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Re: Most et al: Can Multimodal Large Language Models Diagnose Diabetic Retinopathy from Fundus Photos? A Quantitative Evaluation 回复:Most等人:多模态大语言模型能从眼底照片诊断糖尿病视网膜病变吗?A定量评价
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-01-08 DOI: 10.1016/j.xops.2026.101063
Lavinia Loss Henriques MD , Carolina Pelegrini Barbosa Gracitelli MD, PhD , Fernando Roberte Zanetti MD, MSc , Ricardo Luz Leitão Guerra MD, MSc
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引用次数: 0
Re: Henriques et al Correspondence Re: Most et al: Can Multimodal Large Language Models Diagnose Diabetic Retinopathy from Fundus Photos? A Quantitative Evaluation Re: Most et al:多模态大语言模型能从眼底照片诊断糖尿病视网膜病变吗?A定量评价
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-01-08 DOI: 10.1016/j.xops.2026.101064
Jesse A. Most BA , Dirk-Uwe G. Bartsch PhD , Shyamanga Borooah FRCOphth, PhD
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引用次数: 0
Predicting Variability and Reliability in Visual Field Testing: Short- and Long-Term Approaches 预测变异性和可靠性在视野测试:短期和长期的方法
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-01-07 DOI: 10.1016/j.xops.2026.101065
Jack Phu MD, PhD , Henrietta Wang MPH , Jeremy C.K. Tan MD , Michael Kalloniatis MScOptom, PhD
<div><h3>Purpose</h3><div>To predict intrinsic measurement variability and reliability (any cause of data loss) in visual field (VF) results using a computer simulation model.</div></div><div><h3>Design</h3><div>Computer simulation study.</div></div><div><h3>Subjects</h3><div>One hundred thousand subjects simulated with empirical mean deviation, progression rate, variability, and reliability characteristics.</div></div><div><h3>Methods</h3><div>One hundred thousand subjects were simulated to undergo 4 VF tests per visit, 3 monthly, over 20 years (long-term condition) and 4 VF tests per visit daily over 28 days (short-term condition). Permutations of 1-4 tests per visit over 3-, 6-, and 12-monthly (long-term) and 1-, 2-, and 4-daily (short-term) review intervals were used. Visual field variabilities were estimated sequentially until 3 consecutive visits returned variabilities within 5% of each other using a rolling window. The same was applied to reliability. The last visit of the window denoted the critical time to estimating variability using the consecutive clinical criterion (TcV) and critical time to estimating reliability using the consecutive clinical criterion (TcR) estimation. Additionally, we identified the critical time at which 3 consecutive visits were within 5% of the ground truth (critical time to estimating variability using the consecutive clinical criterion and comparison with the ground truth [TgV] and critical time to estimating reliability using the consecutive clinical criterion and comparison with the ground truth [TgR]).</div></div><div><h3>Main Measures</h3><div>Critical time to estimating intrinsic variability and reliability.</div></div><div><h3>Results</h3><div>The most intensive long-term approach (4 tests/visit, 3 monthly) required a median of 6 years to reach TcV. In the long-term, most subjects arrived at TcR within 2 years, but short-term testing (even with 1 test per visit) required only 5 days of daily testing. More tests per visit and more frequent reviews shortened the critical time. Average differences between the estimated variability and reliability at TcV and TcR and their ground truth results were clinically small (within 1 decibel and 10%, respectively). Mean deviation, progression rate, and variability were significant predictors of TcV and TgV for long-term follow-up, with no clinically significant predictors for short-term variability (R<sup>2</sup> < 0.0001). Only reliability predicted TcR and TgR. Predictors had low coefficients of determination (<0.2).</div></div><div><h3>Conclusions</h3><div>Longitudinal estimates of variability are not likely achievable in clinical practice, but short-term intensive VF testing unaffected by progression can return variability and reliability rates within reasonable timeframes. We provide a framework for the effect of variability for the likelihood of detecting differences in VF results over time, given reliability rates.</div></div><div><h3>Financial Disclosu
目的利用计算机模拟模型预测视野(VF)结果的内在测量变异性和可靠性(任何数据丢失的原因)。计算机仿真研究。10万名受试者模拟了经验平均偏差、进展率、可变性和可靠性特征。方法对10万名受试者进行模拟VF测试,长期组为每次访视4次,每月3次,超过20年;短期组为每天访视4次,超过28天。在3个月、6个月和12个月(长期)和1个月、2个月和4个月(短期)的复查间隔内,每次就诊进行1-4次检查。按顺序估计视野变异性,直到连续3次使用滚动窗口返回的变异性在5%以内。可靠性也是如此。最后一次访问窗口表示使用连续临床标准(TcV)估计变异性的临界时间和使用连续临床标准(TcR)估计可靠性的临界时间。此外,我们确定了连续3次就诊在基础真值5%以内的关键时间(使用连续临床标准估计变异性并与基础真值比较的关键时间[TgV]和使用连续临床标准估计可靠性并与基础真值比较的关键时间[TgR])。主要测量估计内在变异性和可靠性的关键时间。结果最密集的长期方法(4次检查/次就诊,3个月)需要6年才能达到TcV。从长期来看,大多数受试者在2年内达到TcR,但短期测试(即使每次就诊1次)只需要每天5天的测试。每次访问更多的测试和更频繁的审查缩短了关键时间。TcV和TcR的估计变异性和可靠性与其基础真值结果之间的平均差异在临床上很小(分别在1分贝和10%以内)。在长期随访中,平均偏差、进展率和变异性是TcV和TgV的显著预测因子,而短期变异性无临床显著预测因子(R2 < 0.0001)。只有信度预测TcR和TgR。预测因子的决定系数较低(<0.2)。结论:在临床实践中,对变异性的纵向估计不太可能实现,但不受进展影响的短期强化VF测试可以在合理的时间框架内返回变异性和可靠性。我们提供了一个框架,变异性的影响的可能性检测差异的VF结果随着时间的推移,给定的可靠性。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。
{"title":"Predicting Variability and Reliability in Visual Field Testing: Short- and Long-Term Approaches","authors":"Jack Phu MD, PhD ,&nbsp;Henrietta Wang MPH ,&nbsp;Jeremy C.K. Tan MD ,&nbsp;Michael Kalloniatis MScOptom, PhD","doi":"10.1016/j.xops.2026.101065","DOIUrl":"10.1016/j.xops.2026.101065","url":null,"abstract":"&lt;div&gt;&lt;h3&gt;Purpose&lt;/h3&gt;&lt;div&gt;To predict intrinsic measurement variability and reliability (any cause of data loss) in visual field (VF) results using a computer simulation model.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Design&lt;/h3&gt;&lt;div&gt;Computer simulation study.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Subjects&lt;/h3&gt;&lt;div&gt;One hundred thousand subjects simulated with empirical mean deviation, progression rate, variability, and reliability characteristics.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Methods&lt;/h3&gt;&lt;div&gt;One hundred thousand subjects were simulated to undergo 4 VF tests per visit, 3 monthly, over 20 years (long-term condition) and 4 VF tests per visit daily over 28 days (short-term condition). Permutations of 1-4 tests per visit over 3-, 6-, and 12-monthly (long-term) and 1-, 2-, and 4-daily (short-term) review intervals were used. Visual field variabilities were estimated sequentially until 3 consecutive visits returned variabilities within 5% of each other using a rolling window. The same was applied to reliability. The last visit of the window denoted the critical time to estimating variability using the consecutive clinical criterion (TcV) and critical time to estimating reliability using the consecutive clinical criterion (TcR) estimation. Additionally, we identified the critical time at which 3 consecutive visits were within 5% of the ground truth (critical time to estimating variability using the consecutive clinical criterion and comparison with the ground truth [TgV] and critical time to estimating reliability using the consecutive clinical criterion and comparison with the ground truth [TgR]).&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Main Measures&lt;/h3&gt;&lt;div&gt;Critical time to estimating intrinsic variability and reliability.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Results&lt;/h3&gt;&lt;div&gt;The most intensive long-term approach (4 tests/visit, 3 monthly) required a median of 6 years to reach TcV. In the long-term, most subjects arrived at TcR within 2 years, but short-term testing (even with 1 test per visit) required only 5 days of daily testing. More tests per visit and more frequent reviews shortened the critical time. Average differences between the estimated variability and reliability at TcV and TcR and their ground truth results were clinically small (within 1 decibel and 10%, respectively). Mean deviation, progression rate, and variability were significant predictors of TcV and TgV for long-term follow-up, with no clinically significant predictors for short-term variability (R&lt;sup&gt;2&lt;/sup&gt; &lt; 0.0001). Only reliability predicted TcR and TgR. Predictors had low coefficients of determination (&lt;0.2).&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Conclusions&lt;/h3&gt;&lt;div&gt;Longitudinal estimates of variability are not likely achievable in clinical practice, but short-term intensive VF testing unaffected by progression can return variability and reliability rates within reasonable timeframes. We provide a framework for the effect of variability for the likelihood of detecting differences in VF results over time, given reliability rates.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Financial Disclosu","PeriodicalId":74363,"journal":{"name":"Ophthalmology science","volume":"6 3","pages":"Article 101065"},"PeriodicalIF":4.6,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146189730","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
Interpretable Aging Signatures in Human Retinal Cell Types Revealed by Single-Cell RNA Sequencing and Sparse Logistic Regression 单细胞RNA测序和稀疏逻辑回归揭示了人类视网膜细胞类型可解释的衰老特征。
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-01-06 DOI: 10.1016/j.xops.2025.101062
Luning Yang PhD , Sen Lin MS , Yiwen Tao BS , Qi Pan MS , Tengda Cai MS , Yunyan Ye PhD , Jianhui Liu PhD , Yang Zhou PhD , Yongqing Shao MS , Quanyong Yi PhD , Zen Huat Lu PhD , Lie Chen PhD , Gareth McKay PhD , Richard Rankin PhD , Fan Li PhD , Weihua Meng PhD

