Pub Date : 2026-02-03DOI: 10.1136/bmjophth-2025-002232
Sunil S Patel, David S Boyer, Anat Loewenstein, Julie Clark, Liansheng Zhu, Justin Tang, Dhaval Desai
Objective: To assess the safety and tolerability of avacincaptad pegol (ACP), a Food and Drug Administration-approved therapy for geographic atrophy, administered in combination with ranibizumab, an approved therapy for neovascular age-related macular degeneration (nAMD), in patients with nAMD.
Methods: The phase 1 study (NCT00709527) was a two-part, ascending-dose and parallel-group, open-label trial that assessed the safety, tolerability and pharmacokinetic profile of monthly intravitreal injections of ACP (0.03, 0.3, 1, 2, 3 mg) in combination with ranibizumab (0.5 mg) on the same day in treatment-naïve patients with nAMD (n=43 patients received a maximum of 6 injections). The phase 2a study (NCT03362190) was an open-label trial assessing the 6-month safety of intravitreal injections of ACP administered in combination with ranibizumab in treatment-naïve patients with nAMD (n=64). Patients received either ACP 2 mg or 4 mg either 14 days or 1 month apart, given on the same day or 2 days after ranibizumab. Primary outcome measures were safety and tolerability.
Results: During the phase 1 study, there were no dose-limiting toxicities at any dose level. In both studies, ocular treatment-emergent adverse events were mostly mild or moderate, with the most reported events related to the injection procedure. There were no clinically significant increases in intraocular pressure or cumulative increases with multiple injections over time. There were no safety issues identified through measurement of visual acuity.
Conclusions: Coadministration of ACP and ranibizumab in treatment-naïve patients with nAMD was well tolerated across different dosing regimens with no new safety issues based on results from two independent studies.
{"title":"Safety and tolerability of avacincaptad pegol in combination with ranibizumab in treatment-naïve patients with neovascular age-related macular degeneration: results from a phase 1 and phase 2a study.","authors":"Sunil S Patel, David S Boyer, Anat Loewenstein, Julie Clark, Liansheng Zhu, Justin Tang, Dhaval Desai","doi":"10.1136/bmjophth-2025-002232","DOIUrl":"10.1136/bmjophth-2025-002232","url":null,"abstract":"<p><strong>Objective: </strong>To assess the safety and tolerability of avacincaptad pegol (ACP), a Food and Drug Administration-approved therapy for geographic atrophy, administered in combination with ranibizumab, an approved therapy for neovascular age-related macular degeneration (nAMD), in patients with nAMD.</p><p><strong>Methods: </strong>The phase 1 study (NCT00709527) was a two-part, ascending-dose and parallel-group, open-label trial that assessed the safety, tolerability and pharmacokinetic profile of monthly intravitreal injections of ACP (0.03, 0.3, 1, 2, 3 mg) in combination with ranibizumab (0.5 mg) on the same day in treatment-naïve patients with nAMD (n=43 patients received a maximum of 6 injections). The phase 2a study (NCT03362190) was an open-label trial assessing the 6-month safety of intravitreal injections of ACP administered in combination with ranibizumab in treatment-naïve patients with nAMD (n=64). Patients received either ACP 2 mg or 4 mg either 14 days or 1 month apart, given on the same day or 2 days after ranibizumab. Primary outcome measures were safety and tolerability.</p><p><strong>Results: </strong>During the phase 1 study, there were no dose-limiting toxicities at any dose level. In both studies, ocular treatment-emergent adverse events were mostly mild or moderate, with the most reported events related to the injection procedure. There were no clinically significant increases in intraocular pressure or cumulative increases with multiple injections over time. There were no safety issues identified through measurement of visual acuity.</p><p><strong>Conclusions: </strong>Coadministration of ACP and ranibizumab in treatment-naïve patients with nAMD was well tolerated across different dosing regimens with no new safety issues based on results from two independent studies.</p>","PeriodicalId":9286,"journal":{"name":"BMJ Open Ophthalmology","volume":"11 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12878248/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146112366","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-02DOI: 10.1136/bmjophth-2025-002404
Jacqueline Ramke, Saad Chugtai, Justas Bezaras, Lisa M Hamm, David Macleod, Jinfeng Zhao, Iris Gordon, Jennifer R Evans, Matthew Burton
Objective: To summarise global peer-reviewed primary research on eye health published from 2000 to 2019.
Methods and analysis: We used the 'explode eye disease' function on MEDLINE to obtain all articles reporting primary research studies on eye health published between 1 January 2000 and 31 December 2019. We were intentionally broad and included population, clinical, animal and laboratory studies. We categorised the main eye condition of the paper from Medical Subject Headings (MeSH) terms, and the country of the study from the first country listed in the abstract (or if this was absent, the affiliation of the first author). A validated algorithm was used to assign gender to authors.
Results: We included 158 697 publications from 178 countries. Across the period, annual research output increased globally (4.2% per annum, 5057 publications in 2000 to 10 875 in 2019) and in 20 of 21 regions. There was substantial geographical maldistribution, with research output ranging from 1.0 publication/million population in Central Sub-Saharan Africa to 165.8/million in Australasia; 70% of research identified was conducted in high-income countries (n=1 11 417). 42% of publications focused on one of the five leading causes of vision impairment. Of the 789 463 authorships assigned a gender, women held 33% of all (n=261 636/789 463), 36% of first (n=47 729/131 664) and 24% of last authorships (n=31 720/129 800). Women formed 50% of authorship teams when the last author was a woman (IQR 38-71%), compared with 20% of teams when the last author was a man (IQR 0-40%).
Conclusion: The annual research output doubled globally over the two decades, with a disproportionate output from high-income countries and slow progress towards gender parity. The main limitations of our study included the use of a single database, which may have led to an underestimation of all outputs, particularly from low- or middle-income countries.
