in selected clinics. Telephone contacts at 3 and 6 months and annually thereafter collected adverse events and reinforced visit compliance.</div></div><div><h3>Main Outcome Measures</h3><div>Progression to advanced AMD (central geographic atrophy or neovascular AMD), incidence of cataract surgery, and loss of ≥15 letters (≥3 lines) of visual acuity from baseline.</div></div><div><h3>Results</h3><div>Controlled-access data are archived under the database of Genotypes and Phenotypes (dbGaP) website with the accession number phs002015.v2.p1. The data elements include main-study phenotype tables plus multiple ancillary-study tables with cardiovascular, cognitive, nutritional biochemistry, and genetic data. Additional data include dietary assessments, image gradings, visual acuity testing, and cataract surgery documentation. Blood or saliva from &gt;2000 participants was collected; exome-chip data from &gt;1800 and whole-genome sequencing from 1363 participants, including 488 who also participated in the original AREDS, are available under the International AMD Genomics Consortium and dbGaP.</div></div><div><h3>Conclusions</h3><div>The AREDS2 dataset’s rigorous interventional design, standardized longitudinal ophthalmic imaging gradings, comprehensive dietary and genetic information, and ancillary cardiovascular and cognitive assessments constitute an invaluable resource for elucidating AMD progression, informing nutritional strategies, and artificial intelligence–driven diagnostics.</div></div><div><h3>Financial Disclosure(s)</h3><div>Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.</div></div>","PeriodicalId":74363,"journal":{"name":"Ophthalmology science","volume":"6 2","pages":"Article 100953"},"PeriodicalIF":4.6,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145694609","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Novel Genotype–Phenotype Correlations in CRB1-Retinopathies crb1视网膜病变中新的基因型-表型相关性
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-02-01 Epub Date: 2025-11-15 DOI: 10.1016/j.xops.2025.101010
Ana Catalina Rodriguez-Martinez MD , Cécile Méjécase PhD , Vijay K. Tailor-Hamblin PhD , Bethany E. Higgins PhD , Robert H. Henderson MD , Mariya Moosajee PhD

Objective

This study evaluates genotype–phenotype correlations in CRB1-retinopathies using standardized phenotypic classification and comprehensive analysis of Crumbs homolog 1 (CRB1)-A and CRB1-B involvement alongside in silico protein modeling analysis.

Design

Retrospective multicenter cohort study.

Subjects

A total of 389 patients with biallelic disease-causing CRB1 variants from 50 international cohorts, including 73 patients from Moorfields Eye Hospital.

Methods

Phenotypes were reclassified using standardized diagnostic criteria. Genotype–phenotype correlations were assessed based on CRB1 isoform involvement and protein domain localization of variants, supported by in silico structural modeling.

Main Outcome Measures

Associations between CRB1 variant location, isoform involvement, and clinical phenotypes including Leber congenital amaurosis/early onset severe retinal dystrophy (LCA/EOSRD), retinitis pigmentosa (RP), cone-rod dystrophy, and macular dystrophy (MD).

Results

All patients had variants affecting CRB1-A, with none exclusively affecting CRB1-B. Mutations specific to CRB1-A, sparing CRB1-B were associated with MD. Mutations in exons 6, 7, and 9 were associated to LCA/EOSRD and RP phenotypes, whereas exon 2 variants were linked to MD. Genotype–phenotype correlations included c.1841G>T p.(Gly614Val) linked to LCA/EOSRD and variants exclusively involving exon 11 and 12. Similarly, the variants c.2506C>A p.(Pro836Thr) and c.498_506del p.(Ile167_Gly169del) were linked to MD.

Conclusions

Crumbs homolog 1-A must be affected for disease manifestation, while sparing of CRB1-B leads to milder phenotypes. Novel genotype–phenotype correlations were found using standardized phenotypic classification. Understanding protein structure and isoform involvement is crucial for accurate diagnosis, prognosis, and the development of targeted therapies.

