Optos

OPTOS
  • 文章类型: Journal Article
    目标:2022年初,美国发生了荧光素短缺。为了满足需要超宽眼底荧光血管造影(UWFFA)的患者的护理标准,Cole眼科研究所(CEI)采用半剂量(250mg)荧光素钠(10%)而不是全剂量(500mg)的方案.在本文中,我们比较图像质量,临床效用,以及一组稳定患者的UWFFA中半剂量与全剂量荧光素的副作用。
    方法:回顾性图表回顾。
    如果接受半剂量和全剂量UWFFA(OptosCalifornia,邓弗姆林,英国)在CEI的6个月内。如果他们接受眼内注射,眼睛被排除在外,激光程序,新的免疫抑制,临床检查炎症恶化或改善。
    使用机器学习增强的自动分割平台对血管渗漏进行定量评估。在半剂量和全剂量图像之间比较了晚期UWFFA图像的泄漏。图像质量和相对血管渗漏的定性评估由2名蒙面独立评审员进行。记录每位患者施用荧光素后的副作用。
    方法:屏蔽渗漏分级和自动渗漏评分。
    结果:35例患者共52只眼,42(81%)葡萄胎,5(9%)糖尿病,和4个(8%)正常对照。患者视力无变化(LogMAR平均0.3±0.6),前房和玻璃体之间的UFFWA\'s。UWFFA图像被两位蒙面评论者认为质量和泄漏相等(78-87%的同意,卡帕0.642)。自动泄漏分析显示,半剂量图像的泄漏总体上略有增加(3.8%vs2.8%,p=0.01),在黄斑中(1.5%对0.6%,p=0.01)。副作用包括恶心(一半(n=3,9%)vs完全(n=2,6%),p=0.69)和荨麻疹(n=0,0%vsn=1,2%,p=0.99),剂量之间没有差异。
    结论:在这个队列中,半剂量UWFFA产生的图像质量相似,与全剂量相比,临床实用性和类似的副作用。半剂量UWFFA可用于准确评估视网膜脉管系统,并且可主要用作节省成本和防止浪费的方法。
    OBJECTIVE: In early 2022, a fluorescein shortage occurred in the United States. To meet the standard of care for patients who required ultrawidefield fundus fluorescein angiography (UWFFA), a regimen of half-dose (250 mg) sodium fluorescein (10%) was adopted instead of the full dose (500 mg) at the Cole Eye Institute (CEI). In this paper, we compare the image quality, clinical utility, and the side-effect profile of half-dose versus full-dose fluorescein in UWFFA for a cohort of stable patients.
    METHODS: Retrospective chart review.
    METHODS: Patients with retinal vascular disease were included if they received half-dose and full-dose UWFFA (Optos California) within 6 months at the CEI. Eyes were excluded if they received intraocular injections, laser procedures, new immunosuppression, and worsened or improved inflammation on clinical examination.
    METHODS: Quantitative assessment of vascular leakage was performed using a machine learning-enhanced automated segmentation platform. Leakage from late-phase UWFFA images was compared between half-dose and full-dose images. Qualitative assessment of image quality and relative vascular leakage was performed by 2 masked independent reviewers. Side effects after fluorescein administration were recorded for each patient.
    METHODS: Masked leakage grading and automated leakage scores.
    RESULTS: There were 52 eyes of 35 patients, 42 (81%) uveitic, 5 (9%) diabetic, and 4 (8%) normal controls. Patients had no change to their visual acuity (logarithm of the minimum angle of resolution mean, 0.3 ± 0.6), anterior chamber and vitreous cell between UFFWA\'s. UWFFA images were deemed of equal quality and leakage by both masked reviewers (78%-87% agreement; κ, 0.642). Automated leakage analysis showed mildly increased leakage in half-dose images overall (3.8% vs. 2.8%; P = 0.01) and in the macula (1.5% vs. 0.6%; P = 0.01). Side effects included nausea (half [n = 3, 9%] vs. full [n = 2, 6%]; P = 0.69) and urticaria (n = 0, 0% vs. n = 1, 2%; P = 0.99) and were not different between doses.
    CONCLUSIONS: In this cohort, half-dose UWFFA produced images that were of similar quality, clinical utility and with a similar side effect profile compared with full dose. Half-dose UWFFA can be used to accurately assess the retinal vasculature and could be used primarily as a method to save cost and prevent waste.