{"title":"Research on eye health 2000-2019: a global bibliometric analysis with a focus on equity.","authors":"Jacqueline Ramke, Saad Chugtai, Justas Bezaras, Lisa M Hamm, David Macleod, Jinfeng Zhao, Iris Gordon, Jennifer R Evans, Matthew Burton","doi":"10.1136/bmjophth-2025-002404","DOIUrl":"10.1136/bmjophth-2025-002404","url":null,"abstract":"<p><strong>Objective: </strong>To summarise global peer-reviewed primary research on eye health published from 2000 to 2019.</p><p><strong>Methods and analysis: </strong>We used the 'explode eye disease' function on MEDLINE to obtain all articles reporting primary research studies on eye health published between 1 January 2000 and 31 December 2019. We were intentionally broad and included population, clinical, animal and laboratory studies. We categorised the main eye condition of the paper from Medical Subject Headings (MeSH) terms, and the country of the study from the first country listed in the abstract (or if this was absent, the affiliation of the first author). A validated algorithm was used to assign gender to authors.</p><p><strong>Results: </strong>We included 158 697 publications from 178 countries. Across the period, annual research output increased globally (4.2% per annum, 5057 publications in 2000 to 10 875 in 2019) and in 20 of 21 regions. There was substantial geographical maldistribution, with research output ranging from 1.0 publication/million population in Central Sub-Saharan Africa to 165.8/million in Australasia; 70% of research identified was conducted in high-income countries (n=1 11 417). 42% of publications focused on one of the five leading causes of vision impairment. Of the 789 463 authorships assigned a gender, women held 33% of all (n=261 636/789 463), 36% of first (n=47 729/131 664) and 24% of last authorships (n=31 720/129 800). Women formed 50% of authorship teams when the last author was a woman (IQR 38-71%), compared with 20% of teams when the last author was a man (IQR 0-40%).</p><p><strong>Conclusion: </strong>The annual research output doubled globally over the two decades, with a disproportionate output from high-income countries and slow progress towards gender parity. The main limitations of our study included the use of a single database, which may have led to an underestimation of all outputs, particularly from low- or middle-income countries.</p>","PeriodicalId":9286,"journal":{"name":"BMJ Open Ophthalmology","volume":"11 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12878186/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146104129","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-02DOI: 10.1136/bmjophth-2025-002339
Dewi Fathin Romdhoniyyah, Ayesh Alshukri, David G Parry, Simon Harding, Nicholas A V Beare
Objective: Metformin has been identified as a potential treatment for age-related macular degeneration (AMD). Photographic screening for diabetic retinopathy provides an opportunity to conduct a case-control study with systematic AMD grading. We aimed to investigate associations between metformin use and incidence and progression of AMD at different grades.
Methods and analysis: We randomly sampled 2600 participants from 10 336 people aged ≥50 years with diabetes who attended retinopathy screening in 2011 (baseline) and were enrolled to the Individualised Screening for Diabetic Retinopathy study. 2545 of these participants had type 2 diabetes and gradable fundus photographs at baseline, which were graded using modified age related eye disease study grading. We used data including those on metformin prescription from general practitioner records. We used multivariate logistic regression to investigate associations between metformin and incidence or progression of early, intermediate and late AMD.
Results: Of 2545 participants, 2089 attended and had gradable fundus images on year 5. Metformin was associated with reduced incidence of intermediate AMD by 5 years after adjusting for confounders (complete record OR 0.63, 95% CI 0.43 to 0.92, p=0.02). In univariate analysis, metformin was associated with reduced incidence of late AMD (OR 0.43, 95% CI 0.21 to 0.88, p=0.02) but this did not remain significant after adjusting for age and sex. The numbers progressing to late AMD were small. There was no association between metformin and the incidence of early AMD.
Conclusion: We have found a significant association between metformin use and reduction in incidence of intermediate AMD by 37% in people with diabetes over 5 years. Previous epidemiological studies of metformin and AMD have used secondary data on AMD. In this observational study, there were baseline differences between groups, although significant findings remained after adjusting for important confounders. Given metformin's anti-ageing therapeutic effects, the reduction in risk is plausible and warrants prospective clinical trials.
目的:二甲双胍已被确定为治疗年龄相关性黄斑变性(AMD)的潜在方法。糖尿病视网膜病变的摄影筛查提供了进行系统AMD分级的病例对照研究的机会。我们的目的是研究使用二甲双胍与不同级别AMD的发病率和进展之间的关系。方法和分析:我们从2011年参加视网膜病变筛查(基线)的10336名年龄≥50岁的糖尿病患者中随机抽取2600名参与者,并纳入糖尿病视网膜病变个体化筛查研究。这些参与者中有2545人患有2型糖尿病,基线时眼底照片可分级,使用修改的年龄相关眼病研究分级对其进行分级。我们使用的数据包括来自全科医生记录的二甲双胍处方。我们使用多变量逻辑回归来调查二甲双胍与早期、中期和晚期AMD的发病率或进展之间的关系。结果:在2545名参与者中,2089人参加了第5年的眼底图像分级。校正混杂因素后,二甲双胍与5年内中期AMD发生率降低相关(完整记录OR 0.63, 95% CI 0.43至0.92,p=0.02)。在单因素分析中,二甲双胍与降低晚期AMD的发病率相关(OR 0.43, 95% CI 0.21至0.88,p=0.02),但在调整年龄和性别后,这一点并不显著。进展到晚期AMD的人数很少。二甲双胍与早期AMD发病率之间没有关联。结论:我们发现,在5年以上的糖尿病患者中,二甲双胍的使用与中度AMD发病率降低37%之间存在显著关联。以前关于二甲双胍和AMD的流行病学研究使用了关于AMD的二手数据。在这项观察性研究中,两组之间存在基线差异,尽管在调整了重要的混杂因素后仍有显著的发现。鉴于二甲双胍的抗衰老治疗作用,降低风险是合理的,值得进行前瞻性临床试验。
