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Intravitreal dexamethasone implant concomitant to cataract surgery in retinitis pigmentosa: potential retinal preservation effect
Pub Date : 2024-11-17 DOI: 10.1016/j.ajoint.2024.100085
Maria Cristina Savastano , Claudia Fossataro , Federico Giannuzzi , Benedetto Falsini , Giorgio Placidi , Valentina Cestrone , Elena D'Agostino , Ludovica Paris , Debora Napoli , Clara Rizzo , Enrica Strettoi , Stanislao Rizzo

Purpose

To evaluate the potential maintenance of the ellipsoid zone (EZ) by optical coherence tomography (OCT) of retinitis pigmentosa (RP) patients, treated with intravitreal dexamethasone implant at the same time of cataract surgery.

Design

In this retrospective cohort study, sixty-two eyes of patients with RP and cataract were enrolled and sorted in two groups.

Methods

The first group (“Ozucat" group) included 26 eyes of patients who underwent cataract surgery combined to dexamethasone intravitreal implant (Ozurdex, DEX implant). The second (“cataract alone” group) included 38 eyes who underwent only cataract surgery.

Main Outcomes Measure

We evaluated best corrected visual acuity (BCVA) in ETDRS letters and EZ length with retinal structural assessment (OCT).

Results

In the Ozucat group, the increase in EZ length from baseline was statistically significant both at 6-months (p<0.0001) and 12-months (p<0.0001) compared to “cataract alone” group. However, no statistical difference in BCVA was highlighted between the two groups.

Conclusion

Our study showed that eyes with typical RP, presenting cataract and concomitant signs of retinal inflammation, treated by combined cataract surgery and intravitreal dexamethasone implant, exhibited a maintenance of the EZ integrity, suggesting a potential retinal preservation effect of steroids.
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引用次数: 0
FaceFinder: A machine learning tool for identification of facial images from heterogenous datasets FaceFinder:从异质数据集中识别面部图像的机器学习工具
Pub Date : 2024-11-07 DOI: 10.1016/j.ajoint.2024.100083
George R. Nahass , Jeffrey C. Peterson , Kevin Heinze , Akriti Choudhary , Nikhila Khandwala , Chad A. Purnell , Pete Setabutr , Ann Q. Tran

Purpose

To develop an algorithm to automate the organization of large photo databases using the Haar cascade algorithm for face and eye detection and machine learning tools in Python.

Design

Retrospective study for the purposes of clinical tool development.

Methods

We developed an algorithm, termed FaceFinder, to identify front facing images in a large dataset of facial, orthodontal and miscellaneous images. FaceFinder works by detecting the presence of faces and at least two eyes using the Haar cascade. Execution time was recorded using different-sized datasets. A total of 895 images were analyzed by FaceFinder using various thresholds for face and eye detection. Precision, recall, specificity, accuracy, and F1 score were computed by comparison to ground truth labels of the images as determined by a human grader.

Results

Using medium thresholds for face and eye detection, FaceFinder reached recall, accuracy, and F1 score of 89.3%, 91.6%, and 92.9%, respectively with an execution time per image was 0.91 s. Using the highest threshold for face and eye detection, FaceFinder achieved precision and specificity values of 98.3% and 99.2% respectively.

Conclusions

FaceFinder is capable of sorting through a heterogenous dataset of photos of patients with craniofacial disease and identifying high-quality front-facing facial images. This capability allows for automated sorting of large databases that can facilitate and expedite data preparation for further downstream analyses involving artificial intelligence and facial landmarking.
目的使用哈尔级联算法进行人脸和眼睛检测,并使用 Python 中的机器学习工具开发一种算法,用于自动组织大型照片数据库。方法我们开发了一种称为 FaceFinder 的算法,用于识别大型面部、正齿和杂项图像数据集中的正面图像。FaceFinder 的工作原理是使用 Haar 级联检测人脸和至少两只眼睛的存在。使用不同大小的数据集记录了执行时间。FaceFinder 使用不同的阈值检测人脸和眼睛,共分析了 895 幅图像。结果使用中等阈值检测人脸和眼睛时,FaceFinder 的召回率、准确率和 F1 得分分别为 89.3%、91.6% 和 92.9%,每张图像的执行时间为 0.91 秒。结论FaceFinder 能够对颅面疾病患者照片的异质数据集进行分类,并识别高质量的正面面部图像。这项功能允许对大型数据库进行自动分类,从而促进并加快了数据准备工作,以便进一步进行涉及人工智能和面部标记的下游分析。
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引用次数: 0
Gender based differences in electronic medical record utilization in an academic ophthalmology practice 眼科学术机构电子病历使用中的性别差异
Pub Date : 2024-11-07 DOI: 10.1016/j.ajoint.2024.100082
Madeline Ngo , Whitney Stuard Sambhariya , Madeline Myers , Jennifer Cao , Shivani Kamat , Melanie Truong-Le

Purpose

To evaluate gender differences in EMR interaction among female and male ophthalmologists at a large tertiary academic center.

Design

Retrospective, cross sectional analysis

Methods

Data from Electronic Medical Record (EMR) system log files and health system administrative data from May 2022 to May 2023 were collected at an academic center. Primary outcomes were differences in time spent interacting with the EMR and In-basket message load between male and female ophthalmologists. Statistical analysis was adjusted for each physicians’ patient panel size, patient panel gender breakdown, and number of appointments.

Results

There were 30 ophthalmologists, 8 (27%) of whom were female. There was a significantly shorter mean length of employment for female ophthalmologists (5.62 ± 8.24 vs 15.26 ± 13.34 years, p = 0.028). In the 12-month analysis period, there was no significant difference in the total number of patients seen between female and male ophthalmologists. However, female ophthalmologists spent 69.6% more total time in the EMR system (409vs 241 h/MD, p < 0.001). Female ophthalmologists spent 118% more time on task oriented in-basket sections such as patient notification, staff messages, and results (18 vs 8 h/ MD, p < 0.001). Female ophthalmologists also received more in-basket messages, with a notable 750% higher volume of patient notification messages (187 vs 22, p < 0.001) while male ophthalmologists received more Care Everywhere functionality notifications (14 vs 3, p < 0.001) and hospital messages (477 vs 233, p = 0.002).

