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Personalizing Personalized Medicine: The Pursuit of Optimal Thresholds in the Home OCT Artificial Intelligence Algorithm for Age-Related Macular Degeneration 个性化医疗:追求年龄相关性黄斑变性家庭OCT人工智能算法的最佳阈值
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2025-11-26 DOI: 10.1016/j.xops.2025.101017
Christina Y. Weng MD, MBA, Kevin J. Blinder MD, Edward F. Hall MD, William N. Rosenthal MD
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引用次数: 0
Evaluation of Statistical Methods for Clustered Eye Data with Skewed Distribution 偏态眼数据聚类统计方法的评价
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2025-11-26 DOI: 10.1016/j.xops.2025.101020
Sifan Zhang , Ziyi You MS , Bernard Rosner PhD , Gui-shuang Ying PhD

Purpose

To evaluate the performance of various analysis approaches for skewed correlated eye data from 2 eyes of a subject in the same comparison group, which is common in ophthalmology and vision research.

Design

Simulation study and real data analysis.

Subjects

Simulated subjects and participants of the Dry Eye Assessment and Management (DREAM) study.

Methods

We simulated skewed correlated data using (skewness, kurtosis) = (27, 50) and (0.06, 5.9), intereye correlation (ρ = 0, 0.25, 0.50, and 0.75), sample sizes (n = 20, 50, 100, and 200), and mean differences between 2 groups (0 for type 1 error rate, 0.2 for statistical power). Each simulated data set was analyzed without and with applying rank-based normalization: (1) 2-sample t test of 2 eye data; (2) 2-sample t test of random eye data; (3) Wald test from generalized estimating equations (GEE Wald); (4) GEE score test (GEE score); (5) F-test from linear mixed effects model (LMM); (6) clustered Wilcoxon test of Rosner, Glynn, and Lee; (7) clustered Wilcoxon test of Datta and Satten; (8) Wilcoxon rank sum test of 2 eyes ignoring intereye correlation; and (9) Wilcoxon rank sum test on average of 2 eyes. We demonstrated analysis of skewed tear break-up time (TBUT) data from the DREAM study.

Main Outcome Measures

Type 1 error rate and statistical power.

Results

T test and Wilcoxon test on 2 eye data without accounting for intereye correlation inflated type 1 error rate up to 0.13, and GEE Wald inflated type 1 error rate to 0.08 when sample size is small, whereas all other tests maintained type 1 error rate close to 0.05. For skewed data without normalization, t test of random eye, GEE Wald, GEE score, and LMM had substantially lower power than clustered Wilcoxon methods. After normalization, GEE score and LMM achieved similar or slightly higher power than clustered Wilcoxon methods. Results from analysis of TBUT are consistent with simulation findings.

Conclusions

When comparing skewed correlated eye measures between 2 groups of subjects with their 2 eyes in the same comparison group, clustered Wilcoxon methods can be used. Alternatively, skewed data can be normalized before applying GEE score or LMM, which may achieve slightly higher statistical power than clustered Wilcoxon methods and offers flexibility to adjust for other covariates.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的评价不同分析方法对同一对照组受试者双眼相关数据偏斜的分析效果,这是眼科学和视觉研究中常见的现象。设计仿真研究和真实数据分析。模拟干眼评估和管理(DREAM)研究的受试者和参与者。方法采用(偏度、峰度)=(27,50)和(0.06,5.9)、眼间相关性(ρ = 0、0.25、0.50和0.75)、样本量(n = 20、50、100和200)和两组间平均差异(1型错误率为0,统计能力为0.2)模拟偏态相关数据。采用秩基归一化和不采用秩基归一化对每个模拟数据集进行分析:(1)2眼数据的2-样本t检验;(2)随机眼数据的2样本t检验;(3)广义估计方程Wald检验(GEE Wald);(4) GEE分数测试(GEE分数);(5)线性混合效应模型(LMM)的f检验;(6) Rosner, Glynn, and Lee的聚类Wilcoxon检验;(7) Datta和Satten的聚类Wilcoxon检验;(8)忽略眼间相关性的两眼Wilcoxon秩和检验;(9) 2眼均值的Wilcoxon秩和检验。我们展示了来自DREAM研究的扭曲撕裂时间(TBUT)数据的分析。主要观察指标类型1错误率和统计功效。结果不考虑眼间相关性的2眼数据的tst检验和Wilcoxon检验在样本量较小时使1型错误率膨胀至0.13,GEE Wald检验使1型错误率膨胀至0.08,而其他检验则使1型错误率保持在0.05附近。对于未归一化的偏斜数据,随机眼、GEE Wald、GEE评分和LMM的t检验的有效性明显低于聚类Wilcoxon方法。归一化后,GEE评分和LMM的效果与聚类Wilcoxon方法相似或略高。TBUT分析结果与模拟结果一致。结论在比较两组受试者与同一对照组2只眼的偏相关眼测量值时,可采用聚类Wilcoxon方法。或者,在应用GEE评分或LMM之前,可以对偏斜数据进行归一化,这可能比聚类Wilcoxon方法获得略高的统计能力,并提供调整其他协变量的灵活性。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
A Comparison of Randomizing Either One Eye or Both Eyes in Clinical Trials for Stargardt Disease Type 1 1型Stargardt病临床试验中单眼和双眼随机化的比较
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2025-11-26 DOI: 10.1016/j.xops.2025.101021
Jeroen A.A.H. Pas MD , Patty P.A. Dhooge MD, PhD , Catherina H.Z. Li MD , Rob W.J. Collin PhD , Carel B. Hoyng MD, PhD , Joanna IntHout PhD