    BACKGROUND: Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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  • 文章类型: Journal Article
    背景:为了研究Optos成像对视力退化性肌脱视(VDM)的诊断敏感性。
    方法:本横断面研究共收集了345例VDM患者的420只眼。所有眼睛都被分类为有玻璃体后脱离(PVD)或没有PVD。评估了Optos成像对玻璃体漂浮物可见性的敏感性。在单变量和多变量逻辑回归分析中,分析了与Optos图像上玻璃体漂浮物可见性的相关因素。
    结果:所有患者的平均年龄为56.19±13.89岁,66.67%的患者为女性。在所有眼睛的超声B扫描上都可以看到玻璃体漂浮物,但仅在47.62%的Optos图像中(有PVD的眼睛为55.29%,无PVD的眼睛为15%)。在多元二元逻辑回归分析中,年龄(OR=1.094,95CI=1.063-1.125,P<0.001),球形当量(OR=0.869,95CI=0.791-0.955,P=0.004)和漂浮物与视网膜的距离(OR=1.191,95CI=1.059-1.339,P=0.003)与玻璃体漂浮物在Optos图像上的可见度显着相关。在Optos图像上,25.71%的VDM眼表现出额外的视网膜异常。
    结论:Optos成像对玻璃体漂浮物的敏感性较低,特别是没有PVD的眼睛。在Optos成像上,漂浮物在老年患者中更明显,近视较大的眼睛,和离视网膜更远的漂浮物。
    BACKGROUND: To investigate the diagnostic sensitivity of Optos imaging for vision degrading myodesopsia (VDM).
    METHODS: A total of 420 eyes from 345 patients with VDM were collected in this cross-sectional study. All eyes were classified as having posterior vitreous detachment (PVD) or not having PVD. The sensitivity of Optos imaging for the visibility of vitreous floaters was evaluated. The associated factors with the visibility of vitreous floaters on Optos images were analyzed in univariate and multivariate logistic regression analyses.
    RESULTS: The mean age of all patients was 56.19 ± 13.89 years old, and 66.67% of patients were female. The vitreous floaters were visible on the ultrasound B scan in all eyes, but only in 47.62% of Optos images (55.29% in eyes with PVD and 15% in eyes without PVD). In the multiple binary logistic regression analysis, age (OR = 1.094, 95%CI = 1.063-1.125, P < 0.001), spherical equivalent (OR = 0.869, 95%CI = 0.791-0.955, P = 0.004) and the distance of the floaters from the retina (OR = 1.191, 95%CI = 1.059-1.339, P = 0.003) were significantly correlated with the visibility of vitreous floaters on Optos images. On Optos images, 25.71% of VDM eyes presented additional retinal abnormalities.
    CONCLUSIONS: Optos imaging has a low sensitivity for vitreous floaters, particularly in eyes without PVD. On Optos imaging, floaters were more visible in older patients, eyes with greater myopia, and floaters that were further from the retina.
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  • 文章类型: Journal Article
    这项工作旨在评估基于新型扫描激光检眼镜的导航超宽场扫频光源光学相干断层扫描(UWFSS-OCT)成像系统的临床实用性和可行性。
    回顾,单中心,2019年9月至2020年10月期间使用UWFSS-OCT(改良OptosP200TxE,OptosPLC)作为常规视网膜护理的一部分。图像采集的物流,捕获的图像的可解释性,外周异常的性质,并记录管理决策中的临床效用.
    纳入72例患者的82只眼。患者年龄59.4±17.1岁(范围,8-87岁)。在成像过程中,在4.1分钟内获得4.4系列图像,在盲法图像审查中,86.4%的图像系列被认为是周围病理的诊断。最常见的病理发现是脉络膜视网膜疤痕(18眼)。在31只(38%)眼睛中,这些图像对于支持具有明确发现的临床决策具有重要意义.影像学诊断包括视网膜脱离合并视网膜裂孔,视网膜孔上覆玻璃体牵引和视网膜下液,玻璃体炎症覆盖周围疤痕,Coats病,镰状细胞视网膜病变的周边视网膜牵引。
    导航UWFSS-OCT成像在临床上是实用的,为所有眼睛的周边视网膜病变提供了高质量的表征。图像直接有助于管理计划,包括激光,注射或手术治疗,一组有临床意义的患者(38%)。未来的研究需要进一步评估这种成像模式的价值及其在诊断中的作用,监测,和治疗周围病变。
    UNASSIGNED: This work aims to evaluate the clinical utility and feasibility of a novel scanning laser ophthalmoscope-based navigated ultra-widefield swept-source optical coherence tomography (UWF SS-OCT) imaging system.