Purpose

To characterize cell-type-specific transcriptional changes during human retinal aging and develop machine learning (ML) model for cellular age discrimination in a Chinese cohort.

Design

Cross-sectional, laboratory-based observational study.

Participants

Eighteen unfrozen retinas from 12 Chinese donors (9 young, 34-55 y; 9 old, 68-92 y).

Methods

Single-cell RNA sequencing (10x, v3.1) generated 223 612 cells, batch-corrected with single-cell variational inference; age-related signatures were defined by intersecting single-cell and pseudobulk differentially expressed genes (DEGs), then cell-type-specific panels were rank-ordered with L1-regularized logistic regression plus recursive feature elimination and interpreted through hallmark-pathway enrichment and transcription factor (TF) regulon mapping.

Main Outcome Measures

Age-related cellular composition shifts; cell-type-specific DEGs; ML classifier accuracy and feature rankings; TF regulon activity changes.

Results

Eleven major retinal cell populations were identified. Aging showed declining rod-to-cone ratios, reduced bipolar cell (BC) proportions among interneurons, and increased astrocyte abundance. Müller glial cells exhibited the most pronounced transcriptional changes, followed by BCs and rods. Machine learning classifiers achieved 80% to 96% accuracy across cell types (microglia 96%, horizontal cells [HCs] 93%, BCs 91%, cones 90%, rods 89%). Shared aging signatures included mitochondrial dysfunction and inflammatory activation. Cell-specific vulnerabilities emerged: mitochondria-centric stress in rods/BCs, proteostasis-retinoid metabolism in cones, and structural-RNA maintenance in HCs.

