medRxiv - Ophthalmology最新文献

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The FLuorometholone as Adjunctive MEdical Therapy for Trachomatous Trichiasis Surgery (FLAME) Trial: Study Design 氟罗米松作为沙眼三联症手术的辅助药物疗法(FLAME)试验:研究设计
medRxiv - Ophthalmology Pub Date : 2024-07-07 DOI: 10.1101/2024.06.26.24308549
Ahlam Awad Mohammed, Aida Abashawl, Sarity Dodson, Wondu Alemayehu, Alemu Gemechu, Aemero Abateneh Mengesha, Dereje Kumsa, Tony Succar, Yineng Chen, Kathleen McWilliams, Vatinee Y. Bunya, Maureen G. Maguire, Matthew J Burton, Gui-shuang Ying, John H Kempen
{"title":"The FLuorometholone as Adjunctive MEdical Therapy for Trachomatous Trichiasis Surgery (FLAME) Trial: Study Design","authors":"Ahlam Awad Mohammed, Aida Abashawl, Sarity Dodson, Wondu Alemayehu, Alemu Gemechu, Aemero Abateneh Mengesha, Dereje Kumsa, Tony Succar, Yineng Chen, Kathleen McWilliams, Vatinee Y. Bunya, Maureen G. Maguire, Matthew J Burton, Gui-shuang Ying, John H Kempen","doi":"10.1101/2024.06.26.24308549","DOIUrl":"https://doi.org/10.1101/2024.06.26.24308549","url":null,"abstract":"Purpose: To report the design of FLuorometholone as Adjunctive MEdical Therapy for TT Surgery (FLAME) Trial. Design: Parallel design, double-masked, placebo-controlled clinical trial with 1:1 randomization to fluorometholone 0.1% eyedrops twice daily or placebo twice daily for four weeks in eyes undergoing trachomatous trichiasis (TT) surgery; assessing the efficacy, safety, and cost-effectiveness of fluorometholone 0.1% in preventing recurrent postoperative trichiasis.","PeriodicalId":501390,"journal":{"name":"medRxiv - Ophthalmology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141576415","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
Active trachoma among children aged 1-9 years in Ethiopia: A meta-analysis from 2019 to 2024 埃塞俄比亚 1-9 岁儿童中的活动性沙眼:2019年至2024年的荟萃分析
medRxiv - Ophthalmology Pub Date : 2024-07-05 DOI: 10.1101/2024.07.01.24309760
Kibruyisfaw Weldeab Abore, Melat Tesfaye Asebot, Gifty Birhanemeskel Kebede, Asonya Abera Akuma, Mahlet Minwuyelet Dagne, Tewobesta Fesseha Tesfaye, Robel Tibebu Khasay, Estifanos Bekele Fole, Mahlet Tesfaye Abebe
{"title":"Active trachoma among children aged 1-9 years in Ethiopia: A meta-analysis from 2019 to 2024","authors":"Kibruyisfaw Weldeab Abore, Melat Tesfaye Asebot, Gifty Birhanemeskel Kebede, Asonya Abera Akuma, Mahlet Minwuyelet Dagne, Tewobesta Fesseha Tesfaye, Robel Tibebu Khasay, Estifanos Bekele Fole, Mahlet Tesfaye Abebe","doi":"10.1101/2024.07.01.24309760","DOIUrl":"https://doi.org/10.1101/2024.07.01.24309760","url":null,"abstract":"Background Trachoma is a leading infectious cause of blindness and of significant public health concern targeted for elimination. This study aimed to systematically summarize the magnitude of active trachoma among children aged 1-9 in Ethiopia from 2019-2024 Methods Database searches were conducted on Google Scholar, SCOPUS, PubMed, EMBASE, and AJOL for studies published between January 2019 to 31-March-2024 and with restriction to articles published only in English. Data extraction was done using a pre-prepared Excel sheet. STATA version 16 was used to perform the analysis. Heterogeneity between studies was assessed using I2 statistics and Cochrane Q. Qualitative synthesis was done to summarize the studies and random effect model was used to estimate the Pooled magnitude of active trachoma with a corresponding 95% confidence interval. Result A total of 17 studies with 19793 subjects were included in the meta-analysis. The pooled magnitude of active trachoma among children aged 1-9 years was found to be 18.39% (95% CI: 13.88, 22.90). We found a statistically significant heterogeneity between studies. Among the regions, Southwest region was found to have the highest magnitude (44.1%) (95%CI: 41.8%, 46.4%) and Dire Dawa was found to have the lowest (4.3%) (95%CI: 2.9%, 5.7%). Conclusion The magnitude of active trachoma is higher than the WHO target for elimination. There was significant interregional difference in magnitude of active trachoma. Strengthening SAFE strategy and health education and promotion is recommended.","PeriodicalId":501390,"journal":{"name":"medRxiv - Ophthalmology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141576414","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