Objective

Designing a clinical trial for rare diseases such as Stargardt disease type 1 is challenging due to the limited patient population. In traditional clinical trial designs for inherited retinal diseases, often only 1 eye of each patient is used as the treated eye or the sham, disregarding half of the available eyes.
This study explores a trial design in which both eyes are included, with the fellow eye serving as the control, maximizing the use of available data and enhancing statistical power.

Design

Retrospective analysis of natural history data to conduct sample size calculations.

Participants

Patients with genetically solved Stargardt disease type 1 who had at least 2 fundus autofluorescence measurements obtained within 5 years of each other. Retrospective data of 164 patients were included for analysis.

Methods

The required sample sizes for 1-eye and paired-eye study designs were calculated using retrospective natural history data on the progression of definitely decreased autofluorescence quantified from fundus autofluorescence imaging.

Main Outcome Measures

Required sample size for a clinical trial.

Results

Sample size calculations showed that 170 patients are needed for a 2-year clinical trial with a 1-eye design, decreasing to 99 patients for a 5-year trial. When using a paired-eye design, 64 patients are needed in a 2-year trial, decreasing to 28 patients in a 5-year trial. When using a paired-eye design and requiring definitely decreased autofluorescence atrophy in both eyes at inclusion, 37 patients were needed in a 2-year trial, decreasing to 16 patients in a 5-year trial.

Conclusions

Using a paired-eye design for a clinical trial in Stargardt disease type 1, with definitely decreased autofluorescence atrophy growth rate as the primary end point, is more efficient than a 1-eye design. Implementing additional inclusion criteria, such as requiring definitely decreased autofluorescence atrophy in both eyes at baseline, further reduces the number of patients needed to achieve sufficient statistical power. This approach enhances the feasibility for trials in Stargardt disease type 1 where patient availability is limited.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的:由于患者数量有限,设计罕见病(如Stargardt病1型)的临床试验具有挑战性。在传统的遗传性视网膜疾病的临床试验设计中,通常每个患者只使用一只眼睛作为治疗眼或假眼,而忽略了一半可用的眼睛。本研究探索了一种双眼纳入的试验设计,以另一只眼作为对照,最大限度地利用现有数据,增强统计能力。设计对自然史资料进行回顾性分析,进行样本量计算。参与者:遗传解决的Stargardt病1型患者,在5年内至少有2次眼底自身荧光测量。纳入164例患者的回顾性资料进行分析。方法利用眼底自体荧光成像定量测定的自体荧光明显减弱的回顾性自然历史资料,计算单眼和双眼研究设计所需的样本量。临床试验所需的样本量。结果样本量计算显示,1眼设计的2年临床试验需要170例患者,5年临床试验需要99例患者。当使用双眼设计时,在2年的试验中需要64名患者,在5年的试验中减少到28名患者。当使用双眼设计并要求在纳入时双眼自身荧光萎缩明显减少时,在2年的试验中需要37名患者,在5年的试验中减少到16名患者。结论在Stargardt病1型的临床试验中,采用双眼设计,以明显降低的自身荧光萎缩生长速率为主要终点,比单眼设计更有效。实施额外的纳入标准,例如要求在基线时双眼自身荧光萎缩明显减少,进一步减少了达到足够统计能力所需的患者数量。这种方法提高了在患者有限的Stargardt 1型疾病中进行试验的可行性。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
Quantitative Analysis of Instrument Motion Paths in Cataract Surgery across a Resident’s Training 住院医师白内障手术过程中器械运动路径的定量分析
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2025-11-26 DOI: 10.1016/j.xops.2025.101014
David Mikhail MD(C), MSc , Shuting Xie MSc , Michael Balas MD , Jason M. Kwok MD , Ana Miguel MD, PhD , Amrit Rai MD , Amandeep Rai MD , Peter J. Kertes MD , Iqbal Ike K. Ahmed MD , Matthew B. Schlenker MD, MSc

Purpose

To objectively quantify the motion paths of surgical instruments during cataract surgery across a resident’s training, identifying patterns of skill acquisition and proficiency development.

Design

An n = 1 panel study.

Subjects

One ophthalmology resident performing cataract surgery.

Methods

One hundred cataract surgery videos performed by a single resident from their sixth to 760th case were collected. Advanced motion tracking software (Computer Vision Annotation Tool) was utilized to annotate and track the trajectories of 11 surgical instruments on a frame-by-frame basis. Monotonic trends were assessed using the Mann–Kendall test and Theil–Sen slope estimation, with Spearman correlation measuring the association between case number and performance metric values. Pettitt change-point analysis identified significant transitions in the resident’s skill progression.

