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Predicting macular hole surgery outcomes: Integrating preoperative OCT features with supervised machine learning statistical models. 预测黄斑孔手术结果:将术前OCT特征与监督机器学习统计模型相结合。
IF 2.1 4区 医学 Q2 OPHTHALMOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-24 DOI: 10.4103/IJO.IJO_1895_24
Ramesh Venkatesh, Priyanka Gandhi, Ayushi Choudhary, Gaurang Sehgal, Kanika Godani, Shubham Darade, Rupal Kathare, Prathiba Hande, Vishma Prabhu, Jay Chhablani

Purpose: To evaluate various supervised machine learning (ML) statistical models to predict anatomical outcomes after macular hole (MH) surgery using preoperative optical coherence tomography (OCT) features.

Methods: This retrospective study analyzed OCT data from idiopathic MH eyes at baseline and at 1-month post-surgery. The dataset was split 80:20 between training and testing. XLSTAT® statistical software (Lumivero, USA) was used to train different ML models on 10°CT parameters: prefoveal posterior cortical vitreous status, epiretinal membrane, intraretinal cysts, foveal retinal pigment epithelium hyperreflectivity, MH basal diameter, MH area (MHA), hole-forming factor, MH index, tractional hole index, and diameter hole index. The most effective statistical model was identified and was further assessed for accuracy, sensitivity, and specificity on a separate testing dataset.

Results: Six ML statistical models were trained on 33,260°CT data points from 3326°CT images of 308 operated MH (300 patients) eyes. Following training and internal validation, the random forest (RF) model achieved the highest accuracy (0.92), precision (0.94), recall (0.97), and F-score (0.96), and lowest misclassification rate. RF model identified the MHA index as the best predictor of post-surgical anatomical success. Following external testing, the RF model confirmed the highest accuracy and lowest misclassification rate (8.8%).

Conclusion: ML-based statistical models can be used to predict MH status after surgery. The RF model was the most accurate ML model, and the MHA index was the best predictor of postoperative hole closure after surgery based on preoperative OCT parameters. These predictions may help with future surgical planning for MH patients.

目的:评估各种监督机器学习(ML)统计模型,利用术前光学相干断层扫描(OCT)特征预测黄斑孔(MH)手术后的解剖结果。方法:本回顾性研究分析了特发性MH眼在基线和术后1个月的OCT数据。数据集在训练和测试之间的比例为80:20。采用XLSTAT®统计软件(Lumivero, USA)对不同ML模型进行10°CT参数训练:中央凹前后皮质玻璃体状态、视网膜前膜、视网膜内囊肿、中央凹视网膜色素上皮高反射率、MH基底直径、MH面积(MHA)、孔形成因子、MH指数、诱导孔指数、直径孔指数。确定了最有效的统计模型,并在单独的测试数据集上进一步评估其准确性、敏感性和特异性。结果:308例(300例)MH手术眼3326°CT图像的33260°CT数据点上训练了6个ML统计模型。经过训练和内部验证,随机森林(RF)模型达到了最高的正确率(0.92)、精密度(0.94)、召回率(0.97)和f分数(0.96),以及最低的误分类率。RF模型确定MHA指数是术后解剖成功的最佳预测指标。经过外部测试,RF模型的准确率最高,误分类率最低(8.8%)。结论:基于ml的统计模型可用于预测术后MH状态。RF模型是最准确的ML模型,MHA指数是基于术前OCT参数的术后孔闭合的最佳预测指标。这些预测可能有助于MH患者未来的手术计划。
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引用次数: 0
Variations in clinical manifestations of post-fever retinitis during the COVID-19 pandemic. 新冠肺炎大流行期间发热后视网膜炎临床表现的变化
IF 2.1 4区 医学 Q2 OPHTHALMOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-24 DOI: 10.4103/IJO.IJO_1702_24
Alok Sen, Pranav Saluja, Amruta More, Sachin B Shetty, Priyansha Multani
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引用次数: 0
Red-free visualization enhances ease of laser therapy for retinopathy of prematurity. 无红色可视化提高了早产儿视网膜病变激光治疗的便利性。
IF 2.1 4区 医学 Q2 OPHTHALMOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-24 DOI: 10.4103/IJO.IJO_2108_24
Shakha, Parijat Chandra
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引用次数: 0
Reflections - For today leads into tomorrow. 反思——因为今天通向明天。
IF 2.1 4区 医学 Q2 OPHTHALMOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-23 DOI: 10.4103/IJO.IJO_3040_24
Murugesan Vanathi
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引用次数: 0
Erratum: Bedside bilateral sequential intravitreal anti-VEGF injections for retinopathy of prematurity. 勘误:床旁双侧序贯玻璃体内抗血管内皮生长因子注射治疗早产儿视网膜病变。
IF 2.1 4区 医学 Q2 OPHTHALMOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-24 DOI: 10.4103/IJO.IJO_2278_24
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引用次数: 0
Gut and intraocular fluid dysbiosis in people with type 2 diabetes-related retinopathy in India: A case for further research. 印度 2 型糖尿病相关视网膜病变患者的肠道和眼内液菌群失调:需要进一步研究。
IF 2.1 4区 医学 Q2 OPHTHALMOLOGY Pub Date : 2025-01-01 Epub Date: 2024-10-25 DOI: 10.4103/IJO.IJO_966_24
Taraprasad Das, Brijesh Takkar, Shalem R Padakandala, Sisinthy Shivaji

