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Effect of anti-VEGF therapy on wide-field retinal and choroidal thickness in macular edema secondary to retinal vein occlusion 抗vegf治疗对视网膜静脉闭塞继发黄斑水肿视网膜宽视场及脉络膜厚度的影响
Pub Date : 2026-04-28 Epub Date: 2025-12-05 DOI: 10.1016/j.ajoint.2025.100207
Risa Araki , Yohei Tomita , Tomonori Yuda , Xiaoyan Jiang , Norimitsu Ban , Hiromitsu Kunimi , Atsuro Uchida , Toshihide Kurihara , Hajime Shinoda , Kazuno Negishi

Objective or Purpose

To investigate the effect of anti-VEGF therapy on wide-field retinal and choroidal thickness in patients with macular edema secondary to RVO, and to identify how these effects vary based on clinical characteristics such as occlusion location and patient sex.

Design

Retrospective observational study.

Subjects, Participants, and/or Controls

Thirty-eight patients (38 eyes) with RVO treated at Keio University Hospital (26 males, 12 females; mean age, 67.7 ± 8.5 years). Seventeen fellow eyes without injection served as internal controls.

Methods, Intervention, or Testing

We analyzed 38 eyes with RVO who received intravitreal injections of aflibercept (n = 31) or ranibizumab (n = 7). Wide-field optical coherence tomography (OCT) was performed at baseline (within 7 days before the injection) and at the follow-up visit (30 ± 14 days after the injection). Changes in retinal and choroidal thickness were analyzed across nine predefined regions: a central 5-mm subfield (C0) and eight surrounding peripheral sectors: temporal (L1), superior-temporal (L2), superior (L3), superior-nasal (L4), nasal (L5), inferior-nasal (L6), inferior (L7), and inferior-temporal (L8). Statistical analysis was performed using the Wilcoxon signed-rank test and Bonferroni correction for nine regions.

Main Outcome Measures

Changes in regional retinal and choroidal thickness

Results

Post-injection, retinal thickness significantly decreased in all regions except L4 and L6 (p < 0.0056). Choroidal thickness showed a significant reduction in L2, L5, and L8 (p < 0.0056). Subgroup analyses revealed no significant changes in choroidal thickness in either the superior RVO group (n = 9) or the inferior RVO group (n = 17). A clear sex-based difference was also observed: male patients (n = 26) exhibited choroidal thinning in L4, L5, L6, and L8 (p < 0.0056), whereas female patients (n = 12) showed no significant changes in any region.

Conclusion

Anti-VEGF therapy reduced retinal and choroidal thickness in specific regions in eyes with RVO. No significant differences were observed between eyes with superior and inferior occlusions. In male patients, significant thinning was observed in multiple peripheral regions, whereas no significant changes were noted in female patients. These findings suggest that the choroidal response to anti-VEGF therapy is complex and warrants further investigation.
目的或目的探讨抗vegf治疗对RVO继发黄斑水肿患者宽视场视网膜和脉络膜厚度的影响,并确定这些影响是如何根据闭塞部位和患者性别等临床特征而变化的。设计回顾性观察性研究。受试者、参与者和/或对照组38例(38只眼)RVO患者在庆应义塾大学医院接受治疗(男性26例,女性12例,平均年龄67.7±8.5岁)。17只未注射的眼睛作为内部对照。方法、干预或检测我们分析了38只RVO患者,他们接受了玻璃体内注射阿非利塞普(n = 31)或雷尼单抗(n = 7)。在基线(注射前7天内)和随访(注射后30±14天)进行宽视场光学相干断层扫描(OCT)。我们分析了视网膜和脉络膜厚度在九个预定义区域的变化:一个5毫米的中央子场(C0)和八个周围外围区域:颞区(L1)、颞上区(L2)、上区(L3)、上鼻区(L4)、鼻区(L5)、下鼻区(L6)、下区(L7)和颞下区(L8)。对9个区域采用Wilcoxon符号秩检验和Bonferroni校正进行统计分析。主要观察指标区域视网膜及脉络膜厚度变化结果注射后,除L4、L6外,其余区域视网膜厚度均显著降低(p < 0.0056)。脉络膜厚度显示L2、L5和L8明显减少(p < 0.0056)。亚组分析显示,无论是上RVO组(n = 9)还是下RVO组(n = 17),脉络膜厚度均无显著变化。性别差异也很明显:男性患者(n = 26)在L4、L5、L6和L8出现脉络膜变薄(p < 0.0056),而女性患者(n = 12)在任何区域均无明显变化。结论抗vegf治疗可降低RVO眼特定区域视网膜和脉络膜厚度。上、下闭眼间无明显差异。在男性患者中,在多个外周区域观察到明显的变薄,而在女性患者中没有明显的变化。这些发现表明脉络膜对抗vegf治疗的反应是复杂的,值得进一步研究。
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引用次数: 0
In memoriam, Nobuhiko Matsuo, 1931-2025 为了纪念,松尾信彦1931-2025
Pub Date : 2026-04-28 Epub Date: 2025-12-20 DOI: 10.1016/j.ajoint.2025.100217
Toshihiko Matsuo
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引用次数: 0
Assessing demographic variation in large language model outputs for patient education materials in cataract surgery 评估白内障手术患者教育材料的大语言模型输出的人口统计学差异
Pub Date : 2026-04-28 Epub Date: 2025-12-19 DOI: 10.1016/j.ajoint.2025.100216
Angel Gao , Abu Bakar Butt , Fred Min , Amin Hatamnejad , Keean Nanji , Husayn Gulamhusein

Purpose

To evaluate whether large language model (LLM)-generated patient education materials for cataract surgery vary in readability, length, and accuracy based on demographic modifiers including race, gender, geography, and insurance status.

Design

Cross-sectional study

Methods

This study analyzed 7,000 responses from five LLMs (ChatGPT, Claude, Copilot, DeepSeek, and Gemini) between March-May 2025 using 280 standardized prompts that varied by race, gender, province/territory, and insurance coverage. Each prompt was submitted five times. Readability was assessed using the Flesch-Kincaid Grade Level (FKGL), Flesch Reading Ease (FRE), and SMOG index. Accuracy was assessed by dual blinded reviewers against AAO clinical guidelines. ANOVA was performed (α = 0.05).