Association of serum adiponectin and leptin levels with inner retinal thickness among individuals with or without elevated HbA1c 血清脂肪连接蛋白和瘦素水平与 HbA1c 升高或未升高的个体视网膜内层厚度的关系
medRxiv - Ophthalmology Pub Date : 2024-07-03 DOI: 10.1101/2024.07.01.24309679
Neslihan D Koseoglu, Jiangxia Wang, Frederick Anokye-Danso, Jose Amezcua Moreno, Eumee Cha, Franklin Fuchs, Jacqueline Teed, Jianing Yao, Yan Zhang, Rexford S Ahima, Mira M Sachdeva
{"title":"Association of serum adiponectin and leptin levels with inner retinal thickness among individuals with or without elevated HbA1c","authors":"Neslihan D Koseoglu, Jiangxia Wang, Frederick Anokye-Danso, Jose Amezcua Moreno, Eumee Cha, Franklin Fuchs, Jacqueline Teed, Jianing Yao, Yan Zhang, Rexford S Ahima, Mira M Sachdeva","doi":"10.1101/2024.07.01.24309679","DOIUrl":"https://doi.org/10.1101/2024.07.01.24309679","url":null,"abstract":"Inner retinal thinning precedes clinical evidence of retinopathy in prediabetes and diabetes mellitus (DM), and may contribute to retinopathy development and progression. Serum levels of the adipokines leptin and adiponectin are inversely related in the setting of impaired glucose homeostasis, but their potential association with inner retinal thickness is unknown. In this prospective study, both eyes from 24 individuals with prediabetes or type 2 DM (glycated hemoglobin [HbA1c] ≥5.7) and 16 controls (HbA1c<5.7) underwent spectral-domain optical coherence tomography imaging of the macula, and thickness of the nerve fiber layer (NFL) and ganglion cell layer-inner plexiform layer (GCL-IPL) was analyzed in each subfield of the Early Treatment Diabetic Retinopathy Study grid. Serum samples were collected and metabolic factors, including adiponectin and leptin, were measured. Adjusted regression analyses revealed inverse associations of these adipokines with NFL thickness that did not differ between prediabetes/DM and controls, but differential positive associations of adiponectin with GCL-IPL thickness only in the prediabetes/DM group. The results of our pilot study suggest opposing roles for adiponectin and leptin in the retina, similar to their relationship in systemic disease, and suggest that serum adiponectin may represent a potential clinical biomarker for inner retinal thickness in patients with elevated HbA1c.","PeriodicalId":501390,"journal":{"name":"medRxiv - Ophthalmology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141549702","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
Ocular Surface Microbiome: Influences of Physiological, Environmental, and Lifestyle Factors 眼表微生物组:生理、环境和生活方式因素的影响
medRxiv - Ophthalmology Pub Date : 2024-07-01 DOI: 10.1101/2024.07.01.24309728
Vincenzo Rizzuto, Marzia Settino, Giacomo Stroffolini, Giuseppe Covello, Juris Vanags, Marta Naccarato, Roberto Montanari, Carlos Rocha de Lossada, Miguel Rechichi, Cosimo Mazzotta, Carlo Adornetto, Francesco Ricca, Gianluigi Greco, Guna Laganovska, Davide Borroni
{"title":"Ocular Surface Microbiome: Influences of Physiological, Environmental, and Lifestyle Factors","authors":"Vincenzo Rizzuto, Marzia Settino, Giacomo Stroffolini, Giuseppe Covello, Juris Vanags, Marta Naccarato, Roberto Montanari, Carlos Rocha de Lossada, Miguel Rechichi, Cosimo Mazzotta, Carlo Adornetto, Francesco Ricca, Gianluigi Greco, Guna Laganovska, Davide Borroni","doi":"10.1101/2024.07.01.24309728","DOIUrl":"https://doi.org/10.1101/2024.07.01.24309728","url":null,"abstract":"Purpose: Purpose: The ocular surface (OS) microbiome is influenced by various factors and impacts ocular health. Understanding its composition and dynamics is crucial for developing targeted interventions for ocular diseases. This study aims to identify host variables, including physiological, environmental, and lifestyle (PEL) factors, that influence the ocular microbiome composition and establish valid associations between the ocular microbiome and health outcomes.