Purpose: To explore the relationship between gut microbiome, gut mycobiome, and intraocular (aqueous humor) microbiome dysbiosis in people with type 2 diabetes (T2DM) and diabetic retinopathy (DR).

Design: Multiple case-control studies.

Methods: We evaluated three groups of people: healthy controls (HC), people with T2DM without retinopathy, and those with DR. The study samples included fecal matter (30-50 g) and aqueous humor (0.05-0.1 mL). After amplicon sequencing, we analyzed microbiome profiles (V3-V4 region of bacterial 16S rRNA gene) and mycobiome (ITS2 region of fungal rRNA gene). The main outcome measures were relative abundance, α and β diversity, and dysbiotic bacteria and fungi, analyzed based on the inferred functions of the taxa.

Results: We recruited 82 people for gut microbiome (30 HC, 24 DM, and 28 DR); 75 people for gut mycobiome (30 HC, 21 DM, and 24 DR); and 12 people for aqueous humor microbiome (4 each HC, DM, and DR) studies. Generally, there was an increased abundance of pro-inflammatory and pathogenic microorganisms and a decreased abundance of anti-inflammatory and probiotic microorganisms. The differences were higher between HC and DM/DR than between DM and DR. In aqueous humor, there was a wider separation in microbiome profiles of people with DR than their gut microbiome.

Conclusion: The gut and aqueous humor microbiota of people with diabetes and DR may differ from those without diabetes. Given these unique observations in individuals living in one region of India, further research involving people from different regions is required to identify indices for possible regional or global use.