Main Outcome Measures

Six key motion parameters, including total path length, average velocity, average acceleration, root mean square jerk, average angular change, and workspace coverage, were extracted for each instrument in each video.

Results

All 11 instruments demonstrated statistically significant reductions in ≥1 motion parameter. Path length consistently decreased across training, with the largest reductions seen in the cannula (–11.8%; 95% confidence interval [CI], –17.4% to –6.8%; P < 0.001), phacoemulsification handpiece (–11.5%; 95% CI, –14.1% to –8.7%; P < 0.001), and cystotome (–8.9%; 95% CI, –11.8% to –5.9%; P < 0.001). The intraocular lens inserter showed the greatest reduction in average angular change of 3.0% (–1.70°) (95% CI, –3.9% to –2.0%; P < 0.001). Pettitt analysis demonstrated significant shifts in surgical efficiency at around case 300 for most instruments, although improvements in certain advanced tasks (e.g., lens implantation) emerged later.

Conclusions

This large-scale, frame-by-frame motion tracking study revealed distinct instrument- and task-specific learning curves in cataract surgery, highlighting progressive changes in motion metrics over time. A significant shift at approximately case 300 marked a milestone in the resident’s instrument use patterns. These findings underscore the potential of objective, video-based motion tracking analytics to provide data-driven resident feedback, guiding targeted instruction and standardizing cataract surgery training.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的客观量化住院医师白内障手术过程中手术器械的运动轨迹,识别技能获得和熟练程度发展的模式。设计一项n = 1的小组研究。一名眼科住院医师进行白内障手术。方法收集住院医师第6 ~ 760例白内障手术录像100份。利用先进的运动跟踪软件(计算机视觉注释工具)逐帧注释和跟踪11个手术器械的运动轨迹。使用Mann-Kendall检验和Theil-Sen斜率估计评估单调趋势,并使用Spearman相关性测量病例数与性能度量值之间的关联。Pettitt变化点分析确定了住院医师技能进步的重要转变。主要结果测量为每个视频中的每个仪器提取六个关键运动参数,包括总路径长度、平均速度、平均加速度、均方根加速度、平均角度变化和工作空间覆盖。结果11种仪器在≥1项运动参数上均有统计学意义的降低。路径长度在整个训练过程中持续减少,最大的减少出现在插管(-11.8%;95%可信区间[CI], -17.4%至-6.8%;P < 0.001)、超声乳化手机(-11.5%;95% CI, -14.1%至-8.7%;P < 0.001)和膀胱切片(-8.9%;95% CI, -11.8%至-5.9%;P < 0.001)。人工晶状体植入器的平均角度变化减少幅度最大,为3.0%(-1.70°)(95% CI, -3.9%至-2.0%;P < 0.001)。Pettitt分析表明,在病例300左右,大多数器械的手术效率发生了显著变化,尽管某些高级任务(如晶状体植入)的改进出现得较晚。这项大规模的逐帧运动跟踪研究揭示了白内障手术中不同器械和特定任务的学习曲线,突出了运动指标随时间的渐进变化。大约在案例300处发生的重大转变标志着居民使用仪器模式的一个里程碑。这些发现强调了客观的、基于视频的运动跟踪分析在提供数据驱动的住院医生反馈、指导有针对性的指导和标准化白内障手术培训方面的潜力。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":"Quantitative Analysis of Instrument Motion Paths in Cataract Surgery across a Resident’s Training","authors":"David Mikhail MD(C), MSc ,&nbsp;Shuting Xie MSc ,&nbsp;Michael Balas MD ,&nbsp;Jason M. Kwok MD ,&nbsp;Ana Miguel MD, PhD ,&nbsp;Amrit Rai MD ,&nbsp;Amandeep Rai MD ,&nbsp;Peter J. Kertes MD ,&nbsp;Iqbal Ike K. Ahmed MD ,&nbsp;Matthew B. Schlenker MD, MSc","doi":"10.1016/j.xops.2025.101014","DOIUrl":"10.1016/j.xops.2025.101014","url":null,"abstract":"<div><h3>Purpose</h3><div>To objectively quantify the motion paths of surgical instruments during cataract surgery across a resident’s training, identifying patterns of skill acquisition and proficiency development.</div></div><div><h3>Design</h3><div>An <em>n</em> = 1 panel study.</div></div><div><h3>Subjects</h3><div>One ophthalmology resident performing cataract surgery.</div></div><div><h3>Methods</h3><div>One hundred cataract surgery videos performed by a single resident from their sixth to 760th case were collected. Advanced motion tracking software (Computer Vision Annotation Tool) was utilized to annotate and track the trajectories of 11 surgical instruments on a frame-by-frame basis. Monotonic trends were assessed using the Mann–Kendall test and Theil–Sen slope estimation, with Spearman correlation measuring the association between case number and performance metric values. Pettitt change-point analysis identified significant transitions in the resident’s skill progression.</div></div><div><h3>Main Outcome Measures</h3><div>Six key motion parameters, including total path length, average velocity, average acceleration, root mean square jerk, average angular change, and workspace coverage, were extracted for each instrument in each video.</div></div><div><h3>Results</h3><div>All 11 instruments demonstrated statistically significant reductions in ≥1 motion parameter. Path length consistently decreased across training, with the largest reductions seen in the cannula (–11.8%; 95% confidence interval [CI], –17.4% to –6.8%; <em>P</em> &lt; 0.001), phacoemulsification handpiece (–11.5%; 95% CI, –14.1% to –8.7%; <em>P</em> &lt; 0.001), and cystotome (–8.9%; 95% CI, –11.8% to –5.9%; <em>P</em> &lt; 0.001). The intraocular lens inserter showed the greatest reduction in average angular change of 3.0% (–1.70°) (95% CI, –3.9% to –2.0%; <em>P</em> &lt; 0.001). Pettitt analysis demonstrated significant shifts in surgical efficiency at around case 300 for most instruments, although improvements in certain advanced tasks (e.g., lens implantation) emerged later.</div></div><div><h3>Conclusions</h3><div>This large-scale, frame-by-frame motion tracking study revealed distinct instrument- and task-specific learning curves in cataract surgery, highlighting progressive changes in motion metrics over time. A significant shift at approximately case 300 marked a milestone in the resident’s instrument use patterns. These findings underscore the potential of objective, video-based motion tracking analytics to provide data-driven resident feedback, guiding targeted instruction and standardizing cataract surgery training.</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 101014"},"PeriodicalIF":4.6,"publicationDate":"2025-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145884503","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
Changes in Vision-Related Quality of Life before and after Geographic Atrophy Development in Age-Related Eye Disease Study Participants 年龄相关性眼病研究参与者地理萎缩发展前后视力相关生活质量的变化
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2025-11-25 DOI: 10.1016/j.xops.2025.101022
Minali Prasad BA, Susan Vitale PhD, Elvira Agrón MA, Thilaka Arunachalam MD, Emily Y. Chew MD