\u0000Methods: The 16S rRNA gene sequencing was performed on OS samples collected using eSwab. DNA was extracted, libraries prepared, and PCR products purified and analyzed. PEL confounding factors were iden- tified, and a cross-validation strategy using various bioinformatics methods including Machine learning was used to identify features that classify microbial profiles.\u0000Results: Nationality, sport practice, and eyeglasses usage are significant PEL confounding factors influencing the eye microbiome. Alpha-diversity analysis showed higher microbial richness in Spanish subjects compared to Italian subjects and higher biodiversity in sports practitioners. Beta-diversity analysis indicated significant differences in microbial community composition based on nationality, age, sport, and eyeglasses usage. Differ- ential abundance analysis identified several microbial genera associated with these PEL factors. ML approach confirmed the significance of nationality in classifying microbial profiles.\u0000Conclusion: This study underscores the importance of considering PEL factors when studying the ocular microbiome. Our findings highlight the complex interplay between environmental, lifestyle, and demographic factors in shaping the OS microbiome. Future research should further explore these interactions to develop personalized approaches for managing ocular health.","PeriodicalId":501390,"journal":{"name":"medRxiv - Ophthalmology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141501823","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
No Correlation of Structural Anterior-Segment OCT Biomarkers with Bleb Vessel Density and Surgical Success after Preserflo Microshunt Implantation Preserflo 微分流术后前段结构性 OCT 生物标志物与出血血管密度和手术成功率无相关性
medRxiv - Ophthalmology Pub Date : 2024-06-30 DOI: 10.1101/2024.06.30.24309720
Martin Kallab, Sarah Hinterberger, Sophie Schneider, Olivia Murauer, Anna-Sophie Reisinger, Susanne Strohmaier, Alex S. Huang, Matthias Bolz, Clemens A. Strohmaier
{"title":"No Correlation of Structural Anterior-Segment OCT Biomarkers with Bleb Vessel Density and Surgical Success after Preserflo Microshunt Implantation","authors":"Martin Kallab, Sarah Hinterberger, Sophie Schneider, Olivia Murauer, Anna-Sophie Reisinger, Susanne Strohmaier, Alex S. Huang, Matthias Bolz, Clemens A. Strohmaier","doi":"10.1101/2024.06.30.24309720","DOIUrl":"https://doi.org/10.1101/2024.06.30.24309720","url":null,"abstract":"Purpose\u0000To evaluate anterior segment optical coherence tomography (AS-OCT) parameters of bleb wall thickness (BWT) and total bleb height (TBH) in the early postoperative phase after Preserflo Microshunt (PM) implantation for their correlation to (a) surgical revision and (b) AS-OCT angiography (AS-OCTA) derived bleb vessel density (BVD). Methods\u0000A total of 23 patients with pharmacologically uncontrolled open angle glaucoma were studied. Post-operatively (at 1, 2, and 4 weeks and 2, 3, 6, 9, and 12 months) AS-OCT measurements of BWT/TBH and AS-OCTA measurements of BVD were acquired. Surgical revisions (needling or open revision) were recorded. Correlations of BWT and TBH to (a) need for surgical revision and to (b) BVD were assessed. Results\u0000In 10 of 23 patients, surgical revisions were performed 4 to 48 weeks after PM implantation. At 1, 2, and 4 weeks after surgery neither BWT nor TBH were significantly associated with future surgical revisions (BWT/TBH p-values: 1W 0.217/0.878, 2W 0.670/0.528, 4W 0.171/0.430). No correlations between BWT or TBH and BVD were found for any evaluated timepoint (1W, 2W, 4W). Conclusions\u0000Structural AS-OCT