目的:探讨2型糖尿病(T2DM)和糖尿病视网膜病变(DR)患者的肠道微生物组、肠道真菌生物组和眼内(眼房)微生物组菌群失调之间的关系:设计:多项病例对照研究:我们评估了三组人群:健康对照组(HC)、无视网膜病变的 T2DM 患者和 DR 患者。研究样本包括粪便(30-50 克)和房水(0.05-0.1 毫升)。扩增子测序后,我们分析了微生物组图谱(细菌 16S rRNA 基因 V3-V4 区域)和真菌生物组(真菌 rRNA 基因 ITS2 区域)。主要结果指标是相对丰度、α和β多样性以及菌群失调细菌和真菌,根据类群的推断功能进行分析:我们招募了 82 人进行肠道微生物组研究(30 名 HC、24 名 DM 和 28 名 DR);75 人进行肠道微生物组研究(30 名 HC、21 名 DM 和 24 名 DR);12 人进行眼液微生物组研究(HC、DM 和 DR 各 4 人)。一般来说,促炎和致病微生物的数量增加,而抗炎和益生微生物的数量减少。HC和DM/DR之间的差异高于DM和DR之间的差异。与肠道微生物组相比,DR 患者的眼房水微生物组差异更大:结论:糖尿病和风湿性关节炎患者的肠道和眼液微生物群可能不同于非糖尿病患者。鉴于在印度一个地区生活的人身上观察到的这些独特现象,需要对不同地区的人进行进一步研究,以确定可能用于地区或全球的指数。
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引用次数: 0
The association of cytokine levels and postnatal factors with retinopathy of prematurity. 细胞因子水平和产后因素与早产儿视网膜病变的关系。
IF 2.1 4区 医学 Q2 OPHTHALMOLOGY Pub Date : 2025-01-01 Epub Date: 2024-10-25 DOI: 10.4103/IJO.IJO_515_24
Syatirah Abu Yazib, May May Choo, Nurliza Khaliddin, Christine Py Ong, Yao Mun Choo, Azanna Ahmad Kamar, Gopal G Lingam, Tengku A Kamalden

Purpose: Prematurity has been known to trigger several cellular pathways, leading to the clinical occurrence of retinopathy of prematurity (ROP). This study compared the levels of a panel of serum cytokines in premature infants with and without ROP.

Methods: This is a prospective observational study. Premature infants at 36-38 weeks' gestational age were recruited, their clinical data recorded, and serum samples collected and assayed for 18 cytokines. Based on follow-up examinations, patients were divided into two groups: No ROP and ROP. The ROP group was further divided into two subgroups: non-vision-threatening ROP (non-VTROP), and vision-threatening ROP (VTROP).

Results: On univariate analysis, among the clinical parameters, gestation age, birth weight, duration of invasive ventilation, and duration of stay in neonatal intensive care unit (NICU) were found to be significant. The univariate analysis also showed an association between raised levels of VEGF-D and IL-8 in the VTROP group. Multiple logistic regression indicated that gestation age was a significant risk factor across all subgroups. Additionally, VEGF-D levels were found to be significantly associated with VTROP.

Conclusion: Higher VEGF-D levels are associated with an increased risk of severe ROP that requires treatment and could potentially be used as a biomarker.

目的:众所周知,早产会引发多种细胞通路,导致早产儿视网膜病变(ROP)的临床发生。本研究比较了患有和未患有早产儿视网膜病变的早产儿的血清细胞因子水平:这是一项前瞻性观察研究。研究招募了胎龄在 36-38 周的早产儿,记录了他们的临床数据,并采集了血清样本,对 18 种细胞因子进行了检测。根据随访检查结果,将患者分为两组:无早产儿视网膜病变组和早产儿视网膜病变组。视网膜病变组又分为两个亚组:无视力威胁的视网膜病变(non-VTROP)和视力威胁的视网膜病变(VTROP):单变量分析发现,在临床参数中,孕龄、出生体重、有创通气时间和新生儿重症监护室(NICU)住院时间具有显著性。单变量分析还显示,VTROP 组 VEGF-D 和 IL-8 水平升高之间存在关联。多元逻辑回归表明,在所有分组中,妊娠年龄都是一个重要的风险因素。此外,VEGF-D 水平与 VTROP 有显著相关性:结论:较高的 VEGF-D 水平与需要治疗的严重 ROP 风险增加有关,有可能被用作生物标志物。
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引用次数: 0
Refractory acute retinal necrosis presenting as peripapillary choroiditis - A diagnostic and therapeutic challenge. 表现为毛细血管周围脉络膜炎的难治性急性视网膜坏死--诊断和治疗难题。
IF 2.1 4区 医学 Q2 OPHTHALMOLOGY Pub Date : 2025-01-01 Epub Date: 2024-08-14 DOI: 10.4103/IJO.IJO_894_24
Ankush Kawali, Sai Bhakti Mishra, Padmamalini Mahendradas, Rohit Shetty