Results

LLM outputs differed significantly across all metrics (p < 0.001). Gemini generated the longest (876 ± 143 words) and among the most complex text (FKGL 11.9 ± 1.2). Race, insurance status, and geography significantly impacted readability. Prompts referencing Indigenous patients were the most complex (FKGL 11.1 ± 1.8, FRE 36.5 ± 7.9). Insured prompts were longer and more complex (11.0 ± 1.7 vs. 10.8 ± 1.7; 429 vs. 399 words; p < 0.001). Prompts from Nunavut and Manitoba were the least readable (FKGL ≥ 11.1), while Quebec and PEI were most readable. Gender had minimal impact. No outputs contained clinically unsafe information, but most lacked sufficient depth. None of the responses met the AMA’s sixth-grade readability recommendation.

Conclusion

LLM-generated patient education for cataract surgery varies by patient demographics. These disparities may hinder equitable access to health information and highlight the need for bias-aware development of AI tools in healthcare.
目的评估大语言模型(LLM)生成的白内障手术患者教育材料在可读性、长度和准确性方面是否存在差异,这取决于人口统计学修饰因素,包括种族、性别、地理位置和保险状况。设计横断面研究方法本研究分析了2025年3月至5月期间来自5位法学硕士(ChatGPT、Claude、Copilot、DeepSeek和Gemini)的7000份回复,使用280个标准化提示,这些提示因种族、性别、省份/地区和保险范围而异。每个提示被提交了5次。采用Flesch- kincaid Grade Level (FKGL)、Flesch Reading Ease (FRE)和SMOG指数评估可读性。根据AAO临床指南进行双盲评估。方差分析(α = 0.05)。结果sllm的输出在所有指标上都有显著差异(p < 0.001)。双子座生成了最长的(876±143个单词)和最复杂的文本(FKGL 11.9±1.2)。种族、保险状况和地理显著影响可读性。本土患者提示最复杂(FKGL 11.1±1.8,FRE 36.5±7.9)。投保提示更长、更复杂(11.0±1.7 vs 10.8±1.7;429 vs 399; p < 0.001)。来自努纳武特和马尼托巴的提示可读性最低(FKGL≥11.1),而魁北克省和PEI的提示可读性最高。性别影响最小。没有输出包含临床不安全信息,但大多数缺乏足够的深度。没有一个回答符合美国医学协会的六级可读性建议。结论法学硕士对白内障手术患者的教育因患者的不同而不同。这些差异可能妨碍公平获取卫生信息,并突出表明需要在卫生保健领域开发具有偏见意识的人工智能工具。
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引用次数: 0
Pediatric sickle cell retinopathy: A review of screening, diagnostic imaging and treatment 儿童镰状细胞视网膜病变:筛查,诊断成像和治疗的回顾
Pub Date : 2026-04-28 Epub Date: 2026-01-22 DOI: 10.1016/j.ajoint.2026.100228
Karen Matar , Karen C. Liao , Celine Chaaya , Sandra Hoyek , Srujay Pandiri , Francisco Altamirano , Pablo Altschwager Kreft , Efren Gonzalez , Nimesh A. Patel

Topic

Sickle cell retinopathy (SCR)

Relevance

To synthesize evidence on SCR examining genotype-specific features, multimodal imaging findings, systemic correlations, and management approaches, with the goal of informing earlier and more personalized ophthalmic care for children with sickle cell disease (SCD).

Methods

This review was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. A comprehensive PubMed search identified studies published between 1974 and 2025 reporting on SCR in children (≤18 years). Eligible studies included those describing ocular or imaging findings, classification approaches, systemic correlations, or management outcomes in children with SCD.

Results

Thirty-seven studies met inclusion criteria. SCR was recognized as an early, often subclinical manifestation of SCD in children, with retinal changes reported as early as 5–7 years of age. Hemoglobin SC genotype was more often associated with proliferative retinopathy, while hemoglobin SS showed earlier macular thinning and anemia-related changes. Despite structural abnormalities, visual acuity generally remained preserved, underscoring the limitations of symptom-based screening. Optical coherence tomography (OCT), OCT angiography (OCTA), and ultra-widefield imaging reveal macular and peripheral pathology not detected on routine examination. Across studies, classification systems were inconsistently applied; most relied on the Goldberg staging designed for adults, highlighting the lack of pediatric-specific criteria. Retinal findings correlated with hematologic markers, hospitalization burden, and cerebrovascular disease, suggesting potential value as systemic biomarkers. Management remains largely observational, with selective use of laser and systemic therapies in advanced cases.

Conclusions

Pediatric SCR demonstrates early onset, genotype-dependent variation, and systemic associations. Current evidence supports the role of multimodal imaging for early detection and longitudinal monitoring. Standardizing screening practices and refining existing classification frameworks to reflect pediatric disease patterns may enhance early recognition and long-term visual outcomes.