Financial Disclosure(s)

The authors have no proprietary or commercial interest in any materials discussed in this article.
目的:本研究通过标准化表型分类和CRB1 -A和CRB1- b参与的综合分析以及硅蛋白模型分析来评估CRB1视网膜病变的基因型-表型相关性。设计回顾性多中心队列研究。研究对象来自50个国际队列的389例双等位致病CRB1变异体患者,其中73例来自Moorfields眼科医院。方法采用标准化诊断标准重新分类表型。基于CRB1异构体的参与和变异的蛋白质结构域定位,通过计算机结构建模来评估基因型-表型相关性。CRB1变异位置、同型受累与临床表型(包括Leber先天性黑内障/早发性严重视网膜营养不良(LCA/EOSRD)、视网膜色素变性(RP)、锥杆营养不良和黄斑营养不良(MD))之间的关系。结果所有患者均有影响CRB1-A的变异,没有一人只影响CRB1-B。CRB1-A特异性突变,保留CRB1-B与MD相关。外显子6,7和9的突变与LCA/EOSRD和RP表型相关,而外显子2的变体与MD相关。基因型-表型相关性包括与LCA/EOSRD相关的c.1841G>T . p.(Gly614Val)和仅涉及外显子11和12的变体。同样,c.2506C>A p.(Pro836Thr)和c.498_506del p.(Ile167_Gly169del)变异与md相关。结论rumbs同源物1-A在疾病表现中一定受到影响,而保留CRB1-B导致表型较轻。使用标准化表型分类发现了新的基因型-表型相关性。了解蛋白质结构和亚型的参与对准确诊断、预后和靶向治疗的发展至关重要。作者在本文中讨论的任何材料中没有专有或商业利益。
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引用次数: 0
Extending Treatment Duration in Perceptual Learning for Amblyopia 延长弱视知觉学习治疗时间
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-02-01 Epub Date: 2025-11-11 DOI: 10.1016/j.xops.2025.101005
Yusong Zhou MD , Qingqing Ye MB , Xuan Qiu MD, PhD , Zixuan Xu MD, Yunsi He MD, Ying Yao MD, Yangfei Pang MD, Wentong Yu MD, Yudan Zhong MM, Qiuying Li MM, Lei Feng MB, Junpeng Yuan BS, Yun Wen MD, PhD, Zhonghao Wang MD, Jinrong Li MD, PhD

Purpose

Perceptual learning (PL) is a novel therapeutic approach for the treatment of amblyopia. This study evaluated whether extending the duration of PL could yield sustained therapeutic benefits in amblyopia management.

Design

A retrospective observational design.

Methods

Analysis included 93 of 100 patients who completed 6-month lateral masking PL and had 3- or 6-month follow-up data. Missing data were handled using multiple imputation by chained equations. Longitudinal changes in visual function—including best-corrected visual acuity (BCVA), contrast sensitivity function (CSF), and stereopsis—were evaluated using a linear mixed-effects model. To identify factors associated with improvements in BCVA and area under the log CSF (AULCSF), multivariable linear regression models were constructed, incorporating all relevant covariates selected based on clinical significance and evidence from existing literature. Only 1 amblyopic eye per patient was included in the analysis of BCVA and AULCSF. In cases of bilateral amblyopia, the worse eye was selected for the primary analysis. Sensitivity analyses were conducted in 2 ways: (1) using measurements from the better eye and (2) using datasets in which missing values had been imputed based on logical rules; the missing value was replaced with the worse outcome of the 2 observed values from the remaining time points.

Main Outcome Measures

Measurements included BCVA, CSF, and stereoacuity.

Results

A total of 93 participants (46 males and 47 females) were enrolled, with a mean age of 15.3 ± 8.3 years. Amblyopia subtypes included: isoametropic (n = 8), anisometropic (n = 63), strabismic (n = 12), deprivation (n = 1), and mixed (n = 9). Analysis revealed significant and sustained improvements in both BCVA and the AULCSF. Near stereopsis also improved following 3 months of PL training. However, further extension of the training duration did not result in additional significant gains in stereopsis. Multivariable linear regression analysis indicated that initial baseline visual function and history of occlusion therapy were the primary factors associated with the improvement of BCVA and AULCSF.