This report describes a challenging case of refractory acute retinal necrosis (ARN) with peripapillary choroiditis as the initial presenting sign. Imaging studies confirmed multifocal choroidal lesions and noted the novel sign of vertical hyper-reflective strips (VHRS) in the outer nuclear layer. Initial treatment with acyclovir and valacyclovir failed, and involvement of the other eye suggested a resistant variant of varicella zoster virus. High-dose oral famciclovir therapy resulted in rapid resolution of ARN in both eyes. This case highlights the rare occurrence of choroiditis, the novel finding of VHRS, and the potential utility of high-dose oral famciclovir in treating refractory ARN.

摘要:本报告描述了一个具有挑战性的难治性急性视网膜坏死(ARN)病例,其最初表现为毛细血管周围脉络膜炎。影像学检查证实了多灶性脉络膜病变,并注意到核外层出现了垂直高反射条纹(VHRS)这一新奇征象。阿昔洛韦和伐昔洛韦的初始治疗失败,另一只眼睛受累表明水痘带状疱疹病毒有耐药性。大剂量口服泛昔洛韦治疗后,双眼的 ARN 迅速消退。本病例强调了脉络膜炎的罕见性、VHRS的新发现以及大剂量口服泛昔洛韦治疗难治性ARN的潜在作用。
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引用次数: 0
Corneal densitometry changes post-CXL for keratoconus: Comparative evaluation of epithelium-off, contact lens-assisted, and transepithelial techniques. 角膜塑形镜(CXL)治疗角膜炎后角膜密度的变化:上皮脱落、隐形眼镜辅助和经上皮技术的比较评估。
IF 2.1 4区 医学 Q2 OPHTHALMOLOGY Pub Date : 2025-01-01 Epub Date: 2024-09-10 DOI: 10.4103/IJO.IJO_485_24
Barkha Gupta, Chintan Malhotra, Supriya Dhar, Khushdeep Abhyapal, Arun K Jain, Amit Gupta

Purpose: To evaluate changes in corneal backscattering after collagen cross-linking (CXL) for progressive keratoconus and compare its course with different techniques - standard epithelium-off CXL (SCXL), contact lens-assisted CXL (CACXL), and transepithelial CXL (TECXL).

Setting: Advanced Eye Center, Post Graduate Institute of Medical Education and Research, Chandigarh, India.

Design: Retrospective comparative study.

Methods: Ninety-four eyes (SCXL: 47, CACXL: 30, and TECXL: 17) were compared. Corneal haze was quantified using Scheimpflug tomography, pre- and post-CXL at 1, 3, 6, and 12 months.

Results: The baseline mean density score of the central anterior stromal layer was 16.14 ± 7.07, 15.85 ± 7.89 and 15.89 ± 7.21 in SCXL, CACXL, and TECXL groups, respectively ( P 0.93). After SCXL, the score increased to 28.83 and 31.34 at 1 and 3 months, respectively (both P < 0.001) and dropped at 6 months (28.66, P < 0.001) and 12 months (23.72, P 0.003). Post-CACXL, the mean densitometry peaked at 3 months (20.35, P 0.14) and returned toward baseline at 6 months (18.82, P 0.15). After TECXL, it increased slightly at 1 month (18.47, P 0.17), decreased at 3 months (14.88, P 0.7), and plateaued over 1 year. No correlation with visual acuity was seen.

Conclusion: Corneal haze increased significantly after SCXL, peaking at 3 months, declining over 6-12 months, and returning to baseline at 12 months. In contrast, post-TECXL and -CACXL, there was an insignificant increase in anterior corneal haze, which returned to baseline within 3-6 months.