    UNASSIGNED: A retrospective, single-center, consecutive case series evaluated patients between September 2019 and October 2020 with UWF SS-OCT (modified Optos P200TxE, Optos PLC) as part of routine retinal care. The logistics of image acquisition, interpretability of images captured, nature of the peripheral abnormality, and clinical utility in management decisions were recorded.
    UNASSIGNED: Eighty-two eyes from 72 patients were included. Patients were aged 59.4 ± 17.1 years (range, 8-87 years). During imaging, 4.4 series of images were obtained in 4.1 minutes, with 86.4% of the image series deemed to be diagnostic of the peripheral pathology on blinded image review. The most common pathologic findings were chorioretinal scars (18 eyes). In 31 (38%) eyes, these images were meaningful in supporting clinical decision-making with definitive findings. Diagnoses imaged included retinal detachment combined with retinoschisis, retinal hole with overlying vitreous traction and subretinal fluid, vitreous inflammation overlying a peripheral scar, Coats disease, and peripheral retinal traction in sickle cell retinopathy.
    UNASSIGNED: Navigated UWF SS-OCT imaging was clinically practical and provided high-quality characterization of peripheral retinal lesions for all eyes. Images directly contributed to management plans, including laser, injection or surgical treatment, for a clinically meaningful set of patients (38%). Future studies are needed to further assess the value of this imaging modality and its role in diagnosing, monitoring, and treating peripheral lesions.
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  • 文章类型: Journal Article
    BACKGROUND: The aim was to assess the trends in optical coherence tomography angiography (OCTA) use compared with fluorescein angiography (FA).
    METHODS: A bilateral patient\'s exam on a single day was considered one examination. A total of 3680 and 700 OCTA examinations and 3387 and 439 FA examinations were performed between 2014 and 2018 in a university clinic and private practice, respectively. A regression analysis was completed.
    RESULTS: The use of OCTA procedures grew 17-fold from 2015 till 2018. In a university clinic, ultrawide-field FA accounted for 2% of all FA examinations performed in 2015, and its use increased to 68% in 2018 while the number of narrow-field FA examinations dropped from 617 in 2014 to 220 in 2018. This decrease inversely correlated with the rise of diabetic retinopathy cases diagnosed with FA (R= -0.86, p= 0.02). In private practice, the increase in the use of OCTA was a primary driver of the decline of the FA use from 127 in 2015 to 27 in 2018, while the number of OCTA examinations was 344 in 2018 (R= -0.99, p= 0.06).
    CONCLUSIONS: The results of the study indicate that OCTA is a valuable tool capable of replacing FA in some selected cases.
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  • 文章类型: Journal Article
    比较使用OptosP200DTx(OptosPLC)和ZeissClarus500(CarlZeissMeditecAG)超宽视场(UWF)眼底相机成像的视网膜像素和视网膜面积的相对数量。
    单中心回顾性横断面分析。
    46例患者的78只眼。
    用OptosP200DTx对眼睛进行成像,单捕获,蔡司·克拉鲁斯500,尽可能捕获蒙太奇,UWF眼底照相机。测量包含所有中心凹视网膜象限的相对像素数。用ZeissClarus500图像测量视网膜面积,这些图像与OptosP200DTx图像配准。要求患者和技术人员对机器之间的偏好。记录成像会话时间。
    由每个眼底照相机捕获的视网膜像素和视网膜面积的相对数量。
    与ZeissClarus500:510.4和355.6(P<0.001)相比,OptosP200DTx始终捕获更多的相对像素,在所有4个象限中具有相似的统计学显着趋势(每个象限P<0.001)。对于面积计算,78张图像中的70张实现了成功的配准。Optos捕获更大的总视网膜面积:765.6对566.5mm2(P<0.001),在所有4个象限中具有类似的统计学显著趋势。在70张注册和蒙太奇的蔡司·克拉鲁斯500张图像中的52张子集中,发现了类似的结果。对于外周病理特征,OptosP200DTx在28张图像中捕获了独特的发现,ZeissClarus500捕获了独特的发现1图像(P<0.001)。在48个成像会话中,技术人员首选OptosP200DTx进行28个(58%),蔡司·克拉鲁斯500进行20个(42%;P=0.15)。在有偏好反应的患者中,24个首选OptosP200DTx,20个首选蔡司·克拉鲁斯500(P=0.52)。平均成像时间为4.6分钟(标准偏差,3.0分钟)对于OptosP200DTx和5.2分钟(标准偏差,3.0分钟),适用于蔡司·克拉鲁斯500(P=0.17)。
    在目前的研究中,与ZeissClarus500相比,OptosP200DTx在所有4个象限中捕获了更多的统计学视网膜区域。在设备之间的患者或技术人员偏好或图像采集时间方面没有发现统计学上的显着差异。
    To compare the relative number of retinal pixels and retinal area imaged using the Optos P200DTx (Optos PLC) and Zeiss Clarus 500 (Carl Zeiss Meditec AG) ultra-widefield (UWF) fundus cameras.