{"title":"Metformin and incidence of age-related macular degeneration in people with diabetes: a population-based 5-year case-control study.","authors":"Dewi Fathin Romdhoniyyah, Ayesh Alshukri, David G Parry, Simon Harding, Nicholas A V Beare","doi":"10.1136/bmjophth-2025-002339","DOIUrl":"10.1136/bmjophth-2025-002339","url":null,"abstract":"<p><strong>Objective: </strong>Metformin has been identified as a potential treatment for age-related macular degeneration (AMD). Photographic screening for diabetic retinopathy provides an opportunity to conduct a case-control study with systematic AMD grading. We aimed to investigate associations between metformin use and incidence and progression of AMD at different grades.</p><p><strong>Methods and analysis: </strong>We randomly sampled 2600 participants from 10 336 people aged ≥50 years with diabetes who attended retinopathy screening in 2011 (baseline) and were enrolled to the Individualised Screening for Diabetic Retinopathy study. 2545 of these participants had type 2 diabetes and gradable fundus photographs at baseline, which were graded using modified age related eye disease study grading. We used data including those on metformin prescription from general practitioner records. We used multivariate logistic regression to investigate associations between metformin and incidence or progression of early, intermediate and late AMD.</p><p><strong>Results: </strong>Of 2545 participants, 2089 attended and had gradable fundus images on year 5. Metformin was associated with reduced incidence of intermediate AMD by 5 years after adjusting for confounders (complete record OR 0.63, 95% CI 0.43 to 0.92, p=0.02). In univariate analysis, metformin was associated with reduced incidence of late AMD (OR 0.43, 95% CI 0.21 to 0.88, p=0.02) but this did not remain significant after adjusting for age and sex. The numbers progressing to late AMD were small. There was no association between metformin and the incidence of early AMD.</p><p><strong>Conclusion: </strong>We have found a significant association between metformin use and reduction in incidence of intermediate AMD by 37% in people with diabetes over 5 years. Previous epidemiological studies of metformin and AMD have used secondary data on AMD. In this observational study, there were baseline differences between groups, although significant findings remained after adjusting for important confounders. Given metformin's anti-ageing therapeutic effects, the reduction in risk is plausible and warrants prospective clinical trials.</p>","PeriodicalId":9286,"journal":{"name":"BMJ Open Ophthalmology","volume":"11 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12878204/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146112380","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-30DOI: 10.1136/bmjophth-2025-002467
Amr Saad, Christina Plasencia, Justus Garweg, Isabel Barbara Pfister, Marion R Munk, Chiara Maria Eandi, Sandrine Anne Zweifel, Gabriela Grimaldi, Nicolò Bartolomeo, Richard Stillenmunkes, Christin Schild, Jennifer Cattaneo, Felix Gabathuler, Moreno Menghini, Aude Ambersin, Jacqueline Froehlich, Dmitri Artemiev, Andreas Weinberger, Hamza Mohamed, Gabor Mark Somfai, Katja Hatz
Aims: Evaluate the efficacy and safety of faricimab for treatment-naïve and pre-treated diabetic macular oedema (DME) in a real-world setting.
Methods: This multicentre, retrospective cohort study examined consecutive DME patients treated with faricimab for ≥1 year. Data were collected at predefined time points. Primary outcomes were mean changes in corrected visual acuity (VA), centre-point retinal thickness (CRT) and central subfield thickness (CST) and treatment intervals and adverse events (AEs).
Results: 184 eyes with DME were included: 61 (33.2%) were treatment-naïve, and 123 (66.8%) were pretreated. In treatment-naïve eyes, VA improved from 69.7±15 Early Treatment of Diabetic Retinopathy Study letters at baseline to 73.9±14.1 after 12 months (p=0.014), while it remained stable in pretreated eyes (71.2±14.2 vs 73.0±12.9; p=0.14). CST decreased significantly in both groups (treatment-naïve (366.1±108.3 µm to 316.4±113.5 µm, p<0.001); pretreated (339.1±93.1 µm to 298.3±65.8 µm, p<0.001)). Thirty-one percent of naïve eyes and 21.1% of pretreated eyes were completely dry after 12 months. In treatment-naïve eyes, the mean treatment interval was 12.7±6.4 weeks at 12 months. In pretreated eyes, the interval increased from 6.0±3.0 to 7.8±3.6 weeks (p<0.001). Over 12 months, 8.1±2.1 and 9.4±2.5 injections were administered to naïve and pretreated eyes, respectively (p<0.001). Of the five recorded AEs, two cases of non-infectious intraocular inflammation and one cerebrovascular event were reported.
Conclusion: Over 12 months, faricimab demonstrated good efficacy and safety in both treatment-naïve and pretreated eyes with DME. There was a reduction in CST and improved VA in treatment-naïve eyes and stable VA in pretreated eyes. The low number of AEs supports a favourable risk-benefit profile of faricimab in a real-world setting.