PROSPERO registration number

CRD420251142795.
主题:镰状细胞性视网膜病变(SCR)相关性:综合SCR基因型特异性特征、多模式成像结果、系统相关性和治疗方法的证据,目的是为镰状细胞病(SCD)患儿提供更早、更个性化的眼科护理。方法本综述按照系统评价和荟萃分析的首选报告项目(PRISMA)指南进行。一项全面的PubMed检索确定了1974年至2025年间发表的关于儿童(≤18岁)SCR的研究。符合条件的研究包括描述SCD儿童的眼部或影像学表现、分类方法、系统相关性或治疗结果的研究。结果37项研究符合纳入标准。SCR被认为是儿童SCD的早期,通常是亚临床表现,视网膜变化早在5-7岁时就有报道。血红蛋白SC基因型更常与增殖性视网膜病变相关,而血红蛋白SS则表现为早期黄斑变薄和贫血相关改变。尽管结构异常,但视力通常仍保持不变,这强调了基于症状的筛查的局限性。光学相干断层扫描(OCT)、OCT血管造影(OCTA)和超宽视场成像显示常规检查未发现的黄斑和周围病变。在所有研究中,分类系统的应用并不一致;大多数依赖于为成人设计的戈德堡分期,强调缺乏儿科特异性标准。视网膜检查结果与血液学指标、住院负担和脑血管疾病相关,提示作为系统性生物标志物的潜在价值。治疗仍然主要是观察性的,在晚期病例中选择性地使用激光和全身治疗。结论小儿SCR表现为早发性、基因型依赖性变异和全身相关性。目前的证据支持多模态成像在早期发现和纵向监测中的作用。标准化筛查实践和完善现有的分类框架,以反映儿科疾病模式,可能会提高早期识别和长期视力结果。普洛斯彼罗注册号crd420251142795。
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引用次数: 0
A systematic review of eligibility criteria in randomized controlled trials of anti-VEGF therapy for retinal vein occlusion 随机对照试验抗vegf治疗视网膜静脉闭塞的合格标准的系统回顾
Pub Date : 2026-04-28 Epub Date: 2026-01-20 DOI: 10.1016/j.ajoint.2026.100227
Vibeke Rugaard Christensen , Lars Christian Boberg-Ans , Peter Elmegaard Junior , Lasse Jørgensen Cehofski , Jakob Grauslund , Kamilla Bredsgaard Høeg , Pernille Oversø Hansen , Oliver Niels Klefter , Siar Niazi , Miklos Schneider , Yousif Subhi , Andreas Arnold-Vangsted

Purpose

Randomized controlled trials (RCTs) of anti-vascular endothelial growth factor therapy (anti-VEGF) for retinal vein occlusion (RVO) outline treatment efficacy and aim to guide decisions in clinical practice. However, the strict eligibility criteria applied in registration trials may limit their representativeness and raise concerns about generalizability to real-world populations. This systematic review summarizes the eligibility criteria used in these studies.

Design

Systematic review.

Methods

We systematically searched in 12 scientific literature databases on 22 June 2025. RCTs of intravitreal anti-VEGF therapy for RVO in English were considered eligible for our study. Data on the eligibility criteria for visual function, disease definition and stage, ocular comorbidities, systemic comorbidities, demographics, and other factors not encompassed in other categories were extracted and summarized for a qualitative review. Due to the nature of the systematic review, neither a quantitative meta-analysis nor a formal risk-of-bias assessment was performed.

Results

We identified a total of 23 eligible studies, which in total included 4883 eyes of 4883 patients with RVO. We identified eligibility criteria on areas of visual function (minimum 6–24 ETDRS letters; maximum 70–78 ETDRS letters), disease definition and stage (criteria based on branch or central RVO, retinal features, and minimal central subfield thickness), ocular and systemic comorbidities, specific demographics, as well as a miscellaneous category (e.g., contraception use requirement). The most frequent exclusion criteria across studies were any history of prior intravitreal anti-VEGF (91.3%), ongoing ocular inflammation or infection (82.6%), intraocular surgery (78.3%), diabetic retinopathy (74%), cardiovascular disease (69.6%), laser photocoagulation (69.6%), age-related macular degeneration (56.5%), and glaucoma (52.2%) with percentages reflecting the proportion of the 23 included trials that applied each exclusion criterion. Some studies applied numerous eligibility criteria which, based on post-hoc qualitative comparisons with real-world RVO population, may limit generalizability.