Conclusions

Perceptual learning treatment can improve the visual function of amblyopia patients. Considering that extending the duration of PL still resulted in measurable visual improvements, a 6-month training of PL appears to be necessary.

Financial Disclosure(s)

The authors have no proprietary or commercial interest in any materials discussed in this article.
目的:知觉学习是一种治疗弱视的新方法。本研究评估了延长PL持续时间是否能在弱视治疗中产生持续的治疗效果。设计:回顾性观察设计。方法对100例完成6个月侧掩术的患者中的93例进行分析,随访3或6个月。缺失数据的处理采用链式方程的多次插值。视觉功能的纵向变化——包括最佳矫正视力(BCVA)、对比敏感度函数(CSF)和立体视——使用线性混合效应模型进行评估。为了确定BCVA和脑脊液下面积(AULCSF)改善的相关因素,我们构建了多变量线性回归模型,纳入根据临床意义和现有文献证据选择的所有相关协变量。在BCVA和AULCSF分析中,每位患者仅纳入1只弱视眼。在双侧弱视的情况下,选择较差的眼睛进行初步分析。敏感性分析以两种方式进行:(1)使用更好的眼睛的测量值;(2)使用根据逻辑规则输入缺失值的数据集;将缺失值替换为剩余时间点的2个观测值的较差结果。主要结果测量包括BCVA、CSF和立体视敏度。结果共纳入受试者93例(男46例,女47例),平均年龄15.3±8.3岁。弱视亚型包括:等屈光(n = 8)、异屈光(n = 63)、斜视(n = 12)、剥夺性(n = 1)和混合性(n = 9)。分析显示BCVA和AULCSF均有显著且持续的改善。近立体视觉在3个月的PL训练后也得到了改善。然而,进一步延长训练时间并没有导致立体视觉的额外显著收益。多变量线性回归分析显示,初始基线视觉功能和闭塞治疗史是影响BCVA和AULCSF改善的主要因素。结论知觉学习治疗可改善弱视患者的视功能。考虑到延长视觉训练的时间仍然会导致可测量的视觉改善,6个月的视觉训练似乎是必要的。作者在本文中讨论的任何材料中没有专有或商业利益。
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引用次数: 0
Intravitreal Gene Therapy with LX102-C01 in Neovascular Age-Related Macular Degeneration: A Phase I Dose-Escalation Study of 12-Month Safety and Efficacy Outcomes LX102-C01玻璃体内基因治疗新生血管性年龄相关性黄斑变性:一项为期12个月的安全性和有效性的I期剂量递增研究
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-02-01 Epub Date: 2025-10-10 DOI: 10.1016/j.xops.2025.100970
Junran Sun , Mengxi Shen , Jieqiong Chen , Yidong Wu , Yanping Zhou , Jingyang Feng , Yuxuan Cheng , Huixun Jia , Xiaolu Yang , YuanYuan Gong , Yang Liu , Hong Wang , Ruikang K. Wang , Philip J. Rosenfeld , Tong Li , Fenghua Wang , Xiaodong Sun

Purpose

To assess the safety, tolerability, and preliminary efficacy of a single intravitreal injection of LX102-C01 in eyes with neovascular age-related macular degeneration (nAMD) followed up to 52 weeks.

Design

Open-label, single-center, dose-escalation investigator-initiated trial (NCT05831007) with 2 cohorts (3E10 vector genome [vg] and 1E11 vg per eye).

Subjects

Eyes with choroidal neovascularization secondary to nAMD, subretinal or intraretinal fluid, and a history of >2 anti-VEGF treatments in the past 6 months with a good response.

Methods

All patients received 1 injection of aflibercept 2 weeks before LX102-C01. Dose escalation started with 3E10 vg and increased to 1E11 vg per eye. Visual acuity, anatomy, and adverse events (AEs) were assessed. Macular choroidal thickness (CT) and vascularity were measured using a 6 × 6 mm scan on swept-source OCT angiography imaging.