Objective

To examine for change in vision-related quality of life before and after geographic atrophy (GA) development.

Design

A post hoc analysis of a prospective randomized clinical trial.

Participants

Age-Related Eye Disease Study (AREDS) participants with ≥2 study visits 1 year apart at which they completed the National Eye Institute Visual Function Questionnaire-25 (NEI VFQ-25) and age-related macular degeneration (AMD) severity gradings available at the VFQ visits.

Methods

A masked reading center assessed AMD severity using annual color fundus photographs. Regression spline models with random effects for time and eye-within-participant (SAS 9.4) were used to compare the rate of change in quality of life (difference in slope for each of the 4 quality of life measures) before and after development of GA (with separate models for GA subtypes: central GA [CGA], noncentral GA [NCGA], and any GA). Models were adjusted for age and visual acuity. If neovascular AMD developed after a GA outcome, we censored the subsequent observations.

Main Outcome Measures

Outcomes included the VFQ composite score calculated as an average score of nonmissing answered items. The method of successive dichotomizations was used to estimate person measures for the overall NEI VFQ-25 and for 2 derived subscales: visual functioning and social-emotional functioning.

Results

Among AREDS participants with NEI VFQ-25 data available, 358 eyes (298 participants) developed any GA. None of the quality of life measures differed significantly pre- and post-CGA. Rasch-calibrated subscale score for visual function and composite scores declined more quickly after NCGA (difference in slope [post minus pre]: –0.10 logit/yr [95% confidence interval: –0.18, –0.01], P = 0.03; –0.78 points/yr [95% confidence interval: –1.47, –0.08], P = 0.03, respectively) and after any GA (–0.09 logit/yr [95% confidence interval: –0.16, –0.01], P = 0.02; –0.68 points/yr [95% confidence interval: –1.29, –0.07], P = 0.03, respectively).