parameters were not predictive of the need for surgical revision after PM implantation. Consistent with this finding, these parameters were also not correlated with AS-OCTA derived BVD, which was shown to be a good biomarker for failure in a previous analysis. The discrepancy to similar studies after trabeculectomy may be due to bleb drainage differences between TE and PM. BVD seems to be a better predictor of surgical revision after PM implantation than BWT/TBH.","PeriodicalId":501390,"journal":{"name":"medRxiv - Ophthalmology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141531700","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
Visual Cortical Thickness Increases with Prolonged Artificial Vision Restoration 视觉皮质厚度随长时间人工视觉恢复而增加
medRxiv - Ophthalmology Pub Date : 2024-06-27 DOI: 10.1101/2024.06.26.24309493
Noelle Stiles, Jeiran Choupan, Hossein Ameri, Vivek Patel, Yonggang Shi
{"title":"Visual Cortical Thickness Increases with Prolonged Artificial Vision Restoration","authors":"Noelle Stiles, Jeiran Choupan, Hossein Ameri, Vivek Patel, Yonggang Shi","doi":"10.1101/2024.06.26.24309493","DOIUrl":"https://doi.org/10.1101/2024.06.26.24309493","url":null,"abstract":"The Argus II retinal prosthesis restores visual perception to late blind patients. It has been shown that structural changes occur in the brain due to late-onset blindness, including cortical thinning in visual regions of the brain. Following vision restoration, it is not yet known whether these visual regions are reinvigorated and regain a normal cortical thickness or retain the diminished thickness from blindness.\u0000We evaluated the cortical thicknesses of ten Argus II Retinal Prostheses patients, ten blind patients, and thirteen sighted participants. The Argus II patients on average had a thicker left Cuneus Cortex and Lateral Occipital Cortex relative to the blind patients. The duration of the Argus II use (time since implant in active users) significantly partially correlated with thicker visual cortical regions in the left hemisphere. Furthermore, in the two case studies (scanned before and after implantation), the patient with longer device use (44.5 months) had an increase in the cortical thickness of visual regions, whereas the shorter-using patient did not (6.5 months). Finally, a third case, scanned at three time points post-implantation, showed an increase in cortical thickness in the Lateral Occipital Cortex between 43.5 and 57 months, which was maintained even after 3 years of disuse (106 months).\u0000Overall, the Argus II patients cortical thickness was on average significantly rejuvenated in two higher visual regions and, patients using the implant for a longer duration had thicker visual regions. This research raises the possibility of structural plasticity reversing visual cortical atrophy in late-blind patients with prolonged vision restoration.","PeriodicalId":501390,"journal":{"name":"medRxiv - Ophthalmology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141531701","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
An Inherently Interpretable AI model improves Screening Speed and Accuracy for Early Diabetic Retinopathy 本质上可解释的人工智能模型提高了早期糖尿病视网膜病变的筛查速度和准确性
medRxiv - Ophthalmology Pub Date : 2024-06-27 DOI: 10.1101/2024.06.27.24309574
Kerol R. Djoumessi Donteu, Ziwei Huang, Laura Kuehlewein, Annekatrin Rickmann, Natalia Simon, Lisa M. Koch, Philipp Berens