Conclusions

In our cohort, male ophthalmologists’ mean duration of employment was nearly 3 times longer than female ophthalmologists. Despite comparable patient panels and appointment completion rates, female ophthalmologists spent significantly more time in the EMR system and received significantly more in-basketand task directed messages. These findings underscore the need for further studies addressing gender disparities and promoting gender equity in ophthalmology practice settings.
目的 评估一家大型三级学术中心的女性和男性眼科医生在 EMR 交互方面的性别差异。主要结果是男性和女性眼科医生在与 EMR 交互的时间和篮内信息负载方面的差异。统计分析根据每位医生的患者小组规模、患者小组性别分类和预约次数进行了调整。结果共有 30 位眼科医生,其中 8 位(27%)为女性。女性眼科医生的平均工作年限明显较短(5.62 ± 8.24 年 vs 15.26 ± 13.34 年,p = 0.028)。在 12 个月的分析期间,女性和男性眼科医生接诊的患者总数没有明显差异。但是,女性眼科医生在电子病历系统中花费的总时间比男性多 69.6%(409vs 241 h/MD,p < 0.001)。女性眼科医生在任务导向的篮内部分(如病人通知、员工信息和结果)上花费的时间比男性多 118%(18 小时 vs 8 小时/MD,p < 0.001)。女性眼科医生收到的篮内信息也更多,其中患者通知信息量明显高出 750%(187 对 22,p < 0.001),而男性眼科医生收到的 Care Everywhere 功能通知(14 对 3,p < 0.001)和医院信息(477 对 233,p = 0.002)也更多。尽管患者面板和预约完成率相当,但女性眼科医生在 EMR 系统中花费的时间明显更长,收到的篮内信息和任务指导信息也明显更多。这些发现强调了进一步研究解决性别差异和促进眼科实践环境中性别平等的必要性。
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引用次数: 0
Evolving practice patterns of young retinal specialists: A five-year comparison of treatment and surgical preferences 年轻视网膜专科医生不断演变的诊疗模式:治疗和手术偏好的五年比较
Pub Date : 2024-11-06 DOI: 10.1016/j.ajoint.2024.100081
Vincent Huang , Brian L VanderBeek , Sidney A Schechet , Hemang K Pandya , Mitul C Mehta , Jonathan C Tsui

Purpose

To describe trends in demographics and practice patterns of young retina specialists over a five-year follow-up period.

Design

A cross-sectional study of young retinal specialists conducted through an online social media platform to evaluate practice patterns for common conditions.

Methods

An anonymous survey was performed among U.S.-based young retinal specialists from a variety of practice environments in early stages of practice between August and September 2022. Results were compared to survey results from 2017.

Results

In 2022, the survey population included 358 members with 101 respondents compared to 44 respondents in 2017. Most respondents preferred bevacizumab as first-line treatment for foveal-involving diabetic macular edema (DME) (60%), vein occlusions (54%), and macular degeneration (56%). Aflibercept was more popular as first-line for DME patients with poor vision (51%) compared to those with good vision (18%). For proliferative diabetic retinopathy (PDR) without macular edema, respondents prefer panretinal photocoagulation alone (43%) or in combination with anti-VEGF (48%) over anti-VEGF alone (10%). Respondents repaired rhegmatogenous retinal detachments using combined vitrectomy-buckle (20%), primary scleral buckle (10%), and pneumatic retinopexy (PR) (10%). The percentage of respondents who have used PR at least once increased significantly from 2017 to 2022. From 2017 to 2022, more respondents use masks (29.5% to 82.8%) and post-injection antibiotics (2.3% to 16.0%) when performing injections while a smaller minority use topical gel anesthesia (34.1% to 15.5%).

Conclusions

Survey results suggest more providers are more likely to observe good visual acuity in diabetic edema and use laser alone in PDR without edema. In addition, longitudinal trends show increased use of PR, masks and post-injection antibiotics, and decreased use of topical gel anesthesia.
目的描述五年随访期间年轻视网膜专科医生的人口统计学和实践模式的趋势.设计通过在线社交媒体平台对年轻视网膜专科医生进行横断面研究,评估常见疾病的实践模式.方法在2022年8月至9月期间,对来自不同实践环境、处于实践早期阶段的美国年轻视网膜专科医生进行匿名调查。结果2022年,调查人群包括358名成员,有101名受访者,而2017年有44名受访者。大多数受访者倾向于将贝伐单抗作为眼窝受累型糖尿病黄斑水肿(DME)(60%)、静脉闭塞(54%)和黄斑变性(56%)的一线治疗药物。与视力良好的患者(18%)相比,视力较差的糖尿病性黄斑水肿患者(51%)更倾向于将 Aflibercept 作为一线治疗药物。对于不伴有黄斑水肿的增殖性糖尿病视网膜病变(PDR),受访者更倾向于单独使用泛视网膜光凝(43%)或与抗血管内皮生长因子联合使用(48%),而不是单独使用抗血管内皮生长因子(10%)。受访者修复流变性视网膜脱离的方法有:联合玻璃体切割扣合术(20%)、初级巩膜扣合术(10%)和气动视网膜剥离术(10%)。从 2017 年到 2022 年,至少使用过一次 PR 的受访者比例显著增加。从 2017 年到 2022 年,更多的受访者在进行注射时使用面罩(29.5% 到 82.8%)和注射后抗生素(2.3% 到 16.0%),而少数受访者使用局部凝胶麻醉(34.1% 到 15.5%)。结论调查结果表明,更多的医疗服务提供者更有可能在糖尿病水肿中观察到良好的视力,并在无水肿的 PDR 中单独使用激光。此外,纵向趋势显示,PR、面罩和注射后抗生素的使用有所增加,而局部凝胶麻醉的使用有所减少。
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引用次数: 0
Candida parapsilosis keratitis: A case series 副丝状念珠菌角膜炎:一个病例系列
Pub Date : 2024-11-01 DOI: 10.1016/j.ajoint.2024.100080
Liam D. Price , Daniel Sibley, Scott Hau, Kirithika Muthusamy

Purpose

to describe the diagnosis and management of Candida parapsilosis keratitis

Design

a retrospective, observational case series.