Conclusions

This study provides the first ML derived, cell-type-specific aging signatures for human retina in a Chinese cohort, revealing both conserved molecular hallmarks and distinctive cellular vulnerabilities that inform targeted therapeutic strategies for retinal aging.

Financial Disclosure(s)

The author has no/the authors have no proprietary or commercial interest in any materials discussed in this article.
目的:表征人类视网膜衰老过程中细胞类型特异性转录变化,并在中国队列中建立细胞年龄判别的机器学习(ML)模型。设计:横断面,实验室为基础的观察性研究。参与者:来自12名中国供体的18例未冷冻视网膜(9例年轻,34-55岁;9例老年,68-92岁)。方法:单细胞RNA测序(10x, v3.1)产生223 612个细胞,用单细胞变分推理进行批量校正;通过交叉单细胞和假体差异表达基因(DEGs)定义年龄相关特征,然后使用l1正则化逻辑回归加递归特征消除对细胞类型特异性面板进行排序,并通过标记通路富集和转录因子(TF)调控子定位进行解释。主要观察指标:与年龄相关的细胞组成变化;cell-type-specific度;机器学习分类器精度和特征排名;TF调节活性改变。结果:鉴定出11个主要的视网膜细胞群。衰老表现为杆锥比下降,中间神经元中双极细胞(BC)比例减少,星形胶质细胞丰度增加。mller胶质细胞表现出最明显的转录变化,其次是BCs和杆状细胞。机器学习分类器在细胞类型上的准确率达到80%到96%(小胶质细胞96%,水平细胞[hc] 93%, bc 91%,锥细胞90%,杆状细胞89%)。共同的衰老特征包括线粒体功能障碍和炎症激活。细胞特异性的脆弱性出现了:杆状细胞/BCs中的线粒体中心应激,锥体中的蛋白质固定-类视黄酮代谢,以及hc中的结构- rna维持。结论:本研究在中国人群中首次提供了ML衍生的细胞类型特异性衰老特征,揭示了保守的分子特征和独特的细胞脆弱性,为视网膜衰老的靶向治疗策略提供了信息。财务披露:作者在本文中讨论的任何材料中没有任何专有或商业利益。
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引用次数: 0
Associations between Intraocular Pressure or Glaucoma Medication with Axial Length and Pathologic Myopia Incidence and Progression 眼内压或青光眼药物与眼轴长度和病理性近视发生率和进展的关系
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-01-06 DOI: 10.1016/j.xops.2025.101061
Maverick Wenhao Wong MBBS , Huanye Li BEng , Yee Shan Dan MSc , Samantha CN. Lor , Raphael Soh MBBS , Quan V. Hoang MD, PhD , Rachel S. Chong MBBS, PhD
<div><h3>Objective</h3><div>To investigate the relationship between intraocular pressure (IOP) and antiglaucoma medications on both the incidence and progression of myopic macular degeneration (MMD), posterior staphyloma and axial length (AXL) elongation in highly myopic (HM) eyes.</div></div><div><h3>Design</h3><div>A retrospective multiethnic cohort study with cross-sectional and longitudinal analyses.</div></div><div><h3>Subjects, Participants, and/or Controls</h3><div>Nine hundred eighty-eight HM eyes from 518 multi-ethnic subjects assessed at the Singapore National Eye Centre (2017–2022). Eyes with glaucoma or on existing IOP-lowering therapy were excluded from the primary analyses. Secondary cross-sectional and longitudinal analyses included eyes with glaucoma to explore medication effects.</div></div><div><h3>Methods</h3><div>Intraocular pressure was measured with noncontact tonometry. Logistic and linear regression models assessed associations between IOP and MMD/staphyloma presence and progression and AXL elongation. Multivariate analysis was performed to identify independent predictors of progression, including effects of antiglaucoma medication use.</div></div><div><h3>Main Outcome Measures</h3><div>Presence and progression of MMD and staphyloma, current AXL, and AXL elongation as determined by imaging and clinical examination. Progression was defined by changes in MMD grade, atrophic lesions, or structural staphyloma features over time.</div></div><div><h3>Results</h3><div>In nonglaucomatous eyes, IOP was not significantly associated with the presence or progression of MMD, staphyloma, or AXL (all <em>P</em> > 0.05). Across all eyes, longer AXL was correlated with earlier spectacle onset, worse visual acuity, longer anterior chamber depth, presence of tilted disc, superior peripapillary atrophy, vitreomacular traction, staphyloma, epiretinal membrane, dome- or saddle-shaped macula, and lacquer crack (<em>P</em> < 0.05). In longitudinal analyses, baseline glaucoma medication use was significantly associated with reduced AXL elongation over time (β = –0.077, <em>P</em> = 0.036), independent of IOP, whereas tilted disc and staphyloma presence predicted greater elongation (<em>P</em> < 0.05). Myopic macular degeneration and staphyloma progression were primarily associated with structural factors, including presence of sloped fovea, macular retinoschisis, epiretinal membrane, and dome- or saddle-shaped macula at baseline (<em>P</em> < 0.05).</div></div><div><h3>Conclusions</h3><div>Intraocular pressure was not associated with pathologic myopia-related structural changes or AXL in HM eyes. In contrast, use of antiglaucoma medications was associated with reduced AXL elongation. These findings suggest the potential for IOP-independent pharmacologic modulation of AXL in HM eyes.</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
目的探讨眼压(IOP)与抗青光眼药物对高度近视(HM)眼的近视性黄斑变性(MMD)、后葡萄肿和轴长(AXL)延长的发生和进展的关系。设计:采用横断面和纵向分析的回顾性多民族队列研究。受试者、参与者和/或对照:在新加坡国家眼科中心(2017-2022)评估了518名多民族受试者的988只HM眼睛。患有青光眼或正在接受现有降低眼压治疗的眼睛被排除在初步分析之外。二次横断面和纵向分析纳入了青光眼,以探讨药物的效果。方法采用非接触式眼压计测量眼压。Logistic和线性回归模型评估了眼压与烟雾病/葡萄肿存在、进展和AXL伸长之间的关系。进行多变量分析以确定独立的进展预测因素,包括抗青光眼药物使用的影响。主要观察指标:烟雾病和葡萄肿的存在和进展,当前AXL, AXL伸长由影像学和临床检查确定。随着时间的推移,烟雾等级、萎缩性病变或结构性葡萄肿特征的变化定义了进展。结果在非青光眼中,IOP与烟雾病、葡萄肿、AXL的存在或进展无显著相关性(P > 0.05)。在所有眼睛中,AXL越长与眼镜发生时间越早、视力越差、前房深度越深、椎间盘倾斜、上乳头周围萎缩、玻璃体黄斑牵拉、葡萄肿、视网膜前膜、穹状或鞍状黄斑、漆裂纹相关(P < 0.05)。在纵向分析中,基线青光眼药物使用与随时间推移AXL伸长减少显著相关(β = -0.077, P = 0.036),与IOP无关,而倾斜的椎间盘和葡萄肿的存在预示着更大的伸长(P < 0.05)。近视黄斑变性和葡萄肿进展主要与结构因素相关,包括基线时出现倾斜的中央凹、黄斑视网膜裂、视网膜前膜和穹状或鞍状黄斑(P < 0.05)。结论眼内压与病理性近视相关的结构改变或AXL无关。相反,使用抗青光眼药物与AXL伸长减少有关。这些发现提示在HM眼中AXL可能存在不依赖于眼压的药理调节。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
Automated Nonperfusion Quantification in Diabetic Retinopathy on Ultra-Widefield Swept-Source OCT Angiography 超宽视场扫描源OCT血管造影在糖尿病视网膜病变中的自动非灌注定量
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-01-05 DOI: 10.1016/j.xops.2025.101059
Tai Yong Loh MBBS , Juling Sia MBBS , Wei Hing Seah MBBS , Lingyi Zhuang MBBS , Wenjun Song MD , Yue Qiu , Xiaofeng Shen M.Eng , Zhongqing Yu M.Eng , Ryan Tan MBBS , Nuo Tang MBBS , Yusra Asad MBBS , Colin Ming Hui Goh MBBS , Charmayne Xinyi Ang MBBS , Celyn Chng MBBS , Peiqi Lo MBBS , Pavan Paniharam MBBS , Ser Koon Goh MBBS , Hnin Hnin Oo MBBS , Min Wang MD, PhD , Rupesh Agrawal MD , Sandy Wenting Zhou MD