Conclusions

We observed worsening quality of life after development of NCGA and any GA in AREDS participants across several quality of life measures. Development of CGA was not associated with any significant changes in the quality of life measures, possibly due to the smaller sample size and limited power. Our findings highlight the importance of examining the relationship between GA subtypes and different indices of quality of life.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的探讨地理萎缩(GA)发生前后视力相关生活质量的变化。设计一项前瞻性随机临床试验的事后分析。参与者年龄相关性眼病研究(AREDS)的参与者,每次研究访问≥2次,间隔1年,他们完成了国家眼科研究所视觉功能问卷-25 (NEI VFQ-25)和VFQ访问时提供的年龄相关性黄斑变性(AMD)严重程度评分。方法隐匿阅读中心采用年度眼底彩色照片评估AMD严重程度。采用具有随机时间效应和参与者眼内效应的回归样条模型(SAS 9.4)来比较GA发生前后的生活质量变化率(4项生活质量测量中每一项的斜率差异)(GA亚类型的单独模型:中心GA [CGA]、非中心GA [NCGA]和任何GA)。模型根据年龄和视力进行调整。如果GA结果后发生新血管性AMD,我们审查了随后的观察结果。主要结果测量结果包括VFQ综合得分,计算为未遗漏回答项目的平均得分。采用连续二分类的方法来估计总体NEI VFQ-25和两个衍生子量表的个人测量:视觉功能和社会情感功能。结果在获得NEI VFQ-25数据的AREDS参与者中,358只眼(298名参与者)出现GA。cga前后的生活质量指标均无显著差异。rasch校准的视觉功能亚量表评分和综合评分在NCGA后(斜率差[后减前]:-0.10 logit/yr[95%置信区间:-0.18,-0.01],P = 0.03; -0.78分/yr[95%置信区间:-1.47,-0.08],P = 0.03)和任何GA后(-0.09 logit/yr[95%置信区间:-0.16,-0.01],P = 0.02; -0.68分/yr[95%置信区间:-1.29,-0.07],P = 0.03)下降得更快。我们观察到,在发生NCGA和任何GA后,AREDS参与者的生活质量在几项生活质量测量中都有所恶化。CGA的发展与生活质量测量的任何显著变化无关,可能是由于样本量较小和功率有限。我们的研究结果强调了检查GA亚型与不同生活质量指标之间关系的重要性。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。
{"title":"Changes in Vision-Related Quality of Life before and after Geographic Atrophy Development in Age-Related Eye Disease Study Participants","authors":"Minali Prasad BA,&nbsp;Susan Vitale PhD,&nbsp;Elvira Agrón MA,&nbsp;Thilaka Arunachalam MD,&nbsp;Emily Y. Chew MD","doi":"10.1016/j.xops.2025.101022","DOIUrl":"10.1016/j.xops.2025.101022","url":null,"abstract":"<div><h3>Objective</h3><div>To examine for change in vision-related quality of life before and after geographic atrophy (GA) development.</div></div><div><h3>Design</h3><div>A post hoc analysis of a prospective randomized clinical trial.</div></div><div><h3>Participants</h3><div>Age-Related Eye Disease Study (AREDS) participants with ≥2 study visits 1 year apart at which they completed the National Eye Institute Visual Function Questionnaire-25 (NEI VFQ-25) and age-related macular degeneration (AMD) severity gradings available at the VFQ visits.</div></div><div><h3>Methods</h3><div>A masked reading center assessed AMD severity using annual color fundus photographs. Regression spline models with random effects for time and eye-within-participant (SAS 9.4) were used to compare the rate of change in quality of life (difference in slope for each of the 4 quality of life measures) before and after development of GA (with separate models for GA subtypes: central GA [CGA], noncentral GA [NCGA], and any GA). Models were adjusted for age and visual acuity. If neovascular AMD developed after a GA outcome, we censored the subsequent observations.</div></div><div><h3>Main Outcome Measures</h3><div>Outcomes included the VFQ composite score calculated as an average score of nonmissing answered items. The method of successive dichotomizations was used to estimate person measures for the overall NEI VFQ-25 and for 2 derived subscales: visual functioning and social-emotional functioning.</div></div><div><h3>Results</h3><div>Among AREDS participants with NEI VFQ-25 data available, 358 eyes (298 participants) developed any GA. None of the quality of life measures differed significantly pre- and post-CGA. Rasch-calibrated subscale score for visual function and composite scores declined more quickly after NCGA (difference in slope [post minus pre]: –0.10 logit/yr [95% confidence interval: –0.18, –0.01], <em>P</em> = 0.03; –0.78 points/yr [95% confidence interval: –1.47, –0.08], <em>P</em> = 0.03, respectively) and after any GA (–0.09 logit/yr [95% confidence interval: –0.16, –0.01], <em>P</em> = 0.02; –0.68 points/yr [95% confidence interval: –1.29, –0.07], <em>P</em> = 0.03, respectively).</div></div><div><h3>Conclusions</h3><div>We observed worsening quality of life after development of NCGA and any GA in AREDS participants across several quality of life measures. Development of CGA was not associated with any significant changes in the quality of life measures, possibly due to the smaller sample size and limited power. Our findings highlight the importance of examining the relationship between GA subtypes and different indices of quality of life.</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 101022"},"PeriodicalIF":4.6,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145884502","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
Anatomy- versus Sensitivity-Based Loci Preselection in Detecting USH2A-Retinopathy Microperimetric Progression 基于解剖与敏感性的基因座预选在检测ush2a视网膜病变微周进展中的应用
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2025-11-24 DOI: 10.1016/j.xops.2025.101018
Jason Charng PhD , David Alonso-Caneiro PhD , Tina M. Lamey PhD , Jennifer A. Thompson PhD , Jeremiah K.H. Lim PhD , Elaine Ong MD , Terri L. McLaren BS , Fred K. Chen PhD, FRANZCO

Purpose

To compare microperimetry progression rate in USH2A-retinopathy using prespecified points based on fundus autofluorescence coregistration with loci preselected based on retinal sensitivity profile.

Design

Cohort longitudinal study.