目的:在现实世界中评估faricimab治疗treatment-naïve和预处理糖尿病黄斑水肿(DME)的有效性和安全性。方法:这项多中心、回顾性队列研究检查了连续使用法昔单抗治疗≥1年的二甲醚患者。在预定的时间点收集数据。主要结果为矫正视力(VA)、中心点视网膜厚度(CRT)和中心亚场厚度(CST)的平均变化、治疗间隔和不良事件(ae)。结果:纳入DME患者184只眼:treatment-naïve 61只(33.2%),预处理123只(66.8%)。在treatment-naïve眼中,VA从基线时的69.7±15改善到12个月后的73.9±14.1 (p=0.014),而在预处理眼中保持稳定(71.2±14.2 vs 73.0±12.9;p=0.14)。两组的CST均显著降低(treatment-naïve(366.1±108.3µm)至316.4±113.5µm, p结论:在12个月的时间里,法昔单抗在treatment-naïve和DME预处理的眼睛中均表现出良好的疗效和安全性。treatment-naïve眼的CST降低,VA改善,预处理眼的VA稳定。在现实环境中,低数量的ae支持faricimab有利的风险-收益概况。
{"title":"First-year real-world outcomes of faricimab in clinically significant diabetic macular oedema: a Swiss retina research network report.","authors":"Amr Saad, Christina Plasencia, Justus Garweg, Isabel Barbara Pfister, Marion R Munk, Chiara Maria Eandi, Sandrine Anne Zweifel, Gabriela Grimaldi, Nicolò Bartolomeo, Richard Stillenmunkes, Christin Schild, Jennifer Cattaneo, Felix Gabathuler, Moreno Menghini, Aude Ambersin, Jacqueline Froehlich, Dmitri Artemiev, Andreas Weinberger, Hamza Mohamed, Gabor Mark Somfai, Katja Hatz","doi":"10.1136/bmjophth-2025-002467","DOIUrl":"10.1136/bmjophth-2025-002467","url":null,"abstract":"<p><strong>Aims: </strong>Evaluate the efficacy and safety of faricimab for treatment-naïve and pre-treated diabetic macular oedema (DME) in a real-world setting.</p><p><strong>Methods: </strong>This multicentre, retrospective cohort study examined consecutive DME patients treated with faricimab for ≥1 year. Data were collected at predefined time points. Primary outcomes were mean changes in corrected visual acuity (VA), centre-point retinal thickness (CRT) and central subfield thickness (CST) and treatment intervals and adverse events (AEs).</p><p><strong>Results: </strong>184 eyes with DME were included: 61 (33.2%) were treatment-naïve, and 123 (66.8%) were pretreated. In treatment-naïve eyes, VA improved from 69.7±15 Early Treatment of Diabetic Retinopathy Study letters at baseline to 73.9±14.1 after 12 months (p=0.014), while it remained stable in pretreated eyes (71.2±14.2 vs 73.0±12.9; p=0.14). CST decreased significantly in both groups (treatment-naïve (366.1±108.3 µm to 316.4±113.5 µm, p<0.001); pretreated (339.1±93.1 µm to 298.3±65.8 µm, p<0.001)). Thirty-one percent of naïve eyes and 21.1% of pretreated eyes were completely dry after 12 months. In treatment-naïve eyes, the mean treatment interval was 12.7±6.4 weeks at 12 months. In pretreated eyes, the interval increased from 6.0±3.0 to 7.8±3.6 weeks (p<0.001). Over 12 months, 8.1±2.1 and 9.4±2.5 injections were administered to naïve and pretreated eyes, respectively (p<0.001). Of the five recorded AEs, two cases of non-infectious intraocular inflammation and one cerebrovascular event were reported.</p><p><strong>Conclusion: </strong>Over 12 months, faricimab demonstrated good efficacy and safety in both treatment-naïve and pretreated eyes with DME. There was a reduction in CST and improved VA in treatment-naïve eyes and stable VA in pretreated eyes. The low number of AEs supports a favourable risk-benefit profile of faricimab in a real-world setting.</p>","PeriodicalId":9286,"journal":{"name":"BMJ Open Ophthalmology","volume":"11 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12863342/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146092094","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-30DOI: 10.1136/bmjophth-2025-002172
Melisa Sezgin, Ahmad Rahal, Veronika Nowack, Anke Manthey, Daniela Suesskind, Maja Guberina, Martin Stuschke, Dirk Flühs, Wolfgang A G Sauerwein, Klaus Griewank, Dirk Schadendorf, Joel Herault, Nikolaos E Bechrakis, Henrike Westekemper
Objective: To analyse the data of a cohort of patients with conjunctival melanoma in order to analyse risk and guarding factors and to investigate the impact on metastatic disease with and without adjuvant therapy.
Methods and analysis: We have retrospectively analysed the impact of clinical aspects and adjuvant therapies after tumour excision or biopsy in 167 patients cared for at the University Hospital Essen and the University Hospital Tübingen, Germany. Clinical as well as histopathological data and therapeutic approaches were analysed with regard to regional (lymphatic) and/or distant (haematogenous) spread during follow-up. The Kaplan-Meier estimate method was used to analyse survival and the Cox regression hazard model to define the probability of metastases depending on different factors. P value of <0.05 was considered statistically significant.
Results: 167 cases of malignant conjunctival melanoma were retrospectively analysed. The patients received treatment and were followed up for 78.3±67.5 months. Local tumour recurrence occurred in n=79 patients (47.3%) after a mean of 41.5±70.33 months. 30 patients (37.9%) with a recurrence had not received adjuvant therapy. The overall rate of metastasis was 24.5% (n=41). In n=31 cases, regional lymphatic metastases were found after a follow-up of 48.9±63.5 months; in n=24 cases, distant metastases were found, occurring after 55.5±67.4 months. In n=14, the metastatic disease took both pathways. Ruthenium-106 brachytherapy performed in localised melanoma of the bulbar conjunctiva showed a relevant effect of decreasing the risk for haematogenous metastases by 74% (HR=0.256, p=0.003). 4 out of 54 patients developed distant metastases.
Conclusion: In conjunctival melanoma, it is important to perform an adjuvant therapy after excision. This reduces not only local recurrences but also significantly the risk for haematopoietic spread.
{"title":"Metastatic disease in conjunctival malignant melanoma: a retrospective analysis of 167 cases.","authors":"Melisa Sezgin, Ahmad Rahal, Veronika Nowack, Anke Manthey, Daniela Suesskind, Maja Guberina, Martin Stuschke, Dirk Flühs, Wolfgang A G Sauerwein, Klaus Griewank, Dirk Schadendorf, Joel Herault, Nikolaos E Bechrakis, Henrike Westekemper","doi":"10.1136/bmjophth-2025-002172","DOIUrl":"10.1136/bmjophth-2025-002172","url":null,"abstract":"<p><strong>Objective: </strong>To analyse the data of a cohort of patients with conjunctival melanoma in order to analyse risk and guarding factors and to investigate the impact on metastatic disease with and without adjuvant therapy.</p><p><strong>Methods and analysis: </strong>We have retrospectively analysed the impact of clinical aspects and adjuvant therapies after tumour excision or biopsy in 167 patients cared for at the University Hospital Essen and the University Hospital Tübingen, Germany. Clinical as well as histopathological data and therapeutic approaches were analysed with regard to regional (lymphatic) and/or distant (haematogenous) spread during follow-up. The Kaplan-Meier estimate method was used to analyse survival and the Cox regression hazard model to define the probability of metastases depending on different factors. P value of <0.05 was considered statistically significant.</p><p><strong>Results: </strong>167 cases of malignant conjunctival melanoma were retrospectively analysed. The patients received treatment and were followed up for 78.3±67.5 months. Local tumour recurrence occurred in n=79 patients (47.3%) after a mean of 41.5±70.33 months. 30 patients (37.9%) with a recurrence had not received adjuvant therapy. The overall rate of metastasis was 24.5% (n=41). In n=31 cases, regional lymphatic metastases were found after a follow-up of 48.9±63.5 months; in n=24 cases, distant metastases were found, occurring after 55.5±67.4 months. In n=14, the metastatic disease took both pathways. Ruthenium-106 brachytherapy performed in localised melanoma of the bulbar conjunctiva showed a relevant effect of decreasing the risk for haematogenous metastases by 74% (HR=0.256, p<i>=</i>0.003). 4 out of 54 patients developed distant metastases.</p><p><strong>Conclusion: </strong>In conjunctival melanoma, it is important to perform an adjuvant therapy after excision. This reduces not only local recurrences but also significantly the risk for haematopoietic spread.</p>","PeriodicalId":9286,"journal":{"name":"BMJ Open Ophthalmology","volume":"11 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12863317/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146092081","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-27DOI: 10.1136/bmjophth-2025-002615
Zhouqian Wang, Chenjia Xu, Lei Wang, Wei Qiang, Yanzhen Li, Daoyuan Li, Fabao Xu, Yanyan Zhang, Jiewei Jiang, Zhongwen Li
Objectives: To evaluate the performance of reasoning large language models (LLMs) with human-like thinking in ophthalmic question answering.