Purpose

To evaluate the performance of a customized deep learning algorithm for automated segmentation of nonperfusion area (NPA) on ultra-widefield swept-source OCTA (UWF SS-OCTA) and its utility in diabetic retinopathy (DR) severity assessment.

Design

Cross-sectional study.

Subjects

A total of 180 eyes from 122 participants representing all grades of DR severity.

Methods

We developed a convolutional neural network based on a multiscale U-Net backbone with squeeze-and-excitation attention for segmentation of NPAs on en face SS-OCTA all-retinal-layer images from 3 scan patterns: 6 × 6 mm, 12 × 12 mm, and 29 × 24 mm. Ground-truth annotations of NPAs and nongradable area (NGA) on en face OCTA images were generated by 2 independent graders and adjudicated by a vitreoretinal specialist. A corresponding en face structural OCT image was incorporated to distinguish true NPAs from shadow artifacts. Segmentation outputs included NPA, NGA, and shadow artifacts. Pixel-level accuracy was assessed with the F1 score. Nonperfusion index (NPI) was defined as NPA/gradable area. The level of agreement between human-labeled and algorithm-predicted NPI was analyzed using Bland–Altman analysis.

Main Outcome Measures

Algorithm F1 score and NPI.

Results

The algorithm for NPA segmentation achieved a mean F1 score of 0.82 ± 0.01 in 6 × 6 mm, 0.84 ± 0.03 in 12 × 12 mm, and 0.83 ± 0.02 in 29 × 24 mm, with no significant difference across fields of view (P = 0.12). Algorithm-derived NPI strongly agreed with expert grading (intraclass correlation coefficient >0.979). Both human- and algorithm-derived NPI increased progressively with increased DR severity in all scan patterns demonstrated by the Kruskal–Wallis test (6 × 6 mm: human: P = 0.02; algorithm: P = 0.03; 12 × 12 mm: algorithm P < 0.001; human P < 0.001; 29 × 24 mm: algorithm: P < 0.001; human: P < 0.001) with the largest magnitude of increase in 29 × 24 mm scans. The algorithm for foveal avascular zone segmentation also achieved a mean F1 score of 0.88 ± 0.05 for 6 × 6 mm images and 0.85 ± 0.05 for 12 × 12 mm images.