Methods

this study was carried out in a single-centre tertiary referral eye hospital and includes 20 eyes of 19 patients. Electronic case notes and in vivo confocal microscopy (IVCM) records were searched for the keyword ‘parapsilosis’, with inclusion if there was keratitis with either a corresponding positive polymerase chain reaction (PCR) or microbial culture result for Candida parapsilosis. Individual case notes were reviewed to obtain information regarding diagnosis, treatment, and final visual outcomes. Cases were excluded if a patient was lost to follow-up before the end of antifungal treatment.

Results

the risk factors for C. parapsilosis keratitis were: ocular surface disease, concurrent topical steroid use, previous corneal surgery and long-term contact lens wear. The mean presenting corrected distance visual acuity (CDVA) was LogMAR 1.49 (range 0.2 – 2.3), with a final CDVA of LogMAR 1.11 (-0.2 – 2.3). Where used, microbiological culture was positive in 19 out of 20 cases, PCR in 6 out of 11 cases, and IVCM in 8 out of 13 cases. Two-thirds of cases were managed with either topical voriconazole or amphotericin B, with four cases surgically managed by therapeutic keratoplasty and two cases requiring evisceration.

Conclusions

Patients presenting with microbial keratitis with risk factors for C. parapsilosis keratitis should be managed with a high degree of clinical suspicion. Post-infection visual outcomes are poor but reflect pre-existing ocular comorbidities. Delays in diagnosis can be reduced by through the use of ICVM and PCR.
目的描述副丝状念珠菌性角膜炎的诊断和处理方法设计一个回顾性、观察性病例系列。方法本研究在一家单中心三级眼科转诊医院进行,包括 19 名患者的 20 只眼睛。以 "副丝状念珠菌病 "为关键词搜索电子病例记录和体内共聚焦显微镜(IVCM)记录,如果角膜炎伴有相应的副丝状念珠菌聚合酶链反应(PCR)阳性或微生物培养结果阳性,则纳入研究范围。研究人员查阅了每个病例的病历,以获取有关诊断、治疗和最终视力结果的信息。如果患者在抗真菌治疗结束前失去了随访机会,则病例将被排除在外。平均矫正远视力 (CDVA) 为 1.49(0.2 - 2.3),最终 CDVA 为 1.11(-0.2 - 2.3)。在使用微生物培养的 20 个病例中,19 个呈阳性;在使用 PCR 的 11 个病例中,6 个呈阳性;在使用 IVCM 的 13 个病例中,8 个呈阳性。三分之二的病例采用局部伏立康唑或两性霉素 B 进行治疗,4 例采用治疗性角膜移植术进行手术治疗,2 例需要切除角膜。感染后的视觉效果不佳,但这反映了患者原有的眼部并发症。使用 ICVM 和 PCR 可以减少诊断延误。
{"title":"Candida parapsilosis keratitis: A case series","authors":"Liam D. Price ,&nbsp;Daniel Sibley,&nbsp;Scott Hau,&nbsp;Kirithika Muthusamy","doi":"10.1016/j.ajoint.2024.100080","DOIUrl":"10.1016/j.ajoint.2024.100080","url":null,"abstract":"<div><h3>Purpose</h3><div>to describe the diagnosis and management of <em>Candida parapsilosis</em> keratitis</div></div><div><h3>Design</h3><div>a retrospective, observational case series.</div></div><div><h3>Methods</h3><div>this study was carried out in a single-centre tertiary referral eye hospital and includes 20 eyes of 19 patients. Electronic case notes and in vivo confocal microscopy (IVCM) records were searched for the keyword ‘<em>parapsilosis’</em>, with inclusion if there was keratitis with either a corresponding positive polymerase chain reaction (PCR) or microbial culture result for <em>Candida parapsilosis</em>. Individual case notes were reviewed to obtain information regarding diagnosis, treatment, and final visual outcomes. Cases were excluded if a patient was lost to follow-up before the end of antifungal treatment.</div></div><div><h3>Results</h3><div>the risk factors for <em>C. parapsilosis</em> keratitis were: ocular surface disease, concurrent topical steroid use, previous corneal surgery and long-term contact lens wear. The mean presenting corrected distance visual acuity (CDVA) was LogMAR 1.49 (range 0.2 – 2.3), with a final CDVA of LogMAR 1.11 (-0.2 – 2.3). Where used, microbiological culture was positive in 19 out of 20 cases, PCR in 6 out of 11 cases, and IVCM in 8 out of 13 cases. Two-thirds of cases were managed with either topical voriconazole or amphotericin B, with four cases surgically managed by therapeutic keratoplasty and two cases requiring evisceration.</div></div><div><h3>Conclusions</h3><div>Patients presenting with microbial keratitis with risk factors for <em>C. parapsilosis</em> keratitis should be managed with a high degree of clinical suspicion. Post-infection visual outcomes are poor but reflect pre-existing ocular comorbidities. Delays in diagnosis can be reduced by through the use of ICVM and PCR.</div></div>","PeriodicalId":100071,"journal":{"name":"AJO International","volume":"1 4","pages":"Article 100080"},"PeriodicalIF":0.0,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142663893","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}
引用次数: 0
Is Automated Machine Learning useful for ocular toxoplasmosis identification and classification of the inflammatory activity? 自动机器学习是否有助于眼弓形虫病的识别和炎症活动的分类?
Pub Date : 2024-10-29 DOI: 10.1016/j.ajoint.2024.100079
Carlos Cifuentes-González , William Rojas-Carabali , Germán Mejía-Salgado , Gabriela Flórez-Esparza , Laura Gutiérrez-Sinisterra , Oscar J. Perdomo , Jorge Enrique Gómez-Marín , Rupesh Agrawal , Alejandra de-la-Torre

Purpose

To evaluate the performance of Automated Machine Learning (AutoML) models in diagnosing ocular toxoplasmosis (OT) and classifying its inflammatory activity from fundus photographs.

Design

Cross-sectional study.