Conclusions

RCTs of anti-VEGF treatments for RVO have used stringent eligibility criteria, which may limit the generalizability of their findings to real-world patients.
目的:研究抗血管内皮生长因子(anti-VEGF)治疗视网膜静脉闭塞(RVO)的临床疗效,指导临床决策。然而,在注册试验中应用的严格资格标准可能会限制其代表性,并引起对现实世界人群的普遍性的担忧。本系统综述总结了这些研究的入选标准。DesignSystematic审查。方法于2025年6月22日系统检索12个科学文献数据库。玻璃体内抗vegf治疗RVO的英文随机对照试验被认为符合我们的研究。提取并总结了视力功能、疾病定义和分期、眼部合并症、全身合并症、人口统计学和其他未包含在其他类别中的其他因素的合格标准数据,以进行定性评价。由于系统评价的性质,既没有进行定量荟萃分析,也没有进行正式的偏倚风险评估。结果共纳入23项符合条件的研究,共纳入4883例RVO患者的4883只眼。我们确定了视力功能范围(最少6-24个ETDRS字母;最多70-78个ETDRS字母)、疾病定义和分期(基于分支或中心RVO、视网膜特征和最小中心子视野厚度的标准)、眼部和全身合共病、特定人口统计学以及杂项分类(例如,避孕使用要求)的资格标准。所有研究中最常见的排除标准是既往的玻璃体内抗vegf病史(91.3%)、持续的眼部炎症或感染(82.6%)、眼内手术(78.3%)、糖尿病视网膜病变(74%)、心血管疾病(69.6%)、激光光凝(69.6%)、年龄相关性黄斑变性(56.5%)和青光眼(52.2%),其百分比反映了纳入的23项试验中应用每个排除标准的比例。一些研究应用了大量的资格标准,这些标准是基于与现实世界RVO人群的事后定性比较,可能会限制通用性。结论抗vegf治疗RVO的随机对照试验使用了严格的资格标准,这可能限制了其研究结果在现实世界患者中的推广。
{"title":"A systematic review of eligibility criteria in randomized controlled trials of anti-VEGF therapy for retinal vein occlusion","authors":"Vibeke Rugaard Christensen ,&nbsp;Lars Christian Boberg-Ans ,&nbsp;Peter Elmegaard Junior ,&nbsp;Lasse Jørgensen Cehofski ,&nbsp;Jakob Grauslund ,&nbsp;Kamilla Bredsgaard Høeg ,&nbsp;Pernille Oversø Hansen ,&nbsp;Oliver Niels Klefter ,&nbsp;Siar Niazi ,&nbsp;Miklos Schneider ,&nbsp;Yousif Subhi ,&nbsp;Andreas Arnold-Vangsted","doi":"10.1016/j.ajoint.2026.100227","DOIUrl":"10.1016/j.ajoint.2026.100227","url":null,"abstract":"<div><h3>Purpose</h3><div>Randomized controlled trials (RCTs) of anti-vascular endothelial growth factor therapy (anti-VEGF) for retinal vein occlusion (RVO) outline treatment efficacy and aim to guide decisions in clinical practice. However, the strict eligibility criteria applied in registration trials may limit their representativeness and raise concerns about generalizability to real-world populations. This systematic review summarizes the eligibility criteria used in these studies.</div></div><div><h3>Design</h3><div>Systematic review.</div></div><div><h3>Methods</h3><div>We systematically searched in 12 scientific literature databases on 22 June 2025. RCTs of intravitreal anti-VEGF therapy for RVO in English were considered eligible for our study. Data on the eligibility criteria for visual function, disease definition and stage, ocular comorbidities, systemic comorbidities, demographics, and other factors not encompassed in other categories were extracted and summarized for a qualitative review. Due to the nature of the systematic review, neither a quantitative meta-analysis nor a formal risk-of-bias assessment was performed.</div></div><div><h3>Results</h3><div>We identified a total of 23 eligible studies, which in total included 4883 eyes of 4883 patients with RVO. We identified eligibility criteria on areas of visual function (minimum 6–24 ETDRS letters; maximum 70–78 ETDRS letters), disease definition and stage (criteria based on branch or central RVO, retinal features, and minimal central subfield thickness), ocular and systemic comorbidities, specific demographics, as well as a miscellaneous category (e.g., contraception use requirement). The most frequent exclusion criteria across studies were any history of prior intravitreal anti-VEGF (91.3%), ongoing ocular inflammation or infection (82.6%), intraocular surgery (78.3%), diabetic retinopathy (74%), cardiovascular disease (69.6%), laser photocoagulation (69.6%), age-related macular degeneration (56.5%), and glaucoma (52.2%) with percentages reflecting the proportion of the 23 included trials that applied each exclusion criterion. Some studies applied numerous eligibility criteria which, based on post-hoc qualitative comparisons with real-world RVO population, may limit generalizability.</div></div><div><h3>Conclusions</h3><div>RCTs of anti-VEGF treatments for RVO have used stringent eligibility criteria, which may limit the generalizability of their findings to real-world patients.</div></div>","PeriodicalId":100071,"journal":{"name":"AJO International","volume":"3 1","pages":"Article 100227"},"PeriodicalIF":0.0,"publicationDate":"2026-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146090156","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
Evaluation of algorithmic bias in large language models for retinal clinical recommendations 评估视网膜临床推荐的大型语言模型中的算法偏差
Pub Date : 2026-04-28 Epub Date: 2026-02-03 DOI: 10.1016/j.ajoint.2026.100233
Siddharth Gandhi , Michael Balas , Marko M. Popovic , Peter J. Kertes , Rajeev H. Muni , Radha P. Kohly

Objective/Purpose

To assess whether contemporary large language models (LLMs) exhibit demographic or socioeconomic bias when making clinical recommendations for retinal disease and to characterize model-specific equity and reliability profiles.

Design

Cross-sectional computational evaluation performed in July 2025.

Subjects, Participants, and/or Controls

Ten expert-designed clinical vignettes representing common retinal conditions (e.g., age-related macular degeneration, diabetic macular edema) were combined with 1440 systematically varied patient demographic and socioeconomic profiles (varying race, gender identity, insurance status, housing/clinic proximity, occupation, and age), yielding 14,400 unique simulated patient prompts.

Methods, Intervention, or Testing

Each unique prompt was submitted via stateless API calls to four LLMs (ChatGPT-4o, Claude 4 Sonnet, Gemini 2.5 Flash, DeepSeek-V2), generating 57,600 recommendations. The primary outcome was concordance with a predefined expert reference decision. Mixed-effects logistic regression modeled associations between patient factors and concordance, adjusting for vignette as a random effect. Demographic instability scores were calculated to quantify recommendation changes driven solely by non-clinical factors.

Results

Overall concordance differed significantly across models (p < 0.001): 56.8% for Claude 4 Sonnet, 53.5% for ChatGPT-4o, 50.5% for DeepSeek-V2, and 45.9% for Gemini 2.5 Flash. In the pooled model, lack of health insurance (OR 0.80; 95% CI 0.76–0.85; p < 0.001), unstable housing far from clinic (OR 0.84; 95% CI 0.79–0.91; p < 0.001), and low-income occupation (OR 0.93; 95% CI 0.87–0.98; p = 0.014) were associated with lower odds of a concordant recommendation. Black patients were associated with higher odds of concordance compared with White patients (OR 1.20; 95% CI 1.11–1.30; p < 0.001).