Subjects

Seventeen eyes from 17 patients with biallelic pathogenic variants in USH2A gene.

Methods

Microperimetry was recorded using 10-2 grid. The grid was partitioned into 68 2° × 2° nonoverlapping squares, representing the retinal coverage of each locus. Four metrics were defined at baseline: (1) mean macular sensitivity (MMS): average sensitivity of all loci; (2) edge of scotoma sensitivity (ESS): average sensitivity of all loci adjacent to a scotomatous loci at baseline; (3) modified Rate of Progression in USH2A-related Retinal Degeneration study-defined functional transitional point (mFTP): selection based on ranking of the proportion peripheral adjacent loci that showed ≥7 decibel (dB) decrease; and (4) hyperautofluorescent ring sensitivity (HRS): average sensitivity of stimulus squares which the hyperautofluorescent ring boundary transects into. Trend-based progression rates (gradient from linear regression) were compared between these metrics, and event-based analysis of the US Food and Drug Administration-defined clinically significant change in visual field (mean change of ≥7 dB across ≥5 prespecified loci).

Main Outcome Measures

Trend- and event-based measures in MMS, ESS, mFTP, and HRS.

Results

Seventeen patients (median age 37.0 years) had mean baseline values of 9.7 dB, 9.2 dB, 17.9 dB, and 13.1 dB for MMS, ESS, mFTP, and HRS, respectively. Using all longitudinal data (mean follow-up 4.0 years), trend analysis showed mFTP progression rate (–1.53 ± 1.37 dB/year) was significantly faster than MMS (–0.51 ± 0.63 dB/year) and ESS (–1.11 ± 1.23 dB/year) but similar to HRS (–1.29 ± 1.41 dB/year). Edge of scotoma sensitivity was more prone to floor effect and had lower baseline sensitivity than mFTP and HRS. In event-based analysis, the proportion of eyes that demonstrated clinically significant mean change was similar between ESS (2-year 36.4%, overall 45.5%), mFTP (2-year 33.3%, overall 43.8%), and HRS (2-year 28.5%, overall 42.9%) but noticeable less in MMS (2-year 13.3%, overall 12.5%).

Conclusions

Hyperautofluorescent ring sensitivity and mFTP showed comparable performance in both trend- and event-based analyses, superior to that of MMS and ESS. Additional advantage of mFTP is inclusion of patients without the autofluorescent ring.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的比较基于眼底自身荧光共配的预先指定点与基于视网膜敏感性谱的预先选择位点在ush2a视网膜病变中的显微视野检查进展率。设计:队列纵向研究。研究对象:17例USH2A基因双等位致病变异患者的17只眼。方法采用10-2栅格法记录显微视野。网格被划分为68个2°× 2°不重叠的正方形,代表每个位点的视网膜覆盖范围。基线时定义了四个指标:(1)平均黄斑灵敏度(MMS):所有位点的平均灵敏度;(2)暗点边缘灵敏度(edge of scotoma sensitivity, ESS):暗点附近所有基因座在基线处的平均灵敏度;(3) ush2a相关视网膜变性研究定义的功能过渡点(mFTP)的改进进展率:根据显示≥7分贝(dB)下降的周围邻近基因座比例排序进行选择;(4)超自荧光环灵敏度(HRS):超自荧光环边界横过的刺激方的平均灵敏度。基于趋势的进展率(线性回归的梯度)与美国食品和药物管理局定义的视野临床显著变化的基于事件的分析(≥5个预先指定的位点的平均变化≥7 dB)之间进行比较。主要结果测量MMS、ESS、mFTP和HRS中基于趋势和事件的测量。结果17例患者(中位年龄37.0岁)MMS、ESS、mFTP和HRS的平均基线值分别为9.7 dB、9.2 dB、17.9 dB和13.1 dB。使用所有纵向数据(平均随访4.0年),趋势分析显示mFTP进展率(-1.53±1.37 dB/年)显著快于MMS(-0.51±0.63 dB/年)和ESS(-1.11±1.23 dB/年),但与HRS相似(-1.29±1.41 dB/年)。暗点边缘敏感度较mFTP和HRS更易受地板效应影响,基线敏感度较低。在基于事件的分析中,在ESS(2年36.4%,总体45.5%)、mFTP(2年33.3%,总体43.8%)和HRS(2年28.5%,总体42.9%)中表现出临床显著平均变化的眼睛比例相似,但在MMS中明显较少(2年13.3%,总体12.5%)。结论shyperautofluorescence ring sensitivity和mFTP在基于趋势和事件的分析中表现相当,优于MMS和ESS。mFTP的另一个优点是包括没有自动荧光环的患者。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
Ultra-Widefield Fundus Autofluorescence Findings as an Indicator of Duration in Rhegmatogenous Retinal Detachment 超广角眼底自身荧光显示作为孔源性视网膜脱离持续时间的指标
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2025-11-21 DOI: 10.1016/j.xops.2025.101016
David L. Zhang MD, Isaac Bakis BS, Russel H. Dinh MD, Megan S. Steinkerchner MD, Avni P. Finn MD, MBA

Objective

To describe and compare characteristics of rhegmatogenous retinal detachments (RRDs) on ultra-widefield (UWF) color fundus photography versus UWF fundus autofluorescence (FAF).