Methods

Fundus photographs from OT patients in two Colombian referral centers and an open-source OT database were classified into active OT, inactive OT, and no OT. Image quality assessment excluded images with artifacts but included blurry images due to vitritis. Photos were uploaded to Amazon Web Services S3 and Google Cloud Bucket. Two models were developed on each platform: a binary model (active/inactive OT vs. no OT) and a multiclass model (active OT, inactive OT, and no OT). Datasets were split into 70% for training, 20% for testing, and 10% for validation. Sensitivity, specificity, precision, accuracy, F1-score, the area under the precision-recall curve (AUPRC), and Cohen's Kappa were calculated for each platform and model. An external validation using an open-source image bank was performed.

Results

The binary model on AWS showed a sensitivity of 0.97, specificity of 0.98, and AUPRC of 1.00, while the Google Cloud binary model had a sensitivity of 0.82, specificity of 0.91, and AUPRC of 0.91. The multiclass model on AWS achieved an F1 score of 0.88, with Cohen's Kappa of 0.81, while the Google Cloud model reached an F1 score of 0.88, with Cohen's Kappa of 0.82. External validation for Google Cloud achieved an accuracy of 87.5% and 80.3% in the binary and multiclass models, respectively.

Conclusions

AutoML is a powerful tool for diagnosing OT and classifying inflammatory activity, potentially guiding diagnosis and treatment decisions.
目的 评估自动机器学习(AutoML)模型在诊断眼弓形虫病(OT)和根据眼底照片对其炎症活动进行分类方面的性能。方法 将哥伦比亚两家转诊中心的 OT 患者的眼底照片和开放源 OT 数据库分为活动性 OT、非活动性 OT 和无 OT。图像质量评估排除了有伪影的图像,但包括因玻璃体炎导致的模糊图像。照片上传到亚马逊网络服务 S3 和谷歌云桶。每个平台上都开发了两个模型:二元模型(活跃/不活跃OT与无OT)和多类模型(活跃OT、不活跃OT和无OT)。数据集的70%用于训练,20%用于测试,10%用于验证。计算了每个平台和模型的灵敏度、特异度、精确度、准确度、F1-分数、精确度-召回曲线下面积(AUPRC)和科恩卡帕(Cohen's Kappa)。结果AWS上的二元模型灵敏度为0.97,特异度为0.98,AUPRC为1.00,而谷歌云的二元模型灵敏度为0.82,特异度为0.91,AUPRC为0.91。AWS 多分类模型的 F1 得分为 0.88,Cohen's Kappa 为 0.81,而 Google Cloud 模型的 F1 得分为 0.88,Cohen's Kappa 为 0.82。谷歌云的外部验证结果表明,二元模型和多类模型的准确率分别达到了 87.5% 和 80.3%。结论AutoML 是诊断 OT 和炎症活动分类的强大工具,可为诊断和治疗决策提供指导。
{"title":"Is Automated Machine Learning useful for ocular toxoplasmosis identification and classification of the inflammatory activity?","authors":"Carlos Cifuentes-González ,&nbsp;William Rojas-Carabali ,&nbsp;Germán Mejía-Salgado ,&nbsp;Gabriela Flórez-Esparza ,&nbsp;Laura Gutiérrez-Sinisterra ,&nbsp;Oscar J. Perdomo ,&nbsp;Jorge Enrique Gómez-Marín ,&nbsp;Rupesh Agrawal ,&nbsp;Alejandra de-la-Torre","doi":"10.1016/j.ajoint.2024.100079","DOIUrl":"10.1016/j.ajoint.2024.100079","url":null,"abstract":"<div><h3>Purpose</h3><div>To evaluate the performance of Automated Machine Learning (AutoML) models in diagnosing ocular toxoplasmosis (OT) and classifying its inflammatory activity from fundus photographs.</div></div><div><h3>Design</h3><div>Cross-sectional study.</div></div><div><h3>Methods</h3><div>Fundus photographs from OT patients in two Colombian referral centers and an open-source OT database were classified into active OT, inactive OT, and no OT. Image quality assessment excluded images with artifacts but included blurry images due to vitritis. Photos were uploaded to Amazon Web Services S3 and Google Cloud Bucket. Two models were developed on each platform: a binary model (active/inactive OT vs. no OT) and a multiclass model (active OT, inactive OT, and no OT). Datasets were split into 70% for training, 20% for testing, and 10% for validation. Sensitivity, specificity, precision, accuracy, F1-score, the area under the precision-recall curve (AUPRC), and Cohen's Kappa were calculated for each platform and model. An external validation using an open-source image bank was performed.</div></div><div><h3>Results</h3><div>The binary model on AWS showed a sensitivity of 0.97, specificity of 0.98, and AUPRC of 1.00, while the Google Cloud binary model had a sensitivity of 0.82, specificity of 0.91, and AUPRC of 0.91. The multiclass model on AWS achieved an F1 score of 0.88, with Cohen's Kappa of 0.81, while the Google Cloud model reached an F1 score of 0.88, with Cohen's Kappa of 0.82. External validation for Google Cloud achieved an accuracy of 87.5% and 80.3% in the binary and multiclass models, respectively.</div></div><div><h3>Conclusions</h3><div>AutoML is a powerful tool for diagnosing OT and classifying inflammatory activity, potentially guiding diagnosis and treatment decisions.</div></div>","PeriodicalId":100071,"journal":{"name":"AJO International","volume":"1 4","pages":"Article 100079"},"PeriodicalIF":0.0,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142663864","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}
引用次数: 0
Primary care telehealth visits are associated with earlier eye care in diabetic patients with high socioeconomic vulnerability 初级保健远程医疗访问与社会经济弱势糖尿病患者更早地接受眼科护理有关
Pub Date : 2024-10-28 DOI: 10.1016/j.ajoint.2024.100077
Peter J. Weng , Jamie J. Karl , Hemal Patel , Ariana Allen , Jullia Rosdahl , Stefanie Schuman

Purpose

To identify factors associated with an ophthalmology visit in patients with Type 2 Diabetes Mellitus (T2DM), particularly among patients with high socioeconomic vulnerability (SeV).