Main Outcome Measures

The primary endpoint was AEs at 1 year. The secondary endpoints were best-corrected visual acuity (BCVA), central subfield thickness (CST), and incidence of rescue treatment. Exploratory endpoints included the macular hypoautofluorescent area, CT, and choroidal vascularity index (CVI).

Results

Six eyes of 6 patients were included. There were no LX102-C01–related nonocular AEs. All LX102-C01–related ocular AEs were mild, predominantly anterior inflammation. There was no evidence of vasculitis, retinitis, choroiditis, vascular occlusions, or endophthalmitis. Two eyes from 2 patients developed recurrent subretinal fluid or hemorrhages that did not meet rescue criteria and resolved spontaneously after 1 to 2 months. All patients were free of rescue anti-VEGF treatments till the latest visit. Compared to baseline, BCVA maintained and CST decreased up to 12 months in both cohorts. The area of hypo-autofluorescence remained stable in both groups. The mean choroidal thickness (MCT) decreased from 162.1 μm to 147.1 μm (P = 0.03), but the CVI measurement showed no significant change (P = 0.6) up to 12 months. Changes in the MCT and CVI showed no statistically significant differences compared with the control group receiving standard aflibercept treatment.

Conclusions

LX102-C01 showed a favorable safety profile and potential efficacy in this preliminary 52-week study, with no observed macular atrophy, suggesting short-term tolerability of gene therapy associated anti-VEGF expression.

Financial Disclosures

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的评价LX102-C01单次玻璃体内注射治疗新生血管性年龄相关性黄斑变性(nAMD)随访52周的安全性、耐受性和初步疗效。设计一项单中心、剂量递增的研究者启动试验(NCT05831007),有2个队列(每只眼睛3E10个载体基因组和1E11个基因组)。受试者:有继发于nAMD的脉络膜新生血管,视网膜下或视网膜内积液,过去6个月有2次抗vegf治疗史,反应良好。方法所有患者均于LX102-C01前2周注射阿布西普1次。剂量递增从每眼3E10 vg开始,增加到每眼1E11 vg。评估视力、解剖结构和不良事件(ae)。黄斑脉络膜厚度(CT)和血管分布采用扫描源OCT血管造影成像6 × 6 mm扫描。主要终点为1年ae。次要终点是最佳矫正视力(BCVA)、中心亚野厚度(CST)和抢救治疗的发生率。探索性终点包括黄斑低自荧光区、CT和脉络膜血管指数(CVI)。结果纳入6例患者6只眼。无lx102 - c01相关的非眼ae。所有与lx102 - c01相关的眼部不良反应均为轻度,主要为前眼炎症。没有血管炎、视网膜炎、脉络膜炎、血管闭塞或眼内炎的证据。2例患者2只眼出现复发性视网膜下积液或出血,不符合抢救标准,1 ~ 2个月后自行消退。截至最近一次复诊,所有患者均未接受抗vegf抢救治疗。与基线相比,两个队列的BCVA维持和CST下降长达12个月。两组的亚自体荧光区保持稳定。平均脉络膜厚度(MCT)从162.1 μm下降到147.1 μm (P = 0.03),但CVI测量在12个月内无显著变化(P = 0.6)。MCT和CVI的变化与接受阿非利西普标准治疗的对照组相比无统计学差异。结论在这项为期52周的初步研究中,slx102 - c01显示出良好的安全性和潜在的疗效,未观察到黄斑萎缩,提示与抗vegf表达相关的基因治疗具有短期耐受性。财务披露专有或商业披露可在本文末尾的脚注和披露中找到。
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引用次数: 0
Chronic Kidney Disease as a Risk Factor for Age-Related Macular Degeneration: A Prospective Cohort and Mendelian Randomization Analyses 慢性肾脏疾病是年龄相关性黄斑变性的危险因素:前瞻性队列和孟德尔随机化分析
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-02-01 Epub Date: 2025-12-13 DOI: 10.1016/j.xops.2025.101036
Yu Jer Hsiao , Hengtong Li MSc , Can Can Xue PhD , Crystal Chun Yuen Chong , Enwen Zhu PhD , Qiang Yuan , Marco Yu PhD , Chui Ming Gemmy Cheung MD , Qiao Fan PhD , Charumathi Sabanayagam PhD , Yih-Chung Tham PhD , Ching-Yu Cheng MD, PhD

Purpose

To evaluate shared genetic influences and investigate the association of chronic kidney disease (CKD) with the risk for advanced age-related macular degeneration (AMD).