目的:评估胶原交联(CXL)治疗渐进性角膜炎后角膜反向散射的变化,并比较不同技术--标准上皮脱落CXL(SCXL)、隐形眼镜辅助CXL(CACXL)和经上皮CXL(TECXL)--的治疗过程:地点:印度昌迪加尔医学教育与研究研究生院高级眼科中心:设计:回顾性比较研究:比较了 94 只眼睛(SCXL:47 只,CACXL:30 只,TECXL:17 只)。使用 Scheimpflug 层析成像对角膜混浊进行量化,分别在角膜塑形术前和术后 1、3、6 和 12 个月进行量化:结果:SCXL 组、CACXL 组和 TECXL 组中央前基质层的基线平均密度评分分别为 16.14 ± 7.07、15.85 ± 7.89 和 15.89 ± 7.21(P 0.93)。SCXL 后,1 个月和 3 个月的评分分别升至 28.83 和 31.34(P 均<0.001),6 个月(28.66,P<0.001)和 12 个月(23.72,P 0.003)时评分下降。CACXL 后,平均密度测量值在 3 个月时达到峰值(20.35,P 0.14),在 6 个月时恢复到基线(18.82,P 0.15)。TECXL 后,1 个月时密度略有上升(18.47,P 0.17),3 个月时下降(14.88,P 0.7),1 年后趋于稳定。结论:结论:SCXL 后角膜混浊度明显增加,3 个月时达到高峰,6-12 个月时有所下降,12 个月时恢复到基线。相比之下,TECXL 和 -CACXL 术后角膜前混浊度增加不明显,但在 3-6 个月内又恢复到基线水平。
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引用次数: 0
12-month outcomes of ziv-aflibercept for neovascular age-related macular degeneration in eyes previously treated with aflibercept. zivv - afliberept治疗眼部新生血管性老年性黄斑变性的12个月疗效
IF 2.1 4区 医学 Q2 OPHTHALMOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-24 DOI: 10.4103/IJO.IJO_627_24
Wajiha J Kheir, Mahdi Hassoun, Rola N Hamam, Ziad Fayez Bashshur

Purpose: To investigate the 12-month outcomes of ziv-aflibercept for neovascular age-related macular degeneration (nAMD) in eyes previously treated with aflibercept.

Methods: Retrospective chart review of patients with nAMD previously treated with aflibercept for at least 12 months and subsequently transitioned to ziv-aflibercept between January 1, 2019, and December 31, 2022, for a period of at least 12 months. Participants were identified, and their clinical and imaging information was extracted from our electronic health records system. Data on best corrected visual acuity (BCVA), intraocular pressure, injection intervals, central retinal thickness (CRT), volume cube presence of subretinal fluid (SRF), and intraretinal fluid (IRF) were obtained. Main outcome measures included changes in BCVA, injection intervals, CRT, SRF, and IRF before and after 12 months of ziv-aflibercept treatment.

Results: Fifty-four eyes of 44 patients were included in the study. After 12 months of ziv-aflibercept treatment, BCVA decreased by 0.84 ETDRS letters (P = 0.424) compared to BCVA at the last visit prior to conversion from aflibercept. Injection intervals decreased by 1.18 weeks (P = 0.489). CRT significantly decreased by 15.66 µm (P = 0.005). SRF was present initially in 31.5% of eyes and decreased to 22.2% (P = 0.125). IRF was present initially in 42.6% of eyes and decreased to 35.2% (P = 0.219).

Conclusion: Ziv-aflibercept demonstrated effectiveness in maintaining treatment outcomes in nAMD eyes previously treated with aflibercept. The treatment was well-tolerated with no reported adverse events. Ziv-aflibercept may be a cost-effective alternative and a potential solution to the financial burden associated with conventional anti-VEGF agents.