    Single-center retrospective cross-sectional analysis.
    Seventy-eight eyes of 46 patients.
    Eyes were imaged with Optos P200DTx, single-capture, and Zeiss Clarus 500, 2 capture montages when possible, UWF fundus cameras. Relative number of pixels encompassing all foveal-centered retinal quadrants were measured. Retinal area was measured with Zeiss Clarus 500 images that were registered to the Optos P200DTx images. Patients and technicians were asked for preferences between the machines. Imaging session times were recorded.
    Relative number of retinal pixels and retina area captured by each fundus camera.
    Optos P200DTx consistently captured more relative pixels compared with Zeiss Clarus 500: 510.4 versus 355.6 (P < 0.001) in total with a similarly statistically significant trend in all 4 quadrants (P < 0.001 for each). For area calculation, 70 of the 78 images achieved successful registration. Optos captured a larger total retinal area: 765.6 versus 566.5 mm2 (P < 0.001) with a similarly statistically significant trend in all 4 quadrants. In the subset of 52 of 70 registered and montaged Zeiss Clarus 500 images, similar results were found. For peripheral pathologic features, Optos P200DTx captured unique findings in 28 images, and Zeiss Clarus 500 captured unique findings 1 image (P < 0.001). Among the 48 imaging sessions in which technicians preferred Optos P200DTx for 28 sessions (58%) and Zeiss Clarus 500 for 20 (42%; P = 0.15). Among patients who responded with a preference, 24 preferred Optos P200DTx and 20 preferred Zeiss Clarus 500 (P = 0.52). Average imaging session time was 4.6 minutes (standard deviation, 3.0 minutes) for Optos P200DTx and 5.2 minutes (standard deviation, 3.0 minutes) for Zeiss Clarus 500 (P = 0.17).
    In the current study, the Optos P200DTx captured statistically significantly more retinal area in all 4 quadrants compared with the Zeiss Clarus 500. No statistically significant difference was found in patient or technician preference or image acquisition time between devices.
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  • 文章类型: Journal Article
    Purpose: To describe and quantify the benefit of ultra-widefield imaging in cases of Eales\' disease during primary and follow-up visits. Methods: This was a retrospective cross-sectional observational study screening case records of Eales\' disease patients. Disease activity of each patient visit was assessed on clinical examination with indirect-ophthalmoscopy, ultra-widefield images (Optos) and widefield fluorescein angiography (FA) images. Clinical examination and Optos findings were compared with FA.The outcome measure was whether Optos and FA imaging helped in detecting disease activity better than clinical examination. Results: In total, 57 visits of 32 Eales\'disease patients were analyzed. Disease activity was detected in 10/57 (17.5%) patient visits on clinical examination and in 20/57 (35%) patient visits on Optos. FA detected 29/57 (50.9%) patient visits as active vasculitis. Patient visits detected to have active vasculitis were significantly more with Optos and FA as compared to clinical examination (p = .017&0.0001, respectively). Widefield FA detected significantly more number of active vasculitis as compared to Optos (p = .043). Conclusion: Ultra-widefield imaging is a very helpful tool in the management of a patient with Eales\'disease.
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  • 文章类型: Journal Article
    BACKGROUND: Optic nerve hypoplasia (ONH), one of the most common causes of pediatric blindness in developed countries, has been difficult to directly quantify. We sought to measure optic nerve size in Alaskan pediatric patients with optic nerve hypoplasia using ultra-widefield fundus imaging.