Design

Comparative utilization analysis.

Methods

A retrospective review of the Duke Epic Database was performed on outpatient visits with a T2DM diagnosis between January 1, 2019 and January 1, 2024. Patients were included if they were over the age of 18 and had a subsequent outpatient visit 1 year after their first documented visit. Age, race, sex, hemoglobin a1c values, zip codes of residence and outpatient primary care clinic, and usage of primary care telehealth visits and nutrition services were also collected. SeV scores were calculated from the Social Vulnerability Index, established by the CDC. Logistic regression models were used to calculate odds ratios for health care services on the first ophthalmology visit and diabetic retinopathy diagnoses at first visit.

Results

Of the 42,151 patients with T2DM, 12,491 (29.6 %) visited an ophthalmology clinic. 35.6 % (3,677/10,338) of the lowest SeV quartile (least vulnerable) and 26.3 % (2,821/10,716) of the highest SeV quartile (most vulnerable) visited an ophthalmology clinic. In both SeV quartiles, primary care telehealth visits and nutrition services were associated with an increased odds of ophthalmology visit (p < 0.001). Odds of proliferative diabetic retinopathy (PDR) at first ophthalmology visit were 75 % higher in the highest SeV quartile compared to the lowest SeV quartile (95 % CI: 1.29–2.38, p < 0.001). When SeV quartiles were evaluated separately, telehealth was associated with significantly reduced odds of PDR at initial ophthalmology visit in only the highest SeV quartile (p = 0.03).

Conclusion

We found that primary care telehealth visits are associated with both an increased odds of visiting an ophthalmology clinic and a reduced odds of PDR at this first visit in patients who reside in areas with the highest levels of socioeconomic vulnerability. Additional studies on telehealth services, especially in patients with high SeV, are warranted and could help to improve understanding of the role of technology in screening for diabetic retinopathy.
目的确定2型糖尿病(T2DM)患者,尤其是社会经济弱势(SeV)患者眼科就诊的相关因素。方法对2019年1月1日至2024年1月1日期间诊断为T2DM的门诊患者进行杜克大学Epic数据库回顾性审查。如果患者年满 18 周岁,并在首次记录就诊 1 年后进行了后续门诊就诊,则将其纳入研究范围。此外,还收集了年龄、种族、性别、血红蛋白 a1c 值、居住地和初级保健门诊的邮政编码,以及初级保健远程医疗就诊和营养服务的使用情况。SeV 分数是根据疾病预防控制中心制定的社会脆弱性指数计算得出的。结果 在 42,151 名 T2DM 患者中,12,491 人(29.6%)前往眼科诊所就诊。在 SeV 值最低的四分位数(最不容易患病)中,35.6%(3677/10338)的患者到眼科门诊就诊;在 SeV 值最高的四分位数(最容易患病)中,26.3%(2821/10716)的患者到眼科门诊就诊。在两个 SeV 四分位数中,初级保健远程保健就诊和营养服务与眼科就诊几率的增加有关(p < 0.001)。与 SeV 四分位数最低者相比,SeV 四分位数最高者首次眼科就诊时发生增殖性糖尿病视网膜病变 (PDR) 的几率高出 75%(95 % CI:1.29-2.38,p < 0.001)。结论我们发现,对于居住在社会经济脆弱程度最高地区的患者来说,初级保健远程医疗就诊与眼科诊所就诊几率的增加和首次就诊时 PDR 几率的降低有关。有必要对远程保健服务进行更多的研究,尤其是针对高 SeV 患者的研究,这将有助于更好地了解技术在糖尿病视网膜病变筛查中的作用。
{"title":"Primary care telehealth visits are associated with earlier eye care in diabetic patients with high socioeconomic vulnerability","authors":"Peter J. Weng ,&nbsp;Jamie J. Karl ,&nbsp;Hemal Patel ,&nbsp;Ariana Allen ,&nbsp;Jullia Rosdahl ,&nbsp;Stefanie Schuman","doi":"10.1016/j.ajoint.2024.100077","DOIUrl":"10.1016/j.ajoint.2024.100077","url":null,"abstract":"<div><h3>Purpose</h3><div>To identify factors associated with an ophthalmology visit in patients with Type 2 Diabetes Mellitus (T2DM), particularly among patients with high socioeconomic vulnerability (SeV).</div></div><div><h3>Design</h3><div>Comparative utilization analysis.</div></div><div><h3>Methods</h3><div>A retrospective review of the Duke Epic Database was performed on outpatient visits with a T2DM diagnosis between January 1, 2019 and January 1, 2024. Patients were included if they were over the age of 18 and had a subsequent outpatient visit 1 year after their first documented visit. Age, race, sex, hemoglobin a1c values, zip codes of residence and outpatient primary care clinic, and usage of primary care telehealth visits and nutrition services were also collected. SeV scores were calculated from the Social Vulnerability Index, established by the CDC. Logistic regression models were used to calculate odds ratios for health care services on the first ophthalmology visit and diabetic retinopathy diagnoses at first visit.</div></div><div><h3>Results</h3><div>Of the 42,151 patients with T2DM, 12,491 (29.6 %) visited an ophthalmology clinic. 35.6 % (3,677/10,338) of the lowest SeV quartile (least vulnerable) and 26.3 % (2,821/10,716) of the highest SeV quartile (most vulnerable) visited an ophthalmology clinic. In both SeV quartiles, primary care telehealth visits and nutrition services were associated with an increased odds of ophthalmology visit (<em>p</em> &lt; 0.001). Odds of proliferative diabetic retinopathy (PDR) at first ophthalmology visit were 75 % higher in the highest SeV quartile compared to the lowest SeV quartile (95 % CI: 1.29–2.38, <em>p</em> &lt; 0.001). When SeV quartiles were evaluated separately, telehealth was associated with significantly reduced odds of PDR at initial ophthalmology visit in only the highest SeV quartile (<em>p</em> = 0.03).</div></div><div><h3>Conclusion</h3><div>We found that primary care telehealth visits are associated with both an increased odds of visiting an ophthalmology clinic and a reduced odds of PDR at this first visit in patients who reside in areas with the highest levels of socioeconomic vulnerability. Additional studies on telehealth services, especially in patients with high SeV, are warranted and could help to improve understanding of the role of technology in screening for diabetic retinopathy.</div></div>","PeriodicalId":100071,"journal":{"name":"AJO International","volume":"1 4","pages":"Article 100077"},"PeriodicalIF":0.0,"publicationDate":"2024-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142571350","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}
引用次数: 0
Mycophenolate mofetil for the treatment of cicatrizing conjunctivitis secondary to ocular pemphigoid 霉酚酸酯治疗继发于眼部丘疹的卡他性结膜炎
Pub Date : 2024-10-28 DOI: 10.1016/j.ajoint.2024.100078
Krista Thompson , Blessing Johnny , Ebuka Eziama , Arturo R. Dominguez , Jennifer H. Cao