{"title":"An Inherently Interpretable AI model improves Screening Speed and Accuracy for Early Diabetic Retinopathy","authors":"Kerol R. Djoumessi Donteu, Ziwei Huang, Laura Kuehlewein, Annekatrin Rickmann, Natalia Simon, Lisa M. Koch, Philipp Berens","doi":"10.1101/2024.06.27.24309574","DOIUrl":"https://doi.org/10.1101/2024.06.27.24309574","url":null,"abstract":"Background: Diabetic retinopathy (DR) is a frequent concomitant disease of diabetes, affecting millions worldwide. Screening for this disease based on fundus images has been one of the first successful use cases for modern artificial intelligence in medicine. Current state-of-the-art systems typically use black-box models to make referral decisions, requiring post-hoc methods for AI-human interaction.\u0000Methods: In this retrospective reader study, we evaluated an inherently interpretable deep learning model, which explicitly models the local evidence of DR as part of its network architecture, for early DR screening. We trained the network on 34,350 high-quality fundus images from a publicly available dataset and validated its state-of-the-art performance on a large range of ten external datasets. We obtained detailed lesion annotations from ophthalmologists on 65 images to study if the class evidence maps highlight clinically relevant information. Finally, we tested the clinical usefulness of our model in a reader study, where we compared screening for DR without AI support to screening with AI support with and without AI explanations.\u0000Results: The inherently interpretable deep learning model obtained an accuracy of .906 [.900-.913] (95%-confidence interval) and an AUC of .904 [.894-.913] on the internal test set and similar performance on external datasets. High evidence regions directly extracted from the model contained clinically relevant lesions such as microaneurysms or haemorrhages with a high precision of .960 [.941 - .976]. Decision support by the model highlighting high-evidence regions in the image improved screening accuracy for difficult decisions and improved screening speed.\u0000Interpretation: Inherently interpretable deep learning models can reach state-of-the-art performance and support screening for early DR by improving human-AI collaboration.","PeriodicalId":501390,"journal":{"name":"medRxiv - Ophthalmology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141501719","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
Exploring the potential causal effects of myopia: A phenome-wide Mendelian randomization association study 探索近视的潜在因果效应:全表型孟德尔随机关联研究
medRxiv - Ophthalmology Pub Date : 2024-06-24 DOI: 10.1101/2024.06.24.24309385
Di Hu, junhong jiang, Qi Zhang, Zenan Lin, Mu-BioDig
{"title":"Exploring the potential causal effects of myopia: A phenome-wide Mendelian randomization association study","authors":"Di Hu, junhong jiang, Qi Zhang, Zenan Lin, Mu-BioDig","doi":"10.1101/2024.06.24.24309385","DOIUrl":"https://doi.org/10.1101/2024.06.24.24309385","url":null,"abstract":"Myopia is a leading cause of visual impairment worldwide, whose pathogenesis remains poorly understood. We comprehensively performed phenome-wide Mendelian randomization analysis (MR-PheWAS) to explore causal factors and potential therapeutic targets for myopia in participants from the UK Biobank study. The analysis revealed that 55 robust associations (1 disease, 2 employment, 3 cognitive functions, 4 sex-specific factor, 4 mental health, 5 lifestyle and environment, 10 sociodemographic, 12 physical measures and 14 ocular measures/conditions phenotypes) were significantly causally correlated with myopia. The results indicate that myopia may be influenced by several factors, such as serum metabolic traits, fatty acids intake, fat-related indexes, mental health, as well as some previously acknowledged risk factors. Future clinical trials are needed to verify our results.","PeriodicalId":501390,"journal":{"name":"medRxiv - Ophthalmology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141501720","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
Optimizing Ocular Pathology Classification with CNNs and OCT Imaging: A Systematic and Performance Review 利用 CNN 和 OCT 成像优化眼部病理分类:系统性和性能回顾
medRxiv - Ophthalmology Pub Date : 2024-06-19 DOI: 10.1101/2024.06.18.24309070
Walter Hauri-Rosales, Oswaldo Pérez, Marlon Garcia-Roa, Ellery López-Star, Ulises Olivares-Pinto