Methods: We evaluated two state-of-the-art open-source reasoning LLMs (DeepSeek-R1 and QwQ-32B) and one conventional non-reasoning LLM (LLaMA-3.3-70B-Instruct) models on ophthalmology questions, assessing not only answer accuracy (ACC) but also the quality of their reasoning processes. First, we curated MedQA-Eye, a dataset of 967 ophthalmology questions across 10 subspecialties, 3 scenarios, 5 medical entities and 3 languages. Second, we proposed a novel framework considering human thinking patterns essential to medical practice to evaluate the thinking performance of reasoning LLMs on MedQA-Eye.
Results: DeepSeek-R1 demonstrated superior overall ACC (90.59%, 95% CI 88.59% to 92.27%) to LLaMA-3.3-70B-Instruct (87.90%, 95% CI 85.69% to 89.81%, p=0.015) and QwQ-32B (84.28%, 95% CI 81.85% to 86.44%, p<0.001) with performance varying across subspecialties. Analysis of reasoning LLMs revealed incorrect logical inference as the primary point of failure, accounting for 93.41%-94.74% of incorrectly answered questions. We further quantified semantic uncertainty in reasoning LLM thinking as a predictor of answer reliability. DeepSeek-R1 exhibited lower semantic uncertainty (1.04±3.63) compared with QwQ-32B (4.31±40.70), p<0.001.
Conclusion: Reasoning LLMs demonstrated superior performance in ophthalmology question answering, with DeepSeek-R1 achieving the highest ACC. Our findings demonstrate that reasoning LLM can better simulate human-like thinking processes compared with conventional non-reasoning LLM, suggesting its potential for more trustworthy LLM systems in ophthalmology.
目的:评价类人思维大语言模型(LLMs)在眼科问答中的推理性能。方法:我们评估了两个最先进的开源推理LLM (DeepSeek-R1和QwQ-32B)和一个传统的非推理LLM (LLaMA-3.3-70B-Instruct)模型在眼科问题上的表现,不仅评估了答案准确性(ACC),还评估了其推理过程的质量。首先,我们整理了MedQA-Eye,这是一个涵盖10个亚专科、3个场景、5个医疗实体和3种语言的967个眼科问题的数据集。其次,我们提出了一个新的框架,考虑人类的思维模式对医疗实践至关重要,以评估MedQA-Eye上推理法学硕士的思维表现。结果:DeepSeek-R1的总体ACC (90.59%, 95% CI 88.59% ~ 92.27%)优于LLaMA-3.3-70B-Instruct (87.90%, 95% CI 85.69% ~ 89.81%, p=0.015)和QwQ-32B (84.28%, 95% CI 81.85% ~ 86.44%)。结论:推理llm在眼科问题回答方面表现优异,其中DeepSeek-R1的ACC最高。我们的研究结果表明,与传统的非推理LLM相比,推理LLM可以更好地模拟类似人类的思维过程,这表明它有潜力成为更值得信赖的眼科LLM系统。
{"title":"Evaluating reasoning large language models with human-like thinking in ophthalmic question answering.","authors":"Zhouqian Wang, Chenjia Xu, Lei Wang, Wei Qiang, Yanzhen Li, Daoyuan Li, Fabao Xu, Yanyan Zhang, Jiewei Jiang, Zhongwen Li","doi":"10.1136/bmjophth-2025-002615","DOIUrl":"10.1136/bmjophth-2025-002615","url":null,"abstract":"<p><strong>Objectives: </strong>To evaluate the performance of reasoning large language models (LLMs) with human-like thinking in ophthalmic question answering.</p><p><strong>Methods: </strong>We evaluated two state-of-the-art open-source reasoning LLMs (DeepSeek-R1 and QwQ-32B) and one conventional non-reasoning LLM (LLaMA-3.3-70B-Instruct) models on ophthalmology questions, assessing not only answer accuracy (ACC) but also the quality of their reasoning processes. First, we curated MedQA-Eye, a dataset of 967 ophthalmology questions across 10 subspecialties, 3 scenarios, 5 medical entities and 3 languages. Second, we proposed a novel framework considering human thinking patterns essential to medical practice to evaluate the thinking performance of reasoning LLMs on MedQA-Eye.</p><p><strong>Results: </strong>DeepSeek-R1 demonstrated superior overall ACC (90.59%, 95% CI 88.59% to 92.27%) to LLaMA-3.3-70B-Instruct (87.90%, 95% CI 85.69% to 89.81%, p=0.015) and QwQ-32B (84.28%, 95% CI 81.85% to 86.44%, p<0.001) with performance varying across subspecialties. Analysis of reasoning LLMs revealed incorrect logical inference as the primary point of failure, accounting for 93.41%-94.74% of incorrectly answered questions. We further quantified semantic uncertainty in reasoning LLM thinking as a predictor of answer reliability. DeepSeek-R1 exhibited lower semantic uncertainty (1.04±3.63) compared with QwQ-32B (4.31±40.70), p<0.001.</p><p><strong>Conclusion: </strong>Reasoning LLMs demonstrated superior performance in ophthalmology question answering, with DeepSeek-R1 achieving the highest ACC. Our findings demonstrate that reasoning LLM can better simulate human-like thinking processes compared with conventional non-reasoning LLM, suggesting its potential for more trustworthy LLM systems in ophthalmology.</p>","PeriodicalId":9286,"journal":{"name":"BMJ Open Ophthalmology","volume":"11 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12853483/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146060175","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-21DOI: 10.1136/bmjophth-2025-002328
Maryne Lepoittevin, Jenny Greig, Ozlem Erol, Alaedine Benani, Pierre Bauvin, Claudio Azzolini, Simone Donati, Bruno Dubois, Claude Boscher, Sylvain Bodard
Objective: Retinal biomarkers accessible via non-invasive optical coherence tomography (OCT) could facilitate early detection of Alzheimer's disease (AD), complementing current invasive or costly diagnostic methods. This review evaluates the evidence for spectral-domain OCT (SD-OCT) and OCT angiography (OCT-A) in identifying retinal changes associated with preclinical and early AD.