    METHODS: Adult and pediatric patients underwent conventional ultra widefield fundus imaging (OPTOS, Dunfermline, Scotland) with manual image processing to determine optic nerve size validated against refractive error and nystagmus and compared to optical spectral domain tomography. De-identified cases were then compared relative to visual acuity and birth prevalence.
    RESULTS: In Alaska\'s only pediatric ophthalmology outreach clinic, 108 cases of ONH less than 20 years old were clinically identified with 80 having ultra-widefield analysis. Median horizontal optic nerve diameter for 135 normals was 1.70 (95% C.I. 1.49, 2.14) whereas in patients clinically diagnosed with optic nerve hypoplasia was 1.23 (95% C.I 0.38, 1.45). Visual acuity (20/y) was related to horizontal optic nerve diameter (x) by y = 187 x-4.1. Horizontal nerve diameter h could be estimated from vertical nerve diameter v by h = 0.73v + 0.3 even in nystagmus patients. From 108 with ONH, 6 had threshold retinopathy of prematurity, 12 profound nystagmus, 32 legally blind, 6 with septo-optic dysplasia, and 5 with fetal alcohol syndrome. ONH is very prevalent in Alaska occurring at least 8-10 per 10,000 births.
    CONCLUSIONS: Compared to vertical diameter, horizontal diameter was more distinctive of optic nerve hypoplasia and more perturbed by nystagmus. Both were independent of refractive error. When hand-held, spectral domain OCT is not convenient, ultra-widefield fundus analysis is recommended for direct estimation of optic nerve size in children and adults. Optic nerve hypoplasia is prevalent in Alaskan children.
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  • 文章类型: Journal Article
    宽场成像在眼部肿瘤学诊所中起着越来越重要的作用。这篇综述的目的是描述常用的广场成像设备,并回顾在眼部肿瘤诊所中看到的作为多模态评估的一部分进行了广场成像的条件。
    广角成像被定义为大于50°的视场。现代设备可以远远超出这个报告视野高达267°,当利用蒙太奇特征时,越来越令人印象深刻的决议。广角成像方式包括眼底摄影,荧光素血管造影(FA),眼底自发荧光(FAF),吲哚菁血管造影(ICG),谱域光学相干层析成像(SD-OCT),以及最近的广域OCT血管造影(OCTA)。这些成像模式在实践中越来越普遍。宽视场系统包括激光,光学,和基于镜片的系统,其是接触或非接触镜片系统,每个系统都具有其自身的优点和缺点。这篇综述的目的是讨论视网膜和脉络膜肿瘤的常用宽视场成像方式,并证明在某些眼部肿瘤病例中使用各种宽视场成像方式。
    临床检查仍然是评估脉络膜和视网膜肿瘤的金标准。宽视场成像在眼部肿瘤学的初步文献中起着重要作用,手术计划,确定肿瘤与相邻眼结构的关系,治疗后肿瘤大小,并监测复发。
    UNASSIGNED: Wide-field imaging plays an increasingly important role in ocular oncology clinics. The purpose of this review is to describe the commonly used wide-field imaging devices and review conditions seen in ocular oncology clinic that underwent wide-field imaging as part of the multimodal evaluation.
    UNASSIGNED: Wide-field or wide-angle imaging is defined as greater than 50° field of view. Modern devices can reach far beyond this reporting fields of view up to 267°, when utilizing montage features, with increasingly impressive resolution. Wide-field imaging modalities include fundus photography, fluorescein angiography (FA), fundus autofluorescence (FAF), indocyanine angiography (ICG), spectral domain optical coherence tomography (SD-OCT), and recently wide-field OCT Angiography (OCTA). These imaging modalities are increasingly prevalent in practice. The wide-field systems include laser, optical, and lens based systems that are contact or non-contact lens systems each with its own benefits and drawbacks. The purpose of this review is to discuss commonly used wide-field imaging modalities for retinal and choroidal tumors and demonstrate the use of various widefield imaging modalities in select ocular oncology cases.
    UNASSIGNED: Clinical examination remains the gold standard for the evaluation of choroidal and retinal tumors. Wide-field imaging plays an important role in ocular oncology for initial documentation, surgical planning, determining the relationship of the tumor to adjacent ocular structures, following tumor size after treatment, and monitoring for recurrence.