Conclusions

This deep learning algorithm was validated on single-scan UWF SS-OCTA for automated NPA segmentation and quantification. It demonstrates high accuracy and scalability across multiple scan sizes, supporting its potential integration into objective DR OCTA biomarker analysis.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的评价一种自定义深度学习算法在超宽视场扫描源OCTA (UWF - SS-OCTA)上非灌注区自动分割(NPA)的性能及其在糖尿病视网膜病变(DR)严重程度评估中的应用。DesignCross-sectional研究。受试者:来自122名参与者的180只眼睛,代表了所有程度的DR严重程度。方法基于多尺度U-Net骨干网,结合挤压-激发关注,构建了一种卷积神经网络,对6 × 6mm、12 × 12mm和29 × 24mm三种扫描模式的SS-OCTA全视网膜层图像进行npa分割。正面OCTA图像的npa和不可分级区域(NGA)的Ground-truth注释由2名独立分级员生成,并由一位玻璃体视网膜专家进行评审。结合相应的正面结构OCT图像来区分真正的npa和阴影伪影。分割输出包括NPA、NGA和阴影伪影。用F1评分评估像素级精度。非灌注指数(NPI)定义为NPA/可分级面积。使用Bland-Altman分析分析人工标记和算法预测NPI之间的一致程度。主要观察指标:算法F1评分和NPI。结果NPA分割算法在6 × 6 mm、12 × 12 mm和29 × 24 mm图像上的F1平均得分分别为0.82±0.01、0.84±0.03和0.83±0.02,视场间差异无统计学意义(P = 0.12)。算法导出的NPI与专家评分高度一致(类内相关系数>;0.979)。在Kruskal-Wallis测试显示的所有扫描模式中,人类和算法衍生的NPI都随着DR严重程度的增加而逐渐增加(6 × 6 mm:人类:P = 0.02;算法:P = 0.03; 12 × 12 mm:算法P <; 0.001;人类P <; 0.001; 29 × 24 mm:算法:P <; 0.001;人类:P <; 0.001),其中29 × 24 mm扫描增加幅度最大。该算法对6 × 6 mm图像的F1平均评分为0.88±0.05,对12 × 12 mm图像的F1平均评分为0.85±0.05。结论该深度学习算法在单扫描UWF - SS-OCTA上得到了验证,可用于NPA的自动分割和量化。它在多种扫描尺寸上具有很高的准确性和可扩展性,支持其与客观DR OCTA生物标志物分析的潜在集成。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
Determining Genetic Cause of Posterior Staphylomas in Eyes with Pathologic Myopia by Whole Exome Sequencing 通过全外显子组测序确定病理性近视眼后葡萄肿的遗传原因
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-01-05 DOI: 10.1016/j.xops.2025.101058
Ziye Wang MD , Changyu Chen MD, PhD , Yijin Wu MD , Yuki Nagata PhD , Toshihiro Tanaka MD, PhD , Shiqi Xie MD, PhD , Hongshuang Lu MD, PhD , Yining Wang MD , Jianping Xiong MD, PhD , Liwen Zhang MD , Koju Kamoi MD, PhD , Kyoko Ohno-Matsui MD, PhD
<div><h3>Purpose</h3><div>To identify genetic variants in posterior staphylomas in eyes with pathologic myopia using whole exome sequencing and to determine possible molecular mechanisms contributing to the pathogenesis.</div></div><div><h3>Design</h3><div>An observational, case-control study.</div></div><div><h3>Participants</h3><div>Two hundred sixty-four unrelated Japanese patients with myopia (≤ –0.50 diopters) and posterior staphyloma, which was diagnosed by ultra-widefield OCT, 3-dimensional magnetic resonance imaging, and Optos imaging.</div></div><div><h3>Methods</h3><div>Whole exome sequencing was performed on genomic DNA from peripheral blood. After variant filtering, the allelic frequencies were compared with control data obtained from East Asian subsets of the 1000 Genomes Project Phase III, the Exome Aggregation Consortium, and the Japanese Multi-Omics Reference Panel using Fisher exact test. A gene panel was constructed based on 13 staphyloma-associated disorders. Variants showing significant frequency differences (<em>P</em> ≤ 0.05) and an overlap of the gene panel were analyzed using gene set enrichment analysis with the DAVID Knowledgebase (v2023q4). Protein–protein interaction analysis was performed to assess functional associations.</div></div><div><h3>Main Outcome Measures</h3><div>The statistically associated variants and genes, gene set enrichment analysis results, protein–protein interaction networks, and involvement of basement membrane structures, including the inner limiting membrane (ILM) and Bruch membrane, were studied.</div></div><div><h3>Results</h3><div>Whole exome sequencing identified 16 656 missense variants in 8628 genes. Comparative allele frequency analyses with public databases revealed 3925 variants that had significantly higher allelic frequencies in the subjects. Of these, 81 genes overlapped with a curated staphyloma-related gene panel and were subjected to gene set enrichment analysis. The findings showed enrichment in basement membrane, extracellular matrix, and collagen-related pathways. The <em>COL4A5, COL18A1, COL2A1</em>, and <em>COL9A3</em> genes are concurrently enriched across these pathways. A missense variant in <em>COL4A5</em> was identified in 27 patients, and 96.3% of whom were females. Protein–protein interaction analysis demonstrated functional connections among these 4 genes.</div></div><div><h3>Conclusions</h3><div>Variants in the <em>COL4A5, COL18A1, COL2A1, and COL9A3</em> genes probably contribute to the pathogenesis of a posterior staphyloma through the disruption of collagen synthesis and basement membrane integrity. This was especially effective for the ILM and Bruch membrane. The <em>COL4A5</em> variant may cause an ocular-predominant phenotype in heterozygous female carriers, independent of the classical features of Alport syndrome.</div></div><div><h3>Financial Disclosure(s)</h3><div>The authors have no proprietary or commercial interest in any materials discussed in this artic