Conclusions

Major LLMs display moderate concordance with reference retinal management decisions but demonstrate potential for substantial, model-specific, and context-dependent demographic and socioeconomic biases. These findings suggest that equity-focused evaluation beyond traditional accuracy metrics may be warranted before clinical deployment.
目的/目的评估当代大语言模型(LLMs)在为视网膜疾病提供临床建议时是否表现出人口统计学或社会经济偏见,并表征模型特异性公平性和可靠性概况。设计2025年7月进行横断面计算评估。受试者、参与者和/或对照组:专家设计的代表常见视网膜疾病(例如,年龄相关性黄斑变性、糖尿病性黄斑水肿)的临床小插曲与1440名系统不同的患者人口统计学和社会经济概况(不同的种族、性别认同、保险状况、住房/诊所邻近程度、职业和年龄)相结合,产生14400个独特的模拟患者提示。方法、干预或测试每个独特的提示都通过无状态API调用提交给四个llm (chatgpt - 40、Claude 4 Sonnet、Gemini 2.5 Flash、DeepSeek-V2),产生57600条建议。主要结果是与预先确定的专家参考决策的一致性。混合效应逻辑回归模拟了患者因素和一致性之间的关联,调整了小插曲作为随机效应。计算人口不稳定性评分,量化仅由非临床因素驱动的推荐变化。结果不同模型的总体一致性差异显著(p < 0.001): Claude 4 Sonnet为56.8%,chatgpt - 40为53.5%,DeepSeek-V2为50.5%,Gemini 2.5 Flash为45.9%。在合并模型中,缺乏健康保险(OR 0.80; 95% CI 0.76-0.85; p < 0.001)、远离诊所的不稳定住房(OR 0.84; 95% CI 0.79-0.91; p < 0.001)和低收入职业(OR 0.93; 95% CI 0.87-0.98; p = 0.014)与一致性推荐的几率较低相关。与白人患者相比,黑人患者的一致性几率更高(OR 1.20; 95% CI 1.11-1.30; p < 0.001)。结论:主要llm与参考视网膜管理决策表现出适度的一致性,但可能存在大量的、模型特定的、背景相关的人口统计学和社会经济偏差。这些发现表明,在临床部署之前,可能需要在传统的准确性指标之外进行以权益为中心的评估。
{"title":"Evaluation of algorithmic bias in large language models for retinal clinical recommendations","authors":"Siddharth Gandhi ,&nbsp;Michael Balas ,&nbsp;Marko M. Popovic ,&nbsp;Peter J. Kertes ,&nbsp;Rajeev H. Muni ,&nbsp;Radha P. Kohly","doi":"10.1016/j.ajoint.2026.100233","DOIUrl":"10.1016/j.ajoint.2026.100233","url":null,"abstract":"<div><h3>Objective/Purpose</h3><div>To assess whether contemporary large language models (LLMs) exhibit demographic or socioeconomic bias when making clinical recommendations for retinal disease and to characterize model-specific equity and reliability profiles.</div></div><div><h3>Design</h3><div>Cross-sectional computational evaluation performed in July 2025.</div></div><div><h3>Subjects, Participants, and/or Controls</h3><div>Ten expert-designed clinical vignettes representing common retinal conditions (e.g., age-related macular degeneration, diabetic macular edema) were combined with 1440 systematically varied patient demographic and socioeconomic profiles (varying race, gender identity, insurance status, housing/clinic proximity, occupation, and age), yielding 14,400 unique simulated patient prompts.</div></div><div><h3>Methods, Intervention, or Testing</h3><div>Each unique prompt was submitted via stateless API calls to four LLMs (ChatGPT-4o, Claude 4 Sonnet, Gemini 2.5 Flash, DeepSeek-V2), generating 57,600 recommendations. The primary outcome was concordance with a predefined expert reference decision. Mixed-effects logistic regression modeled associations between patient factors and concordance, adjusting for vignette as a random effect. Demographic instability scores were calculated to quantify recommendation changes driven solely by non-clinical factors.</div></div><div><h3>Results</h3><div>Overall concordance differed significantly across models (<em>p</em> &lt; 0.001): 56.8% for Claude 4 Sonnet, 53.5% for ChatGPT-4o, 50.5% for DeepSeek-V2, and 45.9% for Gemini 2.5 Flash. In the pooled model, lack of health insurance (OR 0.80; 95% CI 0.76–0.85; <em>p</em> &lt; 0.001), unstable housing far from clinic (OR 0.84; 95% CI 0.79–0.91; <em>p</em> &lt; 0.001), and low-income occupation (OR 0.93; 95% CI 0.87–0.98; <em>p</em> = 0.014) were associated with lower odds of a concordant recommendation. Black patients were associated with higher odds of concordance compared with White patients (OR 1.20; 95% CI 1.11–1.30; <em>p</em> &lt; 0.001).</div></div><div><h3>Conclusions</h3><div>Major LLMs display moderate concordance with reference retinal management decisions but demonstrate potential for substantial, model-specific, and context-dependent demographic and socioeconomic biases. These findings suggest that equity-focused evaluation beyond traditional accuracy metrics may be warranted before clinical deployment.</div></div>","PeriodicalId":100071,"journal":{"name":"AJO International","volume":"3 1","pages":"Article 100233"},"PeriodicalIF":0.0,"publicationDate":"2026-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146188385","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
Platelet-rich fibrin membrane versus conjunctival autograft in primary pterygium surgery: A comparative 12 months single center study 富血小板纤维蛋白膜与自体结膜移植在原发性翼状胬肉手术中的比较:一项为期12个月的单中心研究
Pub Date : 2026-04-28 Epub Date: 2025-12-31 DOI: 10.1016/j.ajoint.2025.100222
Hassan Moutei, Meriem bouzidi, Fouad Chraibi, Meriem Abdellaoui, Idriss Benatiya

Objective/Purpose

To compare the safety and preliminary efficacy of platelet-rich fibrin membrane (PRFm) versus conjunctival autograft (CA) for primary pterygium surgery.

Design

Prospective, comparative, non-randomized pilot study.

Subjects, Participants, and/or Controls

This pilot study enrolled 141 patients (76 Group A/CA; 65 Group B/PRFm) undergoing primary pterygium surgery between February 2024 and April 2025. Patients selected their preferred treatment approach.

Methods, Intervention, or Testing

Primary outcome was pterygium recurrence at 12 months (Solomon grading scale). Secondary outcomes included conjunctival inflammation (Efron scale), ocular surface symptoms (Visual Analog Scale and Ocular Surface Disease Index), corneal epithelialization time, visual acuity, surgical time, and graft integration (AS-OCT imaging).

Results

Recurrence occurred in 7 eyes (9.2%; 95% CI 3.8–17.8%) in Group A and 1 eye (1.5%; 95% CI 0.0–8.2%) in Group B. Mean surgical time was substantially shorter with PRFm (18.2 ± 5.2 min versus 38.5 ± 7.1 min; 53% reduction; p < 0.001). Conjunctival inflammation was consistently lower in Group B through 3 months (p < 0.001 at 1 month), with resolution in both groups by 12 months. Within-group improvements in symptom scores were substantially greater with PRFm (VAS frequency 88.6% decrease versus 41.5%; OSDI 44.2% decrease versus 18.6%), with PRFm crossing from moderate to mild symptom category. However, between-group comparisons at individual postoperative timepoints demonstrated no statistically significant differences in symptom outcomes (all p > 0.05). AS-OCT measurements were comparable between groups at all timepoints, with no significant associations between graft morphology and clinical outcomes. Both procedures demonstrated excellent safety profiles with no serious adverse events.