Design

Prospective cohort study and 2-sample Mendelian randomization (MR) analyses.

Participants

Data from 430 016 participants in the UK Biobank cohort and summary statistics from the largest publicly available genome-wide association studies on estimated glomerular filtration rate (eGFR) (n = 1 004 040) and advanced AMD (n = 33 976; 16 144 cases) were analyzed.

Methods

Cox regression models were used to assess the association between CKD and incident AMD, adjusting for demographic, lifestyle, and clinical covariates. For MR analyses, we used the random-effects inverse-variance weighted model as the primary model, supported by 5 additional MR models for sensitivity analyses. A causal relationship was considered significant if P < 0.05 in the primary model and in ≥2 sensitivity models, with all MR models showing a consistent effect direction. Colocalization analysis was performed to further identify shared genetic loci linking CKD and AMD.

Main Outcome Measures

Causal associations between eGFR and advanced AMD.

Results

In the UK Biobank, baseline CKD was significantly associated with an increased risk of incident AMD (hazard ratio, 1.12; 95% confidence interval [CI], 1.01–1.25; P = 0.035) over a 10-year follow-up. Mendelian randomization analyses also demonstrated causality between lower eGFR and higher risk of advanced AMD (odds ratio, 2.03; 95% CI, 1.01–4.08; P = 0.048). Colocalization analysis indicated that the apolipoprotein E gene may contribute to this causality (rs56131196; colocalization posterior probability = 1.00, P = 2.29 x 10-33 for AMD; P = 2.29 x 10-13 for eGFR).

Conclusions

Both prospective cohort and MR analyses support causality between CKD and AMD, highlighting the need for AMD screening among patients with CKD.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的探讨慢性肾脏疾病(CKD)与晚期老年性黄斑变性(AMD)风险的共同遗传影响和相关性。设计前瞻性队列研究和两样本孟德尔随机化(MR)分析。研究人员分析了来自英国生物银行队列43016名参与者的数据,以及来自最大的公开全基因组关联研究的汇总统计数据,这些研究涉及肾小球滤过率(eGFR) (n = 1 004 040)和晚期AMD (n = 33 976; 16 144例)。方法采用scox回归模型评估CKD与AMD发生率之间的关系,调整人口统计学、生活方式和临床协变量。在MR分析中,我们使用随机效应反方差加权模型作为主要模型,并使用另外5个MR模型进行敏感性分析。在主要模型和≥2个敏感性模型中,因果关系为被认为是显著的P <; 0.05,所有MR模型都显示出一致的影响方向。进行共定位分析以进一步确定连接CKD和AMD的共享遗传位点。eGFR与晚期AMD之间的因果关系。结果在UK Biobank中,基线CKD与AMD发生风险增加显著相关(风险比1.12;95%可信区间[CI], 1.01-1.25; P = 0.035)。孟德尔随机化分析也显示eGFR较低与晚期AMD风险较高之间存在因果关系(优势比2.03;95% CI, 1.01-4.08; P = 0.048)。共定位分析表明载脂蛋白E基因可能与这种因果关系有关(rs56131196;共定位后验概率= 1.00,AMD的P = 2.29 x 10-33; eGFR的P = 2.29 x 10-13)。结论:前瞻性队列和MR分析均支持CKD和AMD之间的因果关系,强调CKD患者中AMD筛查的必要性。财务披露专有或商业披露可在本文末尾的脚注和披露中找到。
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引用次数: 0
期刊
Ophthalmology science
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