目的:研究zivv - afliberept治疗以前用过afliberept治疗的眼部新生血管性年龄相关性黄斑变性(nAMD)的12个月疗效。方法:回顾性回顾2019年1月1日至2022年12月31日期间,既往使用阿非利西普治疗至少12个月,随后改用ziv-阿非利西普治疗至少12个月的nAMD患者的图表。确定参与者的身份,并从我们的电子健康记录系统中提取他们的临床和影像学信息。获得最佳矫正视力(BCVA)、眼压、注射间隔、视网膜中央厚度(CRT)、视网膜下液(SRF)和视网膜内液(IRF)体积立方存在的数据。主要结局指标包括在ziv- afliberept治疗12个月前后BCVA、注射间隔、CRT、SRF和IRF的变化。结果:44例患者54只眼纳入研究。ziv-aflibercept治疗12个月后,BCVA与转换aflibercept前最后一次就诊时的BCVA相比下降了0.84个ETDRS字母(P = 0.424)。注射间隔缩短1.18周(P = 0.489)。CRT显著降低15.66µm (P = 0.005)。SRF最初出现在31.5%的眼睛,下降到22.2% (P = 0.125)。IRF最初出现在42.6%的眼睛中,后来下降到35.2% (P = 0.219)。结论:Ziv-aflibercept在维持先前用aflibercept治疗的nAMD眼的治疗效果方面显示出有效性。治疗耐受性良好,无不良事件报告。Ziv-aflibercept可能是一种具有成本效益的替代方案,并可能解决与传统抗vegf药物相关的经济负担。
{"title":"12-month outcomes of ziv-aflibercept for neovascular age-related macular degeneration in eyes previously treated with aflibercept.","authors":"Wajiha J Kheir, Mahdi Hassoun, Rola N Hamam, Ziad Fayez Bashshur","doi":"10.4103/IJO.IJO_627_24","DOIUrl":"https://doi.org/10.4103/IJO.IJO_627_24","url":null,"abstract":"<p><strong>Purpose: </strong>To investigate the 12-month outcomes of ziv-aflibercept for neovascular age-related macular degeneration (nAMD) in eyes previously treated with aflibercept.</p><p><strong>Methods: </strong>Retrospective chart review of patients with nAMD previously treated with aflibercept for at least 12 months and subsequently transitioned to ziv-aflibercept between January 1, 2019, and December 31, 2022, for a period of at least 12 months. Participants were identified, and their clinical and imaging information was extracted from our electronic health records system. Data on best corrected visual acuity (BCVA), intraocular pressure, injection intervals, central retinal thickness (CRT), volume cube presence of subretinal fluid (SRF), and intraretinal fluid (IRF) were obtained. Main outcome measures included changes in BCVA, injection intervals, CRT, SRF, and IRF before and after 12 months of ziv-aflibercept treatment.</p><p><strong>Results: </strong>Fifty-four eyes of 44 patients were included in the study. After 12 months of ziv-aflibercept treatment, BCVA decreased by 0.84 ETDRS letters (P = 0.424) compared to BCVA at the last visit prior to conversion from aflibercept. Injection intervals decreased by 1.18 weeks (P = 0.489). CRT significantly decreased by 15.66 µm (P = 0.005). SRF was present initially in 31.5% of eyes and decreased to 22.2% (P = 0.125). IRF was present initially in 42.6% of eyes and decreased to 35.2% (P = 0.219).</p><p><strong>Conclusion: </strong>Ziv-aflibercept demonstrated effectiveness in maintaining treatment outcomes in nAMD eyes previously treated with aflibercept. The treatment was well-tolerated with no reported adverse events. Ziv-aflibercept may be a cost-effective alternative and a potential solution to the financial burden associated with conventional anti-VEGF agents.</p>","PeriodicalId":13329,"journal":{"name":"Indian Journal of Ophthalmology","volume":"73 Suppl 1","pages":"S78-S82"},"PeriodicalIF":2.1,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142894222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","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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Indian Journal of Ophthalmology
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