Conclusions

This pilot study suggests PRFm may offer operational advantages and potentially favorable preliminary trends in recurrence and symptom improvement compared with CA for primary pterygium surgery. These exploratory findings warrant investigation in a larger randomized controlled trial with adequate power to determine whether observed trends represent clinically meaningful advantages.
目的比较富血小板纤维蛋白膜(PRFm)与自体结膜移植(CA)在原发性翼状胬肉手术中的安全性和初步疗效。前瞻性、比较性、非随机试验研究。受试者、参与者和/或对照本试点研究纳入了2024年2月至2025年4月期间接受原发性翼状胬肉手术的141例患者(76例A/CA组;65例B/PRFm组)。患者选择自己喜欢的治疗方法。方法、干预或检测主要结果为12个月翼状胬肉复发(所罗门分级量表)。次要结局包括结膜炎症(Efron评分)、眼表症状(视觉模拟评分和眼表疾病指数)、角膜上皮化时间、视力、手术时间和移植物整合(AS-OCT成像)。结果A组复发7只眼(9.2%;95% CI 3.8-17.8%), b组复发1只眼(1.5%;95% CI 0.0-8.2%), PRFm的平均手术时间明显缩短(18.2±5.2 min vs 38.5±7.1 min;减少53%;p < 0.001)。B组结膜炎症持续降低3个月(1个月时p <; 0.001),两组结膜炎症在12个月时消退。PRFm组内症状评分的改善明显更大(VAS频率下降88.6%对41.5%;OSDI下降44.2%对18.6%),PRFm从中度症状类别跨越到轻度症状类别。然而,术后各时间点组间比较显示症状结局无统计学差异(均p >; 0.05)。AS-OCT测量在所有时间点组间具有可比性,移植物形态和临床结果之间无显著关联。两种方法均表现出良好的安全性,无严重不良事件。结论与CA相比,PRFm在原发性翼状胬肉手术中可能具有手术优势,并且在复发和症状改善方面具有潜在的有利趋势。这些探索性发现值得在更大的随机对照试验中进行调查,以确定观察到的趋势是否代表临床有意义的优势。
{"title":"Platelet-rich fibrin membrane versus conjunctival autograft in primary pterygium surgery: A comparative 12 months single center study","authors":"Hassan Moutei,&nbsp;Meriem bouzidi,&nbsp;Fouad Chraibi,&nbsp;Meriem Abdellaoui,&nbsp;Idriss Benatiya","doi":"10.1016/j.ajoint.2025.100222","DOIUrl":"10.1016/j.ajoint.2025.100222","url":null,"abstract":"<div><h3>Objective/Purpose</h3><div>To compare the safety and preliminary efficacy of platelet-rich fibrin membrane (PRFm) versus conjunctival autograft (CA) for primary pterygium surgery.</div></div><div><h3>Design</h3><div>Prospective, comparative, non-randomized pilot study.</div></div><div><h3>Subjects, Participants, and/or Controls</h3><div>This pilot study enrolled 141 patients (76 Group A/CA; 65 Group B/PRFm) undergoing primary pterygium surgery between February 2024 and April 2025. Patients selected their preferred treatment approach.</div></div><div><h3>Methods, Intervention, or Testing</h3><div>Primary outcome was pterygium recurrence at 12 months (Solomon grading scale). Secondary outcomes included conjunctival inflammation (Efron scale), ocular surface symptoms (Visual Analog Scale and Ocular Surface Disease Index), corneal epithelialization time, visual acuity, surgical time, and graft integration (AS-OCT imaging).</div></div><div><h3>Results</h3><div>Recurrence occurred in 7 eyes (9.2%; 95% CI 3.8–17.8%) in Group A and 1 eye (1.5%; 95% CI 0.0–8.2%) in Group B. Mean surgical time was substantially shorter with PRFm (18.2 ± 5.2 min versus 38.5 ± 7.1 min; 53% reduction; <em>p</em> &lt; 0.001). Conjunctival inflammation was consistently lower in Group B through 3 months (<em>p</em> &lt; 0.001 at 1 month), with resolution in both groups by 12 months. Within-group improvements in symptom scores were substantially greater with PRFm (VAS frequency 88.6% decrease versus 41.5%; OSDI 44.2% decrease versus 18.6%), with PRFm crossing from moderate to mild symptom category. However, between-group comparisons at individual postoperative timepoints demonstrated no statistically significant differences in symptom outcomes (all <em>p</em> &gt; 0.05). AS-OCT measurements were comparable between groups at all timepoints, with no significant associations between graft morphology and clinical outcomes. Both procedures demonstrated excellent safety profiles with no serious adverse events.</div></div><div><h3>Conclusions</h3><div>This pilot study suggests PRFm may offer operational advantages and potentially favorable preliminary trends in recurrence and symptom improvement compared with CA for primary pterygium surgery. These exploratory findings warrant investigation in a larger randomized controlled trial with adequate power to determine whether observed trends represent clinically meaningful advantages.</div></div>","PeriodicalId":100071,"journal":{"name":"AJO International","volume":"3 1","pages":"Article 100222"},"PeriodicalIF":0.0,"publicationDate":"2026-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145939565","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
Tele-eye care in Nigeria: interpreting acceptance through an equity and policy lens 尼日利亚的远程眼保健:从公平和政策的角度解释接受程度
Pub Date : 2026-04-28 Epub Date: 2025-12-02 DOI: 10.1016/j.ajoint.2025.100206
Abha Gahlot , Sushma Narsing Katkuri , Janvi Patel , Jeffrin Reneus Paul
Teleophthalmology is increasingly promoted to expand access to eye care in low- and middle-income countries, yet there is a risk that new digital services primarily benefit already connected urban groups. This correspondence comments on a study of tele–eye care perspectives in Benin City, Nigeria, and argues that the reported high willingness to use mobile applications reflects attitudes among young, educated, digitally enabled clinic attendees rather than the wider population at greatest risk of vision loss. We highlight implications for equity and public health policy, proposing integration of tele–eye care into existing community and outreach-based eye-care programmes.
在低收入和中等收入国家,越来越多地推广远程眼科技术,以扩大获得眼科保健的机会,但新的数字服务可能主要惠及已经联网的城市群体。这封信评论了尼日利亚贝宁市的一项远程眼保健观点研究,并认为报告中使用移动应用程序的高意愿反映了年轻、受过教育、数字化的诊所参与者的态度,而不是处于视力丧失风险最大的更广泛人群。我们强调对公平和公共卫生政策的影响,建议将远程眼保健纳入现有的社区和基于外展的眼保健方案。
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引用次数: 0
Linking multicenter electronic health records with socioeconomic data to examine receipt of standard versus premium intraocular lenses 将多中心电子健康记录与社会经济数据联系起来,以检查标准与优质人工晶体的接收情况
Pub Date : 2026-04-28 Epub Date: 2025-12-09 DOI: 10.1016/j.ajoint.2025.100209
Alaa Mohamedali , Azraa S. Chaudhury , Adovich S. Rivera , Xueqing Zhou , Joshua D. Stein , Chris A. Andrews , Yang Li , Shikha Marwah , Richa Shah , Kunal Kanwar , Charlesnika T. Evans , Abel N. Kho , Paul J. Bryar , Dustin D. French , Sight Outcomes Research Collaborative (SOURCE) Consortium