目的利用全外显子组测序技术鉴定病理性近视眼后葡萄肿的遗传变异,探讨其可能的发病机制。设计:观察性病例对照研究。研究对象:日本近视(≤-0.50屈光度)合并后葡萄肿患者264例,经超宽视场OCT、三维磁共振成像和Optos成像诊断。方法对外周血基因组DNA进行全外显子组测序。变异过滤后,使用Fisher精确检验将等位基因频率与来自1000基因组计划第三期东亚亚群、外显子组聚集联盟和日本多组学参考小组的对照数据进行比较。基于13种葡萄球菌相关疾病构建了基因面板。使用DAVID知识库(v2023q4)进行基因集富集分析,分析频率差异显著(P≤0.05)和基因面板重叠的变异。进行蛋白-蛋白相互作用分析以评估功能关联。研究了统计相关的变异和基因、基因集富集分析结果、蛋白质-蛋白质相互作用网络以及包括内限制膜(ILM)和布鲁赫膜在内的基底膜结构的参与。结果8628个基因的全外显子组测序鉴定出16 656个错义变异。与公共数据库的比较等位基因频率分析显示,受试者中有3925个等位基因频率显著较高的变体。其中,81个基因与葡萄球菌相关基因组重叠,并进行基因集富集分析。结果显示在基底膜、细胞外基质和胶原相关通路中富集。COL4A5、COL18A1、COL2A1和COL9A3基因在这些通路中同时富集。在27例患者中发现COL4A5错义变异,其中96.3%为女性。蛋白互作分析证实了这4个基因之间的功能联系。结论COL4A5、COL18A1、COL2A1和COL9A3基因的变异可能通过破坏胶原合成和基底膜完整性参与后葡萄肿的发病机制。这对ILM和Bruch膜特别有效。COL4A5变异可能在杂合子女性携带者中引起眼显性表型,独立于Alport综合征的经典特征。作者在本文中讨论的任何材料中没有专有或商业利益。
{"title":"Determining Genetic Cause of Posterior Staphylomas in Eyes with Pathologic Myopia by Whole Exome Sequencing","authors":"Ziye Wang MD ,&nbsp;Changyu Chen MD, PhD ,&nbsp;Yijin Wu MD ,&nbsp;Yuki Nagata PhD ,&nbsp;Toshihiro Tanaka MD, PhD ,&nbsp;Shiqi Xie MD, PhD ,&nbsp;Hongshuang Lu MD, PhD ,&nbsp;Yining Wang MD ,&nbsp;Jianping Xiong MD, PhD ,&nbsp;Liwen Zhang MD ,&nbsp;Koju Kamoi MD, PhD ,&nbsp;Kyoko Ohno-Matsui MD, PhD","doi":"10.1016/j.xops.2025.101058","DOIUrl":"10.1016/j.xops.2025.101058","url":null,"abstract":"&lt;div&gt;&lt;h3&gt;Purpose&lt;/h3&gt;&lt;div&gt;To identify genetic variants in posterior staphylomas in eyes with pathologic myopia using whole exome sequencing and to determine possible molecular mechanisms contributing to the pathogenesis.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Design&lt;/h3&gt;&lt;div&gt;An observational, case-control study.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Participants&lt;/h3&gt;&lt;div&gt;Two hundred sixty-four unrelated Japanese patients with myopia (≤ –0.50 diopters) and posterior staphyloma, which was diagnosed by ultra-widefield OCT, 3-dimensional magnetic resonance imaging, and Optos imaging.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Methods&lt;/h3&gt;&lt;div&gt;Whole exome sequencing was performed on genomic DNA from peripheral blood. After variant filtering, the allelic frequencies were compared with control data obtained from East Asian subsets of the 1000 Genomes Project Phase III, the Exome Aggregation Consortium, and the Japanese Multi-Omics Reference Panel using Fisher exact test. A gene panel was constructed based on 13 staphyloma-associated disorders. Variants showing significant frequency differences (&lt;em&gt;P&lt;/em&gt; ≤ 0.05) and an overlap of the gene panel were analyzed using gene set enrichment analysis with the DAVID Knowledgebase (v2023q4). Protein–protein interaction analysis was performed to assess functional associations.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Main Outcome Measures&lt;/h3&gt;&lt;div&gt;The statistically associated variants and genes, gene set enrichment analysis results, protein–protein interaction networks, and involvement of basement membrane structures, including the inner limiting membrane (ILM) and Bruch membrane, were studied.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Results&lt;/h3&gt;&lt;div&gt;Whole exome sequencing identified 16 656 missense variants in 8628 genes. Comparative allele frequency analyses with public databases revealed 3925 variants that had significantly higher allelic frequencies in the subjects. Of these, 81 genes overlapped with a curated staphyloma-related gene panel and were subjected to gene set enrichment analysis. The findings showed enrichment in basement membrane, extracellular matrix, and collagen-related pathways. The &lt;em&gt;COL4A5, COL18A1, COL2A1&lt;/em&gt;, and &lt;em&gt;COL9A3&lt;/em&gt; genes are concurrently enriched across these pathways. A missense variant in &lt;em&gt;COL4A5&lt;/em&gt; was identified in 27 patients, and 96.3% of whom were females. Protein–protein interaction analysis demonstrated functional connections among these 4 genes.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Conclusions&lt;/h3&gt;&lt;div&gt;Variants in the &lt;em&gt;COL4A5, COL18A1, COL2A1, and COL9A3&lt;/em&gt; genes probably contribute to the pathogenesis of a posterior staphyloma through the disruption of collagen synthesis and basement membrane integrity. This was especially effective for the ILM and Bruch membrane. The &lt;em&gt;COL4A5&lt;/em&gt; variant may cause an ocular-predominant phenotype in heterozygous female carriers, independent of the classical features of Alport syndrome.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Financial Disclosure(s)&lt;/h3&gt;&lt;div&gt;The authors have no proprietary or commercial interest in any materials discussed in this artic","PeriodicalId":74363,"journal":{"name":"Ophthalmology science","volume":"6 3","pages":"Article 101058"},"PeriodicalIF":4.6,"publicationDate":"2026-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146079752","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
Large Hypertransmission Defects Exhibit Choriocapillaris Flow Speed Impairment in Nonexudative Age-Related Macular Degeneration 非渗出性老年性黄斑变性的大超透射缺陷表现为绒毛膜毛细血管流速损害
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-01-05 DOI: 10.1016/j.xops.2025.101060
Yunchan Hwang SM , Muhammad Usman Jamil MD , Kwang Min Woo MD , Stephanie M. Kaiser BA , Fatima Babiker MD , Philip J. Rosenfeld MD, PhD , Nadia K. Waheed MD , James G. Fujimoto PhD