Methods and analysis: We conducted a systematic review registered in PROSPERO and aligned with Preferred Reporting Items for Systematic Reviews and Meta-Analyses 2020 guidelines. PubMed/MEDLINE was searched up to April 2025, complemented by reference list screening and citation tracking. Eligible studies assessed SD-OCT and/or OCT-A in biomarker-defined preclinical or early AD, mild cognitive impairment or mild AD. Data were synthesised narratively by disease stage, and methodological quality was appraised with the Newcastle-Ottawa Scale.
Results: 22 studies met inclusion criteria. Reported alterations included thinning of the peripapillary retinal nerve fibre layer and retinal ganglion cell layer, macular and choroidal thickness changes and microvascular alterations on OCT-A. However, findings were heterogeneous: some studies observed early thickening or increased vascular density, possibly reflecting inflammatory or compensatory mechanisms, while others reported thinning and rarefaction more consistent with neurodegeneration. Most studies were of moderate quality, limited by small sample sizes, cross-sectional designs and incomplete control for ocular/systemic confounders.
Conclusion: SD-OCT and OCT-A hold promise as candidate biomarkers of early AD, but current evidence remains variable, non-specific and methodologically constrained. Further research is needed to standardise imaging protocols, validate findings in biomarker-confirmed longitudinal cohorts and compare OCT-based measures across dementia subtypes. Integration with other biomarkers (eg, plasma or metabolomics) may improve diagnostic specificity and support translation of OCT/OCT-A into clinical practice.
{"title":"Retinal biomarkers for early Alzheimer's detection: a systematic review of optical coherence tomography (OCT) findings.","authors":"Maryne Lepoittevin, Jenny Greig, Ozlem Erol, Alaedine Benani, Pierre Bauvin, Claudio Azzolini, Simone Donati, Bruno Dubois, Claude Boscher, Sylvain Bodard","doi":"10.1136/bmjophth-2025-002328","DOIUrl":"10.1136/bmjophth-2025-002328","url":null,"abstract":"<p><strong>Objective: </strong>Retinal biomarkers accessible via non-invasive optical coherence tomography (OCT) could facilitate early detection of Alzheimer's disease (AD), complementing current invasive or costly diagnostic methods. This review evaluates the evidence for spectral-domain OCT (SD-OCT) and OCT angiography (OCT-A) in identifying retinal changes associated with preclinical and early AD.</p><p><strong>Methods and analysis: </strong>We conducted a systematic review registered in PROSPERO and aligned with Preferred Reporting Items for Systematic Reviews and Meta-Analyses 2020 guidelines. PubMed/MEDLINE was searched up to April 2025, complemented by reference list screening and citation tracking. Eligible studies assessed SD-OCT and/or OCT-A in biomarker-defined preclinical or early AD, mild cognitive impairment or mild AD. Data were synthesised narratively by disease stage, and methodological quality was appraised with the Newcastle-Ottawa Scale.</p><p><strong>Results: </strong>22 studies met inclusion criteria. Reported alterations included thinning of the peripapillary retinal nerve fibre layer and retinal ganglion cell layer, macular and choroidal thickness changes and microvascular alterations on OCT-A. However, findings were heterogeneous: some studies observed early thickening or increased vascular density, possibly reflecting inflammatory or compensatory mechanisms, while others reported thinning and rarefaction more consistent with neurodegeneration. Most studies were of moderate quality, limited by small sample sizes, cross-sectional designs and incomplete control for ocular/systemic confounders.</p><p><strong>Conclusion: </strong>SD-OCT and OCT-A hold promise as candidate biomarkers of early AD, but current evidence remains variable, non-specific and methodologically constrained. Further research is needed to standardise imaging protocols, validate findings in biomarker-confirmed longitudinal cohorts and compare OCT-based measures across dementia subtypes. Integration with other biomarkers (eg, plasma or metabolomics) may improve diagnostic specificity and support translation of OCT/OCT-A into clinical practice.</p><p><strong>Prospero registration number: </strong>CRD42024600456.</p>","PeriodicalId":9286,"journal":{"name":"BMJ Open Ophthalmology","volume":"11 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12829385/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017397","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-20DOI: 10.1136/bmjophth-2025-002536
David M Wright, Usha Chakravarthy, Radha Das, Katie W Graham, Timos T Naskas, Tunde Peto, Ruth E Hogg
Aim: To identify combinations of up to three visual function tests with the best performance for classifying diabetic retinopathy (DR) severity stage. To describe in detail the measurements from a comprehensive set of visual function tests.