Purpose

To characterize the use of mycophenolate mofetil (MMF) in a large cohort of patients undergoing treatment for ocular mucous membrane pemphigoid (ocMMP).

Design

This was a retrospective consecutive observational chart review of patients with cicatrizing conjunctivitis associated with pemphigoid (ocMMP) at the University of Texas Southwestern Medical Center in Dallas, TX from 2016 to 2023 who underwent treatment with MMF.

Methods

Data collection included patient demographics, medical and ocular history, clinical findings, slit lamp photographs, biopsy results, additional testing, disease stage, time on MMF, patient response to treatment, and side effects of treatment. The data was analyzed with logistic regression using IBM SPSS (version 29). The dependent variable was remission status.

Results

A total of 52 patients with cicatrizing conjunctivitis associated with pemphigoid were treated with MMF, of which 37 (71.2 %) patients had biopsy proven disease. Of the cohort, 29 (55.8 %) patients were female and 23 (44.2 %) patients were male. The mean age at initiation of MMF therapy was 65.1 years (range 35–93). The best degree of response achieved by each patient in our cohort was as follows: no response (4, 7.7 %), partial response (28, 53.8 %), clinical remission with steroids (4, 7.7 %), steroid-free remission (14, 26.9 %), and durable drug-free remission (2, 3.8 %). The mean time of treatment with MMF was 35.5 months (range 2–118), with a mean follow up time of 42.7 months (range 3–123). The mean time to clinical remission was 6.7 months (range 1–18), while the mean time to steroid-free remission was 7.2 months (range 2–18). Of the entire cohort, 16 (30.8 %) patients reported side effects. The most common side effect was nausea (7 patients). There was one adverse event (anemia, 1, 1.9 %). Overall, 30 (57.7 %) patients discontinued MMF, most commonly due to side effects (11 patients) or inadequate disease control (11 patients).

Conclusion

Mycophenolate mofetil (MMF) can be beneficial in ocMMP as a steroid-sparing alternative. Although effective, side effects and discontinuation of treatment were common.
目的对接受眼粘膜丘疹性脓疱病(ocMMP)治疗的大批患者使用霉酚酸酯(MMF)的情况进行分析。设计这是对德克萨斯州达拉斯市德克萨斯大学西南医学中心2016年至2023年期间接受MMF治疗的丘疹性脓疱病相关卡他性结膜炎(ocMMP)患者的回顾性连续观察病历回顾。方法收集的数据包括患者的人口统计学特征、病史和眼部病史、临床发现、裂隙灯照片、活检结果、其他检查、疾病分期、使用 MMF 的时间、患者对治疗的反应以及治疗的副作用。数据使用 IBM SPSS(29 版)进行逻辑回归分析。结果 共有52名伴有丘疹性结膜炎的卡他性结膜炎患者接受了MMF治疗,其中37人(71.2%)经活检证实患病。其中,29 名(55.8%)患者为女性,23 名(44.2%)患者为男性。开始接受 MMF 治疗时的平均年龄为 65.1 岁(35-93 岁不等)。队列中每位患者的最佳应答程度如下:无应答(4 例,占 7.7%)、部分应答(28 例,占 53.8%)、类固醇临床缓解(4 例,占 7.7%)、无类固醇缓解(14 例,占 26.9%)和持久无药缓解(2 例,占 3.8%)。接受 MMF 治疗的平均时间为 35.5 个月(2-118 个月),平均随访时间为 42.7 个月(3-123 个月)。临床缓解的平均时间为 6.7 个月(1-18 个月),无类固醇缓解的平均时间为 7.2 个月(2-18 个月)。在所有患者中,16 名患者(30.8%)报告了副作用。最常见的副作用是恶心(7 名患者)。还有 1 例不良反应(贫血,1 例,1.9%)。总的来说,30 名(57.7%)患者停用了 MMF,最常见的原因是副作用(11 名患者)或疾病控制不佳(11 名患者)。尽管疗效显著,但副作用和中断治疗的情况也很常见。
{"title":"Mycophenolate mofetil for the treatment of cicatrizing conjunctivitis secondary to ocular pemphigoid","authors":"Krista Thompson ,&nbsp;Blessing Johnny ,&nbsp;Ebuka Eziama ,&nbsp;Arturo R. Dominguez ,&nbsp;Jennifer H. Cao","doi":"10.1016/j.ajoint.2024.100078","DOIUrl":"10.1016/j.ajoint.2024.100078","url":null,"abstract":"<div><h3>Purpose</h3><div>To characterize the use of mycophenolate mofetil (MMF) in a large cohort of patients undergoing treatment for ocular mucous membrane pemphigoid (ocMMP).</div></div><div><h3>Design</h3><div>This was a retrospective consecutive observational chart review of patients with cicatrizing conjunctivitis associated with pemphigoid (ocMMP) at the University of Texas Southwestern Medical Center in Dallas, TX from 2016 to 2023 who underwent treatment with MMF.</div></div><div><h3>Methods</h3><div>Data collection included patient demographics, medical and ocular history, clinical findings, slit lamp photographs, biopsy results, additional testing, disease stage, time on MMF, patient response to treatment, and side effects of treatment. The data was analyzed with logistic regression using IBM SPSS (version 29). The dependent variable was remission status.</div></div><div><h3>Results</h3><div>A total of 52 patients with cicatrizing conjunctivitis associated with pemphigoid were treated with MMF, of which 37 (71.2 %) patients had biopsy proven disease. Of the cohort, 29 (55.8 %) patients were female and 23 (44.2 %) patients were male. The mean age at initiation of MMF therapy was 65.1 years (range 35–93). The best degree of response achieved by each patient in our cohort was as follows: no response (4, 7.7 %), partial response (28, 53.8 %), clinical remission with steroids (4, 7.7 %), steroid-free remission (14, 26.9 %), and durable drug-free remission (2, 3.8 %). The mean time of treatment with MMF was 35.5 months (range 2–118), with a mean follow up time of 42.7 months (range 3–123). The mean time to clinical remission was 6.7 months (range 1–18), while the mean time to steroid-free remission was 7.2 months (range 2–18). Of the entire cohort, 16 (30.8 %) patients reported side effects. The most common side effect was nausea (7 patients). There was one adverse event (anemia, 1, 1.9 %). Overall, 30 (57.7 %) patients discontinued MMF, most commonly due to side effects (11 patients) or inadequate disease control (11 patients).</div></div><div><h3>Conclusion</h3><div>Mycophenolate mofetil (MMF) can be beneficial in ocMMP as a steroid-sparing alternative. Although effective, side effects and discontinuation of treatment were common.</div></div>","PeriodicalId":100071,"journal":{"name":"AJO International","volume":"1 4","pages":"Article 100078"},"PeriodicalIF":0.0,"publicationDate":"2024-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586320","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}
引用次数: 0
Corneal and conjunctival abnormalities in a cohort of survivors from the Western African Ebola virus disease outbreak 西非埃博拉病毒病爆发幸存者队列中的角膜和结膜异常现象
Pub Date : 2024-10-16 DOI: 10.1016/j.ajoint.2024.100075
Tolulope Fashina , Nam V. Nguyen , Ye Huang , Casey Randleman , Caleb D. Hartley , John G. Mattia , Matthew J. Vandy , Lloyd C. Harrison-Williams , Jalikatu Mustapha , Jean-Claude Mwanza , Brent R. Hayek , Ian Crozier , Jessica G. Shantha , Steven Yeh