Purpose

To investigate choriocapillaris (CC) blood flow speed in regions associated with hypertransmission defects (hyperTDs) in nonexudative age-related macular degeneration (AMD) using variable interscan time analysis (VISTA) OCT angiography (OCTA).

Design

Retrospective cross-sectional analysis of a prospectively collected cohort.

Subjects

Thirty-one eyes from 29 subjects with nonexudative AMD.

Methods

Patients with age-related macular degeneration were imaged using a 600 kHz A-scan rate prototype swept-source OCT with a 5 × 5 mm field of view and 5 B-scan repeats (1.25 ms interscan time). Hypertransmission defects were traced on choroidal en face projections and categorized by their greatest linear dimension (GLD): large (≥250 μm), medium (63–250 μm), and small (<63 μm). Choriocapillaris blood flow speed was quantified using VISTA, which measures OCTA signal saturation dynamics across multiple interscan times. Variable interscan time analysis flow speed (VFS) was evaluated at the macula and within hyperTDs. Choriocapillaris flow speed impairment (ΔVFS) for each hyperTD was calculated as the difference between its VFS and the macular average. To assess spatial extent, ΔVFS was assessed beyond lesion boundaries. Traditional metrics of OCTA signal and flow deficits (FDs) were also evaluated.

Main Outcome Measures

Choriocapillaris blood flow speed impairment (ΔVFS) within and around hyperTDs.

Results

The macular average CC VFS was 1.47 ± 0.34 ms–1, with no significant difference between eyes with (n = 14) and without (n = 17) hyperTDs. A total of 88 hyperTDs were analyzed: 19 large, 28 medium, and 41 small. Large hyperTDs showed significant CC flow impairment (ΔVFS = –0.37 ± 0.18 ms–1, Padjusted < 0.0001), with impairment extending 100 μm beyond lesion boundaries (Padjusted = 0.0061). Medium-sized hyperTDs demonstrated moderate impairment (ΔVFS = –0.30 ± 0.47 ms–1, Padjusted = 0.031), while small hyperTDs did not. In linear mixed-effects modeling, large and medium hyperTDs were associated with significant reductions in flow speed (–0.40 ms–1, P = 0.014; –0.31 ms–1, P = 0.030, respectively), corresponding to approximately 25% decreases from macular average. OCT angiography signal and FD metrics also detected size-dependent flow impairment.

Conclusions

Large hyperTDs in nonexudative AMD exhibit reduced CC flow speed extending beyond the lesion boundary. Longitudinal studies will investigate whether CC flow predicts onset and progression of hyperTDs.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的应用可变扫描间期分析(VISTA)和OCT血管造影(OCTA)研究非渗出性年龄相关性黄斑变性(AMD)患者超透射缺陷(hypertd)相关区域的绒毛膜毛细血管(CC)血流速度。设计前瞻性收集的队列回顾性横断面分析。29例非渗出性AMD患者31只眼。方法对年龄相关性黄斑变性患者使用600 kHz a扫描速率的原型扫描源OCT, 5 × 5 mm视场和5次重复b扫描(间隔时间1.25 ms)进行成像。在脉络膜表面投影上追踪超透射缺陷,并根据最大线性尺寸(GLD)将其分类为:大(≥250 μm)、中(63 - 250 μm)和小(<63 μm)。绒毛毛细血管血流速度使用VISTA进行量化,该方法测量多个扫描间隔时间的OCTA信号饱和度动态。在黄斑和hypertd内评估变扫描间时间分析流速度(VFS)。每个高td的绒毛膜毛细血管血流速度损伤(ΔVFS)计算为其VFS与黄斑平均值的差值。为了评估空间范围,在病变边界之外评估ΔVFS。传统的OCTA信号和流量缺陷(FDs)指标也进行了评估。主要观察指标:高td内及周围的绒毛膜毛细血管血流速度损伤(ΔVFS)。结果黄斑CC平均VFS为1.47±0.34 ms-1,高tds组(n = 14)与非高tds组(n = 17)无显著差异。共分析了88例hypertd: 19例大、28例中、41例小。大的hypertd表现出明显的CC血流损伤(ΔVFS = -0.37±0.18 ms-1, p调整后<; 0.0001),损伤延伸到病变边界以外100 μm (p调整后= 0.0061)。中型hypertd表现出中度损伤(ΔVFS = -0.30±0.47 ms-1, p - adjusted = 0.031),而小型hypertd则没有。在线性混合效应模型中,大、中等高tds与血流速度显著降低相关(分别为-0.40 ms-1, P = 0.014; -0.31 ms-1, P = 0.030),相当于比平均黄斑速度降低约25%。OCT血管造影信号和FD指标也检测到尺寸相关的血流损伤。结论非渗出性AMD的高tds表现为CC血流速度降低,血流速度超出病变边界。纵向研究将探讨CC血流是否能预测hypertd的发生和进展。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
Cover 封面
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2026-01-01 DOI: 10.1016/j.xops.2025.101044
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引用次数: 0
Discrepancies between Fundus Photography and Multimodal Imaging in Mapping of Choroidal Tumor Borders 眼底摄影与多模态成像在脉络膜肿瘤边界定位中的差异
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2025-12-30 DOI: 10.1016/j.xops.2025.101057
Darvy Dang MOrth , Meghna Burmi MD , Xavier Hadoux PhD , Daniel McKay MBBS , Maxime Jannaud MEng , Myra B. McGuinness PhD , Peter van Wijngaarden PhD , Roderick O’Day DMedSci

Purpose

Accurate choroidal tumor border mapping is required for their management. We compared border mapping accuracy between unimodal assessment (color fundus photography [CFP] or scanning laser ophthalmoscopy [SLO]) against a multimodal assessment (CFP, SLO, and OCT) and identified tumor characteristics that affect performance.

Design

A cross-sectional diagnostic accuracy study.

Participants

Sixty-four choroidal lesions (61% nevi, 39% melanomas; median basal diameter 5.65 mm, median thickness 1.85 mm) from 63 patients at tertiary ocular oncology clinics in Victoria, Australia. No separate control group was included.