Design

A retrospective observational study.

Participants

Patients presenting with RRDs at 1 tertiary medical center from 2022 to 2025. Patients without UWF color and FAF imaging at initial presentation and those with total retinal detachments or poor image quality were excluded.

Methods

Rhegmatogenous retinal detachments were graded for the following characteristics: clock hours of detachment, quadrants involved, number of breaks, and macular involvement and compared between UWF fundus photography and FAF. Rhegmatogenous retinal detachment duration was determined by patient-reported symptom onset and categorized as acute (<2 weeks) or chronic (>2 weeks). Color photographs were further assessed for bullous appearance. Fundus autofluorescence images were also assessed for the presence of hyperautofluorescent dots and presence of a hyperautofluorescent leading edge of the detachment.

Main Outcome Measures

(1) Differences in detachment grading as assessed by UWF color photography versus autofluorescence and (2) association of hyperautofluorescent dots and leading edge with detachment duration.

Results

Ninety-three eyes of 92 patients with RRDs were included. Ultra-widefield color fundus photography and FAF were equivalent when evaluating clock hours, quadrants involved, and macular or foveal involvement (P > 0.05). Bullous detachments were associated with a corrugated appearance on color photographs (P < 0.001) and were associated with more acute detachments (P = 0.005) and uniform hypoautofluorescence over the area of detachment (P = 0.03). A hyperautofluorescent leading edge was significantly associated with symptom duration <2 weeks (P = 0.01). In contrast, hyperautofluorescent dots on the area of detachment were associated with detachment duration >2 weeks (P < 0.001).

Conclusions

Fundus autofluorescence may be helpful in determining the duration of RRDs and aid in surgical planning. A hyperautofluorescent leading edge on FAF was associated with detachments of shorter duration, while hyperautofluorescent dots were associated with detachments of longer duration. These findings may be useful adjuncts in determining chronicity and be validated in future studies as a biomarker for pathophysiologic changes occurring with increased duration of retinal detachment.

Financial Disclosure(s)

Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
目的描述并比较超宽视场(UWF)彩色眼底摄影与UWF眼底自体荧光(FAF)成像的孔源性视网膜脱离(rrd)特征。设计:回顾性观察性研究。参与者:2022年至2025年在1个三级医疗中心出现rrd的患者。没有UWF颜色和FAF成像的患者以及视网膜完全脱离或图像质量差的患者被排除在外。方法对源性视网膜脱离进行分级:脱离时间、受累象限、断裂次数、黄斑受累,并将UWF眼底摄影与FAF眼底摄影进行比较。孔源性视网膜脱离的持续时间由患者报告的症状发作决定,分为急性(2周)和慢性(2周)。彩色照片进一步评估大泡外观。眼底自体荧光图像也被评估是否存在超自体荧光点和脱离的超自体荧光前沿。主要观察指标:(1)UWF彩色摄影与自体荧光评估的脱离分级差异;(2)超自体荧光点和前沿与脱离持续时间的关联。结果纳入92例rrd患者93只眼。超宽视场彩色眼底摄影和FAF在评估时钟时间、受累象限和黄斑或中央凹受累时是相等的(P > 0.05)。大泡性脱离与彩色照片上的波纹状外观相关(P < 0.001),并与更急性的脱离(P = 0.005)和脱离区域均匀的低自体荧光相关(P = 0.03)。高自荧光前沿与症状持续时间(2周)显著相关(P = 0.01)。相比之下,脱离区域上的超自体荧光点与脱离持续时间>;2周相关(P < 0.001)。结论眼底自身荧光检测有助于确定rrd的持续时间,有助于手术计划。FAF上的超自荧光前沿与持续时间较短的分离相关,而超自荧光点与持续时间较长的分离相关。这些发现可能是确定慢性的有用辅助,并在未来的研究中作为视网膜脱离持续时间增加的病理生理变化的生物标志物进行验证。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":"Ultra-Widefield Fundus Autofluorescence Findings as an Indicator of Duration in Rhegmatogenous Retinal Detachment","authors":"David L. Zhang MD,&nbsp;Isaac Bakis BS,&nbsp;Russel H. Dinh MD,&nbsp;Megan S. Steinkerchner MD,&nbsp;Avni P. Finn MD, MBA","doi":"10.1016/j.xops.2025.101016","DOIUrl":"10.1016/j.xops.2025.101016","url":null,"abstract":"<div><h3>Objective</h3><div>To describe and compare characteristics of rhegmatogenous retinal detachments (RRDs) on ultra-widefield (UWF) color fundus photography versus UWF fundus autofluorescence (FAF).</div></div><div><h3>Design</h3><div>A retrospective observational study.</div></div><div><h3>Participants</h3><div>Patients presenting with RRDs at 1 tertiary medical center from 2022 to 2025. Patients without UWF color and FAF imaging at initial presentation and those with total retinal detachments or poor image quality were excluded.</div></div><div><h3>Methods</h3><div>Rhegmatogenous retinal detachments were graded for the following characteristics: clock hours of detachment, quadrants involved, number of breaks, and macular involvement and compared between UWF fundus photography and FAF. Rhegmatogenous retinal detachment duration was determined by patient-reported symptom onset and categorized as acute (&lt;2 weeks) or chronic (&gt;2 weeks). Color photographs were further assessed for bullous appearance. Fundus autofluorescence images were also assessed for the presence of hyperautofluorescent dots and presence of a hyperautofluorescent leading edge of the detachment.</div></div><div><h3>Main Outcome Measures</h3><div>(1) Differences in detachment grading as assessed by UWF color photography versus autofluorescence and (2) association of hyperautofluorescent dots and leading edge with detachment duration.</div></div><div><h3>Results</h3><div>Ninety-three eyes of 92 patients with RRDs were included. Ultra-widefield color fundus photography and FAF were equivalent when evaluating clock hours, quadrants involved, and macular or foveal involvement (<em>P</em> &gt; 0.05). Bullous detachments were associated with a corrugated appearance on color photographs (<em>P</em> &lt; 0.001) and were associated with more acute detachments (<em>P</em> = 0.005) and uniform hypoautofluorescence over the area of detachment (<em>P</em> = 0.03). A hyperautofluorescent leading edge was significantly associated with symptom duration &lt;2 weeks (<em>P</em> = 0.01). In contrast, hyperautofluorescent dots on the area of detachment were associated with detachment duration &gt;2 weeks (<em>P</em> &lt; 0.001).</div></div><div><h3>Conclusions</h3><div>Fundus autofluorescence may be helpful in determining the duration of RRDs and aid in surgical planning. A hyperautofluorescent leading edge on FAF was associated with detachments of shorter duration, while hyperautofluorescent dots were associated with detachments of longer duration. These findings may be useful adjuncts in determining chronicity and be validated in future studies as a biomarker for pathophysiologic changes occurring with increased duration of retinal detachment.</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 101016"},"PeriodicalIF":4.6,"publicationDate":"2025-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145884518","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
Corrigendum to “Randomized Study of Intravitreal Autologous CD34+ Stem Cells in Central Retinal Vein Occlusion (Treatment of Retinal vein occlusion Using STem cells [TRUST] Report 1): Safety and Feasibility. Ophthalmol Sci. 2026;6:100905” 玻璃体内自体CD34+干细胞治疗视网膜中央静脉阻塞的随机研究(干细胞治疗视网膜静脉阻塞[TRUST]报告1):安全性和可行性的勘误。眼科杂志;2009;6:100905”
IF 4.6 Q1 OPHTHALMOLOGY Pub Date : 2025-11-21 DOI: 10.1016/j.xops.2025.101019
{"title":"Corrigendum to “Randomized Study of Intravitreal Autologous CD34+ Stem Cells in Central Retinal Vein Occlusion (Treatment of Retinal vein occlusion Using STem cells [TRUST] Report 1): Safety and Feasibility. Ophthalmol Sci. 2026;6:100905”","authors":"","doi":"10.1016/j.xops.2025.101019","DOIUrl":"10.1016/j.xops.2025.101019","url":null,"abstract":"","PeriodicalId":74363,"journal":{"name":"Ophthalmology science","volume":"6 2","pages":"Article 101019"},"PeriodicalIF":4.6,"publicationDate":"2025-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145976578","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 : 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。
{"title":"The Effect of Optic Nerve Crush on Lens-Induced Myopia in Mice","authors":"Xiang-Hua Tang PhD, MD,&nbsp;Zhi-Peng Lai PhD, MD,&nbsp;Sheng-Song Xu PhD, MD,&nbsp;Jin-Yi Xu PhD, MD,&nbsp;Xiao Wang MD,&nbsp;Xing-Yu Lei BMed,&nbsp;Zhou-Yue Li PhD, MD,&nbsp;Xiao Yang PhD, MD","doi":"10.1016/j.xops.2025.101015","DOIUrl":"10.1016/j.xops.2025.101015","url":null,"abstract":"<div><h3>Objective</h3><div>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.</div></div><div><h3>Design</h3><div>Laboratory experimental study.</div></div><div><h3>Subjects</h3><div>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.</div></div><div><h3>Methods</h3><div>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.</div></div><div><h3>Main Outcome Measures</h3><div>The axial length (AL).</div></div><div><h3>Results</h3><div>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.</div></div><div><h3>Conclusions</h3><div>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.</div></div><div><h3>Financial Disclosure(s)</h3><div>The author has no/the authors have no proprietary or commercial interest in any materials discussed in this article.</div></div>","PeriodicalId":74363,"journal":{"name":"Ophthalmology science","volume":"6 2","pages":"Article 101015"},"PeriodicalIF":4.6,"publicationDate":"2025-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145884486","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 : 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":"2025-11-17","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}
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Ophthalmology science
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