Purpose

To characterize corneal and conjunctival abnormalities (CCAs) and their impact on visual acuity in a cohort of survivors from the Western African Ebola virus disease (EVD) outbreak.

Design

A post hoc analysis of 121 patients, who had previously undergone screening for the Ebola Virus Persistence in Ocular Tissues and Fluids study, was performed.

Methods

Patients underwent a comprehensive ophthalmic exam at the Lowell and Ruth Gess Eye Hospital in Freetown, Sierra Leone. Demographic (including age, sex, and the number of days spent in the Ebola treatment unit and examination (such as visual acuity, and ocular complications) data were collected and used for the analysis. Visual acuity was either uncorrected or corrected with spectacles. Descriptive and inferential statistical analyses were performed, and a p-value < 0.05 was considered statistically significant.

Results

A total of 242 eyes (121 patients) were included in this study. The mean age was 31.5 ± 16.1 years, and 70 % were female. Of 242 eyes, 28 (11.5 %) eyes of 15 patients (12.4 %) presented with at least one or more corneal or conjunctival abnormalities. Within eyes that demonstrated CCAs, the findings included dry eye (28.6 % of eyes), band keratopathy (25 % of eyes), and corneal scar (21.4 % of eyes). Corneal edema was found in 14.3 % of eyes, while pterygium and epithelial bullae were each found in 7.1 % of affected eyes. Patients without CCAs had better visual acuity compared to patients with CCAs although the difference was not statistically significant (0.82 ± 1.17 vs 1.01 ± 1.29, p = 0.4). A subset of patients with CCAs also reported ocular symptoms including eye pain, light sensitivity, excessive tearing, and blurry vision.

Conclusion

In this post hoc analysis, we observed CCAs in 12 % of EVD survivors. These findings highlight the potential for corneal and conjunctival sequelae during EVD survivorship and the need for ongoing ophthalmic care for this vulnerable population.
目的了解西非埃博拉病毒病(EVD)疫情幸存者中角膜和结膜异常(CCA)的特征及其对视力的影响。方法患者在塞拉利昂弗里敦的洛厄尔和露丝-盖斯眼科医院接受了全面的眼科检查。我们收集了人口统计学数据(包括年龄、性别和在埃博拉治疗病房的天数)和检查数据(如视力和眼部并发症),并将其用于分析。视力为未矫正或戴眼镜矫正的视力。本研究共纳入 242 只眼睛(121 名患者)。平均年龄为 31.5 ± 16.1 岁,70% 为女性。在 242 只眼睛中,有 15 名患者(12.4%)的 28 只眼睛(11.5%)出现至少一种或多种角膜或结膜异常。在出现 CCA 的眼睛中,发现的病症包括干眼症(28.6% 的眼睛)、带状角膜病(25% 的眼睛)和角膜瘢痕(21.4% 的眼睛)。14.3%的患者出现角膜水肿,7.1%的患者出现翼状胬肉和上皮水泡。与患有 CCA 的患者相比,未患 CCA 的患者视力较好,但差异无统计学意义(0.82 ± 1.17 vs 1.01 ± 1.29,P = 0.4)。一部分患有 CCA 的患者还报告了眼部症状,包括眼痛、光敏感、过度流泪和视力模糊。这些发现凸显了在 EVD 存活期间角膜和结膜后遗症的可能性,以及对这一弱势群体进行持续眼科护理的必要性。
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引用次数: 0
Comparison of Iridex MP3 and P3 probes on long-term intraocular pressure control after MicroPulse Transscleral-Cyclophotocoagulation 微脉冲经巩膜环形光凝术后,Iridex MP3 和 P3 探针对长期眼压控制的影响比较
Pub Date : 2024-10-16 DOI: 10.1016/j.ajoint.2024.100076
Baltaj Sandhur , Charles Zhang , Yousef Yousef , Sinan Ersan , Andrew Schwartz , Dmitriy Belous , Mohit Jethi , Sandra F Sieminski

Purpose

Micropulse transscleral cyclophotocoagulation (MP-TSCPC) is a glaucoma procedure that delivers energy to the ciliary body with minimal collateral-damage. We aim to assess the long-term effectiveness of MP-TSCPC using the original MP3 and revised P3 probe.