Methods

Two ocular oncologists independently delineated lesion margins on CFP and SLO. Multimodal assessment was established by agreement. Agreement between unimodal and multimodal assessments was quantified using the 95th percentile Hausdorff Distance (HD95).

Main Outcome Measures

The HD95 in millimeters between unimodal and multimodal tumor borders. Dice coefficient summary statistics are also provided.

Results

Overall, unimodal CFP and SLO assessments had good agreement with multimodal assessments (median HD95 <1 mm for each grader and device). However, HD95 was >2 mm in 5% (grader 1) and 9% (grader 2) of CFP assessments and in 2% (grader 1) and 3% (grader 2) of SLO assessments. Nonpigmented and mixed-pigmented tumors showed significantly higher HD95 than pigmented lesions for most grader-modality pairs, particularly for grader 1 on CFP and SLO (P < 0.05).

Conclusions

Choroidal tumor margin assessment was accurate on CFP and SLO as compared with a multimodal assessment that included enhanced-depth imaging OCT (EDI-OCT). However, the borders of a subset of tumors, especially those with reduced pigmentation, were inaccurately determined when using fundus photography alone. Incorporating EDI-OCT into choroidal tumor border mapping may reduce these discrepancies.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的对脉络膜肿瘤进行准确的边界定位。我们比较了单模态评估(彩色眼底摄影[CFP]或扫描激光眼科检查[SLO])与多模态评估(CFP、SLO和OCT)之间的边界测绘准确性,并确定了影响性能的肿瘤特征。设计横断面诊断准确性研究。参与者:澳大利亚维多利亚州三级眼科肿瘤诊所63例患者的64个脉络膜病变(61%为痣,39%为黑素瘤;中位基底直径5.65 mm,中位厚度1.85 mm)。没有单独的对照组。方法两名眼科肿瘤学家分别在CFP和SLO上划分病变边缘。通过协议建立了多模式评估。使用第95百分位Hausdorff距离(HD95)量化单模态和多模态评估之间的一致性。单峰和多峰肿瘤边界之间的HD95(毫米)。骰子系数汇总统计也提供。结果总体而言,单模态CFP和SLO评估与多模态评估具有良好的一致性(每个分级器和设备的中位HD95和1mm)。然而,HD95在5%(1级)和9%(2级)的CFP评估和2%(1级)和3%(2级)的SLO评估中为>; 2mm。在大多数分级-模态对中,非色素和混合色素肿瘤的HD95明显高于色素病变,特别是CFP和SLO的1级肿瘤(P < 0.05)。结论与包括增强深度成像OCT (edii -OCT)在内的多模态评估相比,CFP和SLO对脉络膜肿瘤边缘的评估是准确的。然而,当仅使用眼底摄影时,一小部分肿瘤的边界,特别是那些色素沉着减少的肿瘤,是不准确的。将EDI-OCT纳入脉络膜肿瘤边界作图可以减少这些差异。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":"Discrepancies between Fundus Photography and Multimodal Imaging in Mapping of Choroidal Tumor Borders","authors":"Darvy Dang MOrth ,&nbsp;Meghna Burmi MD ,&nbsp;Xavier Hadoux PhD ,&nbsp;Daniel McKay MBBS ,&nbsp;Maxime Jannaud MEng ,&nbsp;Myra B. McGuinness PhD ,&nbsp;Peter van Wijngaarden PhD ,&nbsp;Roderick O’Day DMedSci","doi":"10.1016/j.xops.2025.101057","DOIUrl":"10.1016/j.xops.2025.101057","url":null,"abstract":"<div><h3>Purpose</h3><div>Accurate choroidal tumor border mapping is required for their management. We compared border mapping accuracy between unimodal assessment (color fundus photography [CFP] or scanning laser ophthalmoscopy [SLO]) against a multimodal assessment (CFP, SLO, and OCT) and identified tumor characteristics that affect performance.</div></div><div><h3>Design</h3><div>A cross-sectional diagnostic accuracy study.</div></div><div><h3>Participants</h3><div>Sixty-four choroidal lesions (61% nevi, 39% melanomas; median basal diameter 5.65 mm, median thickness 1.85 mm) from 63 patients at tertiary ocular oncology clinics in Victoria, Australia. No separate control group was included.</div></div><div><h3>Methods</h3><div>Two ocular oncologists independently delineated lesion margins on CFP and SLO. Multimodal assessment was established by agreement. Agreement between unimodal and multimodal assessments was quantified using the 95th percentile Hausdorff Distance (HD95).</div></div><div><h3>Main Outcome Measures</h3><div>The HD95 in millimeters between unimodal and multimodal tumor borders. Dice coefficient summary statistics are also provided.</div></div><div><h3>Results</h3><div>Overall, unimodal CFP and SLO assessments had good agreement with multimodal assessments (median HD95 &lt;1 mm for each grader and device). However, HD95 was &gt;2 mm in 5% (grader 1) and 9% (grader 2) of CFP assessments and in 2% (grader 1) and 3% (grader 2) of SLO assessments. Nonpigmented and mixed-pigmented tumors showed significantly higher HD95 than pigmented lesions for most grader-modality pairs, particularly for grader 1 on CFP and SLO (<em>P</em> &lt; 0.05).</div></div><div><h3>Conclusions</h3><div>Choroidal tumor margin assessment was accurate on CFP and SLO as compared with a multimodal assessment that included enhanced-depth imaging OCT (EDI-OCT). However, the borders of a subset of tumors, especially those with reduced pigmentation, were inaccurately determined when using fundus photography alone. Incorporating EDI-OCT into choroidal tumor border mapping may reduce these discrepancies.</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 3","pages":"Article 101057"},"PeriodicalIF":4.6,"publicationDate":"2025-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146189244","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}
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Ophthalmology science
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