Methods: 1901 eyes (1032 participants) underwent nine visual function tests. Fundus, ultra-widefield and optical coherence tomography images were graded for DR and diabetic macular oedema (DMO). Three classification tasks were set: (1) distinguishing diabetes mellitus (DM) no DR from healthy with no DM, (2) DR no DMO from DM no DR and (3) DR with DMO from DR no DMO. Ensemble machine learning models for all one-way, two-way and three-way combinations of visual function variables were compared using area under the curve (AUC).
Results: The top 30 models for each task achieved high accuracy, with AUC ≥0.94. For task 1, 17/30 top models contained distance visual acuity. Pelli-Robson contrast sensitivity and low luminance visual acuity also featured highly. For task 2, 19/30 models contained mesopic microperimetry. Near visual acuity, matrix microperimetry and reading index featured highly. For task 3, 17/30 models contained distance visual acuity. Smith-Kettlewell low luminance near visual acuity and near visual acuity featured highly. In a subset of eyes where perimetry was not performed, reading index featured in 22, 21 and 22 of the top models for tasks 1, 2 and 3 respectively.
Conclusions: These findings will enable researchers and those planning clinical trials to select the best combination of visual function tests for distinguishing stages of diabetic eye disease.
{"title":"Selecting measures of visual function to classify diabetic retinopathy status: a cross-sectional study.","authors":"David M Wright, Usha Chakravarthy, Radha Das, Katie W Graham, Timos T Naskas, Tunde Peto, Ruth E Hogg","doi":"10.1136/bmjophth-2025-002536","DOIUrl":"10.1136/bmjophth-2025-002536","url":null,"abstract":"<p><strong>Aim: </strong>To identify combinations of up to three visual function tests with the best performance for classifying diabetic retinopathy (DR) severity stage. To describe in detail the measurements from a comprehensive set of visual function tests.</p><p><strong>Methods: </strong>1901 eyes (1032 participants) underwent nine visual function tests. Fundus, ultra-widefield and optical coherence tomography images were graded for DR and diabetic macular oedema (DMO). Three classification tasks were set: (1) distinguishing diabetes mellitus (DM) no DR from healthy with no DM, (2) DR no DMO from DM no DR and (3) DR with DMO from DR no DMO. Ensemble machine learning models for all one-way, two-way and three-way combinations of visual function variables were compared using area under the curve (AUC).</p><p><strong>Results: </strong>The top 30 models for each task achieved high accuracy, with AUC ≥0.94. For task 1, 17/30 top models contained distance visual acuity. Pelli-Robson contrast sensitivity and low luminance visual acuity also featured highly. For task 2, 19/30 models contained mesopic microperimetry. Near visual acuity, matrix microperimetry and reading index featured highly. For task 3, 17/30 models contained distance visual acuity. Smith-Kettlewell low luminance near visual acuity and near visual acuity featured highly. In a subset of eyes where perimetry was not performed, reading index featured in 22, 21 and 22 of the top models for tasks 1, 2 and 3 respectively.</p><p><strong>Conclusions: </strong>These findings will enable researchers and those planning clinical trials to select the best combination of visual function tests for distinguishing stages of diabetic eye disease.</p>","PeriodicalId":9286,"journal":{"name":"BMJ Open Ophthalmology","volume":"11 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12820872/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146009309","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-20DOI: 10.1136/bmjophth-2025-002213
Chang Gao, Jing Lou, Yuting Hu, You Xu, Shulu Wu, Ye Gao, Qiang Guo
Introduction: Ocular diseases, though common in intensive care unit (ICU) patients, are often overlooked due to prioritisation of organ failure management. Their comorbidities, clinical features and prognostic effects require large-scale investigation.
Measurements and main results: This study used data from the Medical Information Mart for Intensive Care IV database (V. 2.2). Random forest models were used to determine the importance of factors for 1-year mortality and in-hospital mortality. Multivariate logistic regression models were employed to identify the independent risk factors associated with in-hospital mortality in acute ocular disease subgroups. A total of 40 149 patients were identified in this study as eligible for the final analysis. The median age was 67.1 years, 22 734 (56.6%) were male and 3920 (9.8%) had ocular disease. 401 had acute ocular diseases, 2563 had chronic ocular diseases, 948 had neurological ocular diseases and 26 suffered from traumatic ocular diseases. Patients with acute ocular diseases had significantly higher proportions of acute kidney injury (76.8%, p=0.024), intensive mechanical ventilation (51.9%, p=0.015), norepinephrine (23.4%, p=0.008), neuro block (5.0%, p=0.001), sedation (59.6%, p=0.004) and sepsis (59.6%, p<0.001) than those without. There were different trends among cohorts with or without chronic ocular disease. Patients with chronic ocular diseases had a significantly higher 1-year mortality after ICU admission than those without (log-rank p=0.0001). Acute non-traumatic haemorrhagic ocular disease was independently associated with increased in-hospital mortality (OR 2.69, 95% CI 1.24 to 5.84) among ICU patients with acute ocular complications.
Conclusions: ICU patients with chronic ocular diseases exhibited higher long-term mortality. Acute ocular diseases may indicate a higher severity of illness in critically ill patients. Within the subgroup of acute ocular diseases, acute non-traumatic haemorrhagic ocular diseases were independently associated with increased in-hospital mortality. Limitations include retrospective under-ascertainment of asymptomatic cases and inability to distinguish aetiologies.