Methods and design

Baseline Retrospective cohort study was performed to obtain baseline characteristics, intraocular pressure (IOP), number of IOP-lowering medications, and best-corrected visual acuity (BCVA) were obtained from pre- and post-operative visits of patients treated with MP-TSCPC. Failure was defined as IOP>21 mmHg, reduced IOP<20% below baseline, or IOP<5 mmHg on 2 consecutive follow-up visits after post-operative month 1, reoperation for glaucoma, or loss of vision to no light perception.

Results

A total of 113 eyes were enrolled, 44 using the MP3 probe and 69 with the revised P3 probe. Survival analysis found a 75% failure rate in patients treated with the revised P3 probe by the final visit with a mean time to failure (MTTF) of 4.8 ± 0.7 months which was higher than the original probe at 66% failure rate with a MTTF of 6.1 ± 1.1 months (p = 0.04). All causes of failure were due to high IOP and 67% required repeat treatment with MP-TSCPC or incisional surgery. Prior to censure of data from failure, both probes had significant reduction in IOP compared to pre-operative IOP at all time points. No significant changes in BCVA were found. Both groups were associated with low rates of complications.

Conclusion

Both probes had a very low rate of visually significant complications when performed in a standardized method in accordance with surgical procedure and power settings recommended by Iridex; however, were associated with a high rate of single procedure failure due to uncontrolled IOP over the long term. The revised P3 probe was associated with a higher rate of failure. Patients experienced a reduction in IOP; however, a large proportion required additional treatment compared to the original MP3 probe.
目的 微脉冲经巩膜环形光凝术(MP-TSCPC)是一种青光眼手术,可将能量输送到睫状体,同时将副损伤降到最低。方法和设计基线回顾性队列研究从接受 MP-TSCPC 治疗的患者的术前和术后访视中获取基线特征、眼压(IOP)、降眼压药物次数和最佳矫正视力(BCVA)。术后第 1 个月后连续 2 次随访时出现眼压下降 21 mmHg、眼压比基线下降 20% 或眼压下降 5 mmHg、因青光眼再次手术或视力下降至无光感,即为失败。生存分析发现,使用改进型 P3 探头治疗的患者在最后一次就诊时的失败率为 75%,平均失败时间(MTTF)为 4.8 ± 0.7 个月,高于原始探头的 66%,平均失败时间(MTTF)为 6.1 ± 1.1 个月(P = 0.04)。所有失败原因都是由于眼压过高,67%的患者需要再次接受 MP-TSCPC 或切开手术治疗。在对失败数据进行审查之前,两种探头在所有时间点的眼压都比术前显著降低。BCVA无明显变化。结论:如果按照 Iridex 建议的手术流程和功率设置以标准化方法进行操作,两种探针的视觉并发症发生率都很低;但是,由于眼压长期不受控制,两种探针的单次手术失败率都很高。改进后的 P3 探头的失败率更高。患者的眼压有所降低,但与最初的 MP3 探头相比,很大一部分患者需要额外的治疗。
{"title":"Comparison of Iridex MP3 and P3 probes on long-term intraocular pressure control after MicroPulse Transscleral-Cyclophotocoagulation","authors":"Baltaj Sandhur ,&nbsp;Charles Zhang ,&nbsp;Yousef Yousef ,&nbsp;Sinan Ersan ,&nbsp;Andrew Schwartz ,&nbsp;Dmitriy Belous ,&nbsp;Mohit Jethi ,&nbsp;Sandra F Sieminski","doi":"10.1016/j.ajoint.2024.100076","DOIUrl":"10.1016/j.ajoint.2024.100076","url":null,"abstract":"<div><h3>Purpose</h3><div>Micropulse transscleral cyclophotocoagulation (MP-TSCPC) is a glaucoma procedure that delivers energy to the ciliary body with minimal collateral-damage. We aim to assess the long-term effectiveness of MP-TSCPC using the original MP3 and revised P3 probe.</div></div><div><h3>Methods and design</h3><div>Baseline Retrospective cohort study was performed to obtain baseline characteristics, intraocular pressure (IOP), number of IOP-lowering medications, and best-corrected visual acuity (BCVA) were obtained from pre- and post-operative visits of patients treated with MP-TSCPC. Failure was defined as IOP&gt;21 mmHg, reduced IOP&lt;20% below baseline, or IOP&lt;5 mmHg on 2 consecutive follow-up visits after post-operative month 1, reoperation for glaucoma, or loss of vision to no light perception.</div></div><div><h3>Results</h3><div>A total of 113 eyes were enrolled, 44 using the MP3 probe and 69 with the revised P3 probe. Survival analysis found a 75% failure rate in patients treated with the revised P3 probe by the final visit with a mean time to failure (MTTF) of 4.8 ± 0.7 months which was higher than the original probe at 66% failure rate with a MTTF of 6.1 ± 1.1 months (<em>p</em> = 0.04). All causes of failure were due to high IOP and 67% required repeat treatment with MP-TSCPC or incisional surgery. Prior to censure of data from failure, both probes had significant reduction in IOP compared to pre-operative IOP at all time points. No significant changes in BCVA were found. Both groups were associated with low rates of complications.</div></div><div><h3>Conclusion</h3><div>Both probes had a very low rate of visually significant complications when performed in a standardized method in accordance with surgical procedure and power settings recommended by Iridex; however, were associated with a high rate of single procedure failure due to uncontrolled IOP over the long term. The revised P3 probe was associated with a higher rate of failure. Patients experienced a reduction in IOP; however, a large proportion required additional treatment compared to the original MP3 probe.</div></div>","PeriodicalId":100071,"journal":{"name":"AJO International","volume":"1 4","pages":"Article 100076"},"PeriodicalIF":0.0,"publicationDate":"2024-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142535504","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}
引用次数: 0
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AJO International
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