Purpose

Premium intraocular lenses (IOLs) can improve visual outcomes and reduce dependence on glasses but often require out-of-pocket payment. The socioeconomic factors influencing their selection remain poorly understood. Leveraging a multi-institutional electronic health record dataset, we examined demographic and socioeconomic factors associated with receiving a premium versus standard IOL and the likelihood of switching IOL type (premium to standard or vice versa) between first and second cataract surgeries.

Design

Retrospective cohort study across 10 medical centers.

Participants

46,349 patients who underwent cataract surgery with IOL implantation from 2010 to 2023.

Results

9.7 % of patients received at least one premium intraocular lens (IOL). Toric lenses comprised 79 % of premium implants. Premium IOL recipients were more often White, English-speaking, higher income, and college educated. Black race (aOR 0.44, 95 % CI 0.30–0.66), non-English language (aOR 0.64, 95 % CI 0.44–0.94), lower income (aOR 0.40, 95 % CI 0.20–0.81), and lower education were associated with reduced odds of premium IOL implantation. Associations persisted after accounting for ocular comorbidities. Among bilateral cases, 4.2 % of patients switched IOL type between surgeries. Specifically, Black and lower-income patients were less likely to upgrade to a premium IOL for their second surgery.

Conclusions

Socioeconomic and racial factors are strongly associated with the choice of premium IOL, with toric lenses comprising the majority of premium implants. Targeted efforts to improve access and patient education may help ensure more equitable adoption of advanced lens technologies.
目的:优质人工晶状体(iol)可以改善视力,减少对眼镜的依赖,但往往需要自费。影响他们选择的社会经济因素仍然知之甚少。利用多机构电子健康记录数据集,我们研究了与接受优质与标准IOL相关的人口统计学和社会经济因素,以及在第一次和第二次白内障手术之间转换IOL类型(优质到标准或反之亦然)的可能性。设计:10个医疗中心的回顾性队列研究。结果9.7%的患者接受了至少一个优质人工晶状体(IOL)植入。环面晶状体占79%的优质植入物。高级人工晶状体接受者通常是白人,会说英语,收入较高,受过大学教育。黑人(aOR 0.44, 95% CI 0.30-0.66)、非英语(aOR 0.64, 95% CI 0.44 - 0.94)、收入较低(aOR 0.40, 95% CI 0.20-0.81)和教育程度较低与优质人工晶体植入术的几率降低相关。在考虑眼部合并症后,相关性仍然存在。在双侧病例中,4.2%的患者在手术之间切换了IOL类型。具体来说,黑人和低收入患者不太可能在第二次手术时升级到高级人工晶状体。结论社会经济和种族因素与选择优质人工晶状体密切相关,其中环面晶状体占大多数。有针对性地努力改善获取和患者教育,可能有助于确保更公平地采用先进的隐形眼镜技术。
{"title":"Linking multicenter electronic health records with socioeconomic data to examine receipt of standard versus premium intraocular lenses","authors":"Alaa Mohamedali ,&nbsp;Azraa S. Chaudhury ,&nbsp;Adovich S. Rivera ,&nbsp;Xueqing Zhou ,&nbsp;Joshua D. Stein ,&nbsp;Chris A. Andrews ,&nbsp;Yang Li ,&nbsp;Shikha Marwah ,&nbsp;Richa Shah ,&nbsp;Kunal Kanwar ,&nbsp;Charlesnika T. Evans ,&nbsp;Abel N. Kho ,&nbsp;Paul J. Bryar ,&nbsp;Dustin D. French ,&nbsp;Sight Outcomes Research Collaborative (SOURCE) Consortium","doi":"10.1016/j.ajoint.2025.100209","DOIUrl":"10.1016/j.ajoint.2025.100209","url":null,"abstract":"<div><h3>Purpose</h3><div>Premium intraocular lenses (IOLs) can improve visual outcomes and reduce dependence on glasses but often require out-of-pocket payment. The socioeconomic factors influencing their selection remain poorly understood. Leveraging a multi-institutional electronic health record dataset, we examined demographic and socioeconomic factors associated with receiving a premium versus standard IOL and the likelihood of switching IOL type (premium to standard or vice versa) between first and second cataract surgeries.</div></div><div><h3>Design</h3><div>Retrospective cohort study across 10 medical centers.</div></div><div><h3>Participants</h3><div>46,349 patients who underwent cataract surgery with IOL implantation from 2010 to 2023.</div></div><div><h3>Results</h3><div>9.7 % of patients received at least one premium intraocular lens (IOL). Toric lenses comprised 79 % of premium implants. Premium IOL recipients were more often White, English-speaking, higher income, and college educated. Black race (aOR 0.44, 95 % CI 0.30–0.66), non-English language (aOR 0.64, 95 % CI 0.44–0.94), lower income (aOR 0.40, 95 % CI 0.20–0.81), and lower education were associated with reduced odds of premium IOL implantation. Associations persisted after accounting for ocular comorbidities. Among bilateral cases, 4.2 % of patients switched IOL type between surgeries. Specifically, Black and lower-income patients were less likely to upgrade to a premium IOL for their second surgery.</div></div><div><h3>Conclusions</h3><div>Socioeconomic and racial factors are strongly associated with the choice of premium IOL, with toric lenses comprising the majority of premium implants. Targeted efforts to improve access and patient education may help ensure more equitable adoption of advanced lens technologies.</div></div>","PeriodicalId":100071,"journal":{"name":"AJO International","volume":"3 1","pages":"Article 100209"},"PeriodicalIF":0.0,"publicationDate":"2026-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145747564","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
Impact of diabetic foot ulcers and nephropathy on risk of treatment-warranted diabetic eye disease: A retrospective cohort study 糖尿病足溃疡和肾病对治疗所需糖尿病眼病风险的影响:一项回顾性队列研究
Pub Date : 2026-04-28 Epub Date: 2025-12-24 DOI: 10.1016/j.ajoint.2025.100220
Alexander T. Hong , Ivan Y. Luu , Tze-Woei Tan , Brian C. Toy