{"title":"Ocular diseases and their association with mortality in intensive care unit patients: a retrospective cohort study from the MIMIC-IV database.","authors":"Chang Gao, Jing Lou, Yuting Hu, You Xu, Shulu Wu, Ye Gao, Qiang Guo","doi":"10.1136/bmjophth-2025-002213","DOIUrl":"10.1136/bmjophth-2025-002213","url":null,"abstract":"<p><strong>Introduction: </strong>Ocular diseases, though common in intensive care unit (ICU) patients, are often overlooked due to prioritisation of organ failure management. Their comorbidities, clinical features and prognostic effects require large-scale investigation.</p><p><strong>Measurements and main results: </strong>This study used data from the Medical Information Mart for Intensive Care IV database (V. 2.2). Random forest models were used to determine the importance of factors for 1-year mortality and in-hospital mortality. Multivariate logistic regression models were employed to identify the independent risk factors associated with in-hospital mortality in acute ocular disease subgroups. A total of 40 149 patients were identified in this study as eligible for the final analysis. The median age was 67.1 years, 22 734 (56.6%) were male and 3920 (9.8%) had ocular disease. 401 had acute ocular diseases, 2563 had chronic ocular diseases, 948 had neurological ocular diseases and 26 suffered from traumatic ocular diseases. Patients with acute ocular diseases had significantly higher proportions of acute kidney injury (76.8%, p=0.024), intensive mechanical ventilation (51.9%, p=0.015), norepinephrine (23.4%, p=0.008), neuro block (5.0%, p=0.001), sedation (59.6%, p=0.004) and sepsis (59.6%, p<0.001) than those without. There were different trends among cohorts with or without chronic ocular disease. Patients with chronic ocular diseases had a significantly higher 1-year mortality after ICU admission than those without (log-rank p=0.0001). Acute non-traumatic haemorrhagic ocular disease was independently associated with increased in-hospital mortality (OR 2.69, 95% CI 1.24 to 5.84) among ICU patients with acute ocular complications.</p><p><strong>Conclusions: </strong>ICU patients with chronic ocular diseases exhibited higher long-term mortality. Acute ocular diseases may indicate a higher severity of illness in critically ill patients. Within the subgroup of acute ocular diseases, acute non-traumatic haemorrhagic ocular diseases were independently associated with increased in-hospital mortality. Limitations include retrospective under-ascertainment of asymptomatic cases and inability to distinguish aetiologies.</p>","PeriodicalId":9286,"journal":{"name":"BMJ Open Ophthalmology","volume":"11 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12820877/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146009272","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Objectives: Retinopathy of prematurity (ROP) is a leading cause of blindness in children worldwide, requiring more efficient models to help predict treatment-requiring ROP. Our study aimed to develop a new prediction model for ROP occurrence and severity, named NLP-ROPCare, using natural language processing (NLP).
Methods and analysis: A retrospective observational study. Infants with a gestational age ≤32 weeks or birth weight ≤2000 g were collected in Guangdong Women and Children Hospital from 2013 to 2022, including 3922 preterm infants with 1106 patients with ROP. Four pretrained language models - BERT (Bidirectional Encoder Representations from Transformers), RoBERTa (Robustly Optimized BERT pretraining Approach), MC-BERT (language pre-training via a Meta Controller) and NEZHA (NEural contextualiZed representation for CHinese lAnguage understanding) - were used for development of NLP prediction models based on free-form texts in the admission notes. For comparison, two machine learning methods (Random Forest and Support Vector Machine) were used to construct prediction models based on 20 structured characteristics previously extracted from the admission notes. Performance evaluating metrics included accuracy, precision, recall, F1 score and area under the curve (AUC).
Results: The NLP prediction models for ROP occurrence outperformed those for severity. The NEZHA model demonstrated the highest accuracy in predicting ROP occurrence, achieving an F1 score of 89.35% and an AUC of 0.90. Its performance was also better than two machine learning models whose highest F1 was 78% with an AUC equal to 0.87. In addition, the F1 score of RoBERTa (78.44%) was slightly higher than that of NEZHA (77.81%) for predicting ROP severity, and the AUC of RoBERTa also achieved the highest 0.91.
Conclusion: The NLP-ROPCare combines language models NEZHA and RoBERTa to enable early prediction of ROP occurrence and severity based on unstructured free-form texts in the admission notes of preterm infants, highlighting its value in early prevention of ROP. Further external validation should be carried out to better adjust the model.
{"title":"NLP-ROPCare: predicting retinopathy of prematurity with admission notes using natural language processing.","authors":"Yulin Zhang, Shuai Zhao, Jianbing Ren, Yuwen Li, Xinyu Zhao, Jie Sun, Chuan Nie, Suzhen Xie, Xuelin Huang, Jinming Wen, Xianqiong Luo, Guoming Zhang","doi":"10.1136/bmjophth-2025-002385","DOIUrl":"10.1136/bmjophth-2025-002385","url":null,"abstract":"<p><strong>Objectives: </strong>Retinopathy of prematurity (ROP) is a leading cause of blindness in children worldwide, requiring more efficient models to help predict treatment-requiring ROP. Our study aimed to develop a new prediction model for ROP occurrence and severity, named NLP-ROPCare, using natural language processing (NLP).</p><p><strong>Methods and analysis: </strong>A retrospective observational study. Infants with a gestational age ≤32 weeks or birth weight ≤2000 g were collected in Guangdong Women and Children Hospital from 2013 to 2022, including 3922 preterm infants with 1106 patients with ROP. Four pretrained language models - BERT (Bidirectional Encoder Representations from Transformers), RoBERTa (Robustly Optimized BERT pretraining Approach), MC-BERT (language pre-training via a Meta Controller) and NEZHA (NEural contextualiZed representation for CHinese lAnguage understanding) - were used for development of NLP prediction models based on free-form texts in the admission notes. For comparison, two machine learning methods (Random Forest and Support Vector Machine) were used to construct prediction models based on 20 structured characteristics previously extracted from the admission notes. Performance evaluating metrics included accuracy, precision, recall, F1 score and area under the curve (AUC).</p><p><strong>Results: </strong>The NLP prediction models for ROP occurrence outperformed those for severity. The NEZHA model demonstrated the highest accuracy in predicting ROP occurrence, achieving an F1 score of 89.35% and an AUC of 0.90. Its performance was also better than two machine learning models whose highest F1 was 78% with an AUC equal to 0.87. In addition, the F1 score of RoBERTa (78.44%) was slightly higher than that of NEZHA (77.81%) for predicting ROP severity, and the AUC of RoBERTa also achieved the highest 0.91.</p><p><strong>Conclusion: </strong>The NLP-ROPCare combines language models NEZHA and RoBERTa to enable early prediction of ROP occurrence and severity based on unstructured free-form texts in the admission notes of preterm infants, highlighting its value in early prevention of ROP. Further external validation should be carried out to better adjust the model.</p>","PeriodicalId":9286,"journal":{"name":"BMJ Open Ophthalmology","volume":"11 1","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12815143/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145988435","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}