{"title":"Optimizing Ocular Pathology Classification with CNNs and OCT Imaging: A Systematic and Performance Review","authors":"Walter Hauri-Rosales, Oswaldo Pérez, Marlon Garcia-Roa, Ellery López-Star, Ulises Olivares-Pinto","doi":"10.1101/2024.06.18.24309070","DOIUrl":"https://doi.org/10.1101/2024.06.18.24309070","url":null,"abstract":"Vision loss due to chronic-degenerative diseases is a primary cause of blindness worldwide. Deep learning architectures utilizing optical coherence tomography images have proven effective for the early diagnosis of ocular pathologies. Nevertheless, most studies have emphasized the best outcomes using optimal hyperparameter combinations and extensive data availability. This focus has eclipsed the exploration of how model learning capacity varies with different data volumes. The current study evaluates the learning capabilities of efficient deep-learning classification models across various data amounts, aiming to determine the necessary data portion for effective clinical trial classifications of ocular pathologies. A comprehensive review was conducted, which included 295 papers that employed OCT images to classify one or more of the following retinal pathologies: Drusen, Diabetic Macular Edema, and Choroidal Neovascularization. Performance metrics and dataset details were extracted from these studies. Four Convolutional Neural Networks were selected and trained using three strategies: initializing with random weights, fine-tuning, and retraining only the classification layers. The resultant performance was compared based on training size and strategy to identify the optimal combination of model size, dataset size, and training approach. The findings revealed that, among the models trained with various strategies and data volumes, three achieved 99.9% accuracy, precision, recall, and F1 score. Two of these models were fine-tuned, and one used random weight initialization. Remarkably, two models reached 99% accuracy using only 10% of the original training dataset. Additionally, a model that was less than 10% the size of the others achieved 98.7% accuracy and an F1 score on the test set while requiring 100 times less computing time. This study is the first to assess the impact of training data size and model complexity on performance metrics across three scenarios: random weights initialization, fine-tuning, and retraining classification layers only, specifically utilizing optical coherence tomography images.","PeriodicalId":501390,"journal":{"name":"medRxiv - Ophthalmology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141501772","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
Microplastics Identified in Commercial Over-the-counter Lubricant Eyedrops 在商用非处方润滑剂眼药水中发现微塑料
medRxiv - Ophthalmology Pub Date : 2024-05-28 DOI: 10.1101/2024.05.26.24307941
Julia E Jaeger, Matthew Burke, Duoduo Wu, Emily Ern-Min Curren, Sandric Chee Yew Leong, Robert Symons, Blanche Xiao Hong Lim, Xinyi Su, Jodhbir Singh Mehta, Andri Kartasasmita Riau, Chris Hong Long Lim
{"title":"Microplastics Identified in Commercial Over-the-counter Lubricant Eyedrops","authors":"Julia E Jaeger, Matthew Burke, Duoduo Wu, Emily Ern-Min Curren, Sandric Chee Yew Leong, Robert Symons, Blanche Xiao Hong Lim, Xinyi Su, Jodhbir Singh Mehta, Andri Kartasasmita Riau, Chris Hong Long Lim","doi":"10.1101/2024.05.26.24307941","DOIUrl":"https://doi.org/10.1101/2024.05.26.24307941","url":null,"abstract":"<strong>Purpose</strong> There is increasing evidence that microplastics exert harmful effects on human health and on the ocular surface. Recent studies have highlighted the presence of ocular surface exposure to microplastics via shedding from contact lenses. This study aims to investigate if microplastic particles are present in commonly used eyedrops in single-use plastic vials.","PeriodicalId":501390,"journal":{"name":"medRxiv - Ophthalmology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141191382","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
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