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  • 文章类型: Journal Article
    遗传性视网膜变性(IRD)是指导致感光细胞死亡和随后视力丧失的一组异质性进行性疾病。这些疾病通常会影响周边视网膜,直到最近,客观评估一直很困难。眼底自发荧光(FAF)是一种非侵入性视网膜成像技术,其描绘了内在荧光团在视网膜中的分布。视网膜自发荧光的主要来源是脂褐素,它包含在视网膜色素上皮(RPE)中。脂褐素的过度积累和可归因于感光体色素损失的窗口缺陷导致增加的FAF,而RPE的损失导致减少的FAF。在IRD过程中可以看到这些变化。
    虽然传统模式的视角有限,最近的技术进步,被称为宽视场和超宽视场FAF成像,已经实现了远周边视网膜的可视化。尽管该技术在IRD患者中的临床应用仍处于起步阶段,一些研究已经表明了它的有用性。例如,FAF降低的区域与色素性视网膜炎(RP)或锥杆营养不良的视野缺损密切相关。异常的FAF模式可能有助于IRD和相关疾病的诊断。此外,X连锁RP的女性携带者和女性脉络膜血症表现出特征性外观。相反,尽管存在严重的视网膜变性,但不存在异常FAF有助于区分癌症相关视网膜病变。
    本文回顾了FAF的原理,宽场成像,以及特定疾病的发现。宽视场成像,特别是宽视场FAF,将为特征提供进一步的信息,预后,和IRD的发病机制。
    UNASSIGNED: Inherited retinal degeneration (IRD) refers to a heterogenous group of progressive diseases that cause death of photoreceptor cells and subsequent vision loss. These diseases often affect the peripheral retina, objective evaluation of which has been difficult until recently. Fundus autofluorescence (FAF) is a non-invasive retinal imaging technique that depicts the distribution of intrinsic fluorophores in the retina. The primary source of retinal autofluorescence is lipofuscin, which is contained in the retinal pigment epithelium (RPE). Excessive accumulation of lipofuscin and a window defect attributable to loss of photoreceptor pigment result in increased FAF whereas loss of the RPE results in decreased FAF. These changes can be seen during the course of IRD.
    UNASSIGNED: While conventional modalities are limited in their angle of view, recent technologic advances, known as wide-field and ultra-widefield FAF imaging, have enabled visualization of the far peripheral retina. Although clinical application of this technique in patients with IRD is still in its infancy, some studies have already indicated its usefulness. For example, an area with decreased FAF correlates well with a visual field defect in an eye with retinitis pigmentosa (RP) or cone-rod dystrophy. An abnormal FAF pattern may help in the diagnosis of IRD and associated diseases. In addition, female carriers of X-linked RP and female choroideremia show characteristic appearance. Conversely, absence of abnormal FAF despite severe retinal degeneration helps differentiation of cancer-associated retinopathy.
    UNASSIGNED: This paper reviews the principles of FAF, wide-field imaging, and findings in specific diseases. Wide-field imaging, particularly wide-field FAF, will provide further information for the characteristics, prognosis, and pathogenesis of IRD.
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  • 文章类型: Journal Article
    我们旨在研究使用深度学习的超宽视野眼底图像(Optos)对特发性黄斑裂孔(MHs)的检测,这是一种机器学习技术。该研究包括910个Optos彩色图像(715个正常图像,195MH图像)。在这910张照片中,637个学习图像(501个正常图像,136MH图像)和273是测试图像(214个正常图像和59个MH图像)。我们使用图像进行了深度卷积神经网络(CNN)的训练,并构建了深度学习模型。CNN表现出100%的高灵敏度(95%置信区间CI[93.5-100%])和99.5%的高特异性(95%CI[97.1-99.9%])。曲线下面积为0.9993(95%CI[0.9993-0.9994])。我们的研究结果表明,可以使用涉及广角相机图像和深度学习的方法来诊断MHs。
    We aimed to investigate the detection of idiopathic macular holes (MHs) using ultra-wide-field fundus images (Optos) with deep learning, which is a machine learning technology. The study included 910 Optos color images (715 normal images, 195 MH images). Of these 910 images, 637 were learning images (501 normal images, 136 MH images) and 273 were test images (214 normal images and 59 MH images). We conducted training with a deep convolutional neural network (CNN) using the images and constructed a deep-learning model. The CNN exhibited high sensitivity of 100% (95% confidence interval CI [93.5-100%]) and high specificity of 99.5% (95% CI [97.1-99.9%]). The area under the curve was 0.9993 (95% CI [0.9993-0.9994]). Our findings suggest that MHs could be diagnosed using an approach involving wide angle camera images and deep learning.
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