Purpose

Microvascular complications of type 2 diabetes (T2DM), such as diabetic retinopathy, nephropathy (DN), and foot ulcers (DFU), are interrelated outcomes of hyperglycemia-induced vascular injury. Whether comorbid DFU or DN merely indicate diabetic microvascular disease burden or specifically contribute to progression to treatment-warranted diabetic eye disease (TW-DED) remains insufficiently explored. We hypothesized that DFU and DN are independently associated with increased risk of TW-DED.

Design

This retrospective cohort study used electronic health records from a nationwide federated database and followed patients for up to 10 years after index non-proliferative diabetic retinopathy (NPDR) diagnosis.

Setting

Data were aggregated from a multicenter network of 70 U.S.-based healthcare organizations, including both academic and non-academic institutions.

Participants

Patients aged ≥40 years with T2DM and NPDR were included, while those with prior TW-DED were excluded.

Exposures

Baseline DN and/or DFU, with propensity-matched clinical covariates, including demographics, comorbidities, medications, laboratory values, and healthcare utilization.

Main Outcomes

The primary outcome was progression to TW-DED, defined as proliferative DR, macular edema, vitreous hemorrhage, or need for DR-related treatments (intravitreal injection, panretinal photocoagulation, pars plana vitrectomy). Risk of blindness or low vision was also assessed. Cox proportional hazard models estimated hazard ratios (HRs) and 95% confidence intervals (CIs).

Results

Among 135,172 patients with NPDR, 21.5% had DN only, 8.5% had DFU only, and 7.0% had both. Compared to those without DN or DFU, patients with DFU (HR 1.27, 95% CI 1.19–1.36), DN (HR 1.17, 95% CI 1.05–1.21), or both DFU and DN (HR 1.49, 95% CI 1.33–1.68) had an associated increased risk of TW-DED. DFU alone was associated with greater risk of TW-DED than DN alone (HR 1.15, 95% CI 1.05–1.28). Patients with DFU or DN had a 2-fold increased risk of PDR and VH, 50% increased risk of blindness/low vision, and 2-fold increased risk of undergoing vitrectomy.

Conclusions

Comorbid DFU and DN are associated with increased risk of diabetic eye disease progression, with DFU showing greater independent risk. Proactively identifying these complications may support risk stratification and guide more intensive ophthalmic monitoring for patients with NPDR.
2型糖尿病(T2DM)的微血管并发症,如糖尿病视网膜病变、肾病(DN)和足部溃疡(DFU),是高血糖诱导的血管损伤的相关结果。是否合并症的DFU或DN仅仅表明糖尿病微血管疾病负担或特别有助于进展到需要治疗的糖尿病眼病(TW-DED)仍未充分探讨。我们假设DFU和DN与TW-DED风险增加独立相关。设计:本回顾性队列研究使用来自全国联邦数据库的电子健康记录,并在诊断为非增殖性糖尿病视网膜病变(NPDR)后对患者进行长达10年的随访。SettingData来自70个美国医疗保健组织的多中心网络,包括学术和非学术机构。年龄≥40岁,伴有T2DM和NPDR的患者被纳入研究,而既往有TW-DED的患者被排除在外。基线DN和/或DFU,具有倾向匹配的临床协变量,包括人口统计学、合并症、药物、实验室值和医疗保健利用。主要结局:主要结局是进展为TW-DED,定义为增殖性DR、黄斑水肿、玻璃体出血,或需要进行DR相关治疗(玻璃体内注射、全视网膜光凝、玻璃体切除)。失明或低视力的风险也被评估。Cox比例风险模型估计了风险比(hr)和95%置信区间(ci)。结果在135172例NPDR患者中,21.5%的患者仅患有DN, 8.5%的患者仅患有DFU, 7.0%的患者两者兼有。与没有DN或DFU的患者相比,DFU(风险比1.27,95% CI 1.19-1.36)、DN(风险比1.17,95% CI 1.05-1.21)或DFU和DN同时存在(风险比1.49,95% CI 1.33-1.68)的患者发生TW-DED的风险增加。单独DFU比单独DN的TW-DED风险更高(HR 1.15, 95% CI 1.05-1.28)。DFU或DN患者PDR和VH的风险增加了2倍,失明/低视力的风险增加了50%,玻璃体切除术的风险增加了2倍。结论DFU和DN合并症与糖尿病眼病进展风险增加相关,其中DFU表现出更大的独立风险。主动识别这些并发症可以支持风险分层,并指导对NPDR患者进行更密切的眼科监测。
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引用次数: 0
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AJO International
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