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Novel Image-Based Analysis for Reduction of Clinician-Dependent Variability in Measurement of the Corneal Ulcer Size

机译:基于图像的基于图像的分析,降低临床依赖性变异性的角膜溃疡尺寸的测量

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Purpose: To assess variability in corneal ulcer measurements between ophthalmologists and reduce clinician-dependent variability using semiautomated segmentation of the ulcer from photographs.Methods: Three ophthalmologists measured 50 patients' eyes for epithelial defects (EDs) and the stromal infiltrate (SI) size using slit-lamp (SL) calipers. SL photographs were obtained. An algorithm was developed for semiautomatic segmenting of the ED and SI in the photographs. Semiautomatic segmentation was repeated 3 times by different users (2 ophthalmologists and 1 trainee). Clinically significant variability was assessed with intraclass correlation coefficients (ICCs) and the percentage of pairwise measurements differing by ≥0.5 mm. Semiautomatic segmentation measurements were compared with manual delineation of the image by a corneal specialist (gold standard) using Dice similarity coefficients.Results: Ophthalmologists' reliability in measurements by SL calipers had an ICC from 0.84 to 0.88 between examiners. Measurements by semiautomatic segmentation had an ICC from 0.96 to 0.98. SL measures of ulcers by clinical versus semiautomatic segmentation measures differed by ≥0.5 mm in 24% to 38% versus 8% to 28% (ED height); 30% to 52% versus 12% to 34% (ED width); 26% to 38% versus 10% to 32% (SI height); and 38% to 58% versus 14% to 34% (SI width), respectively. Average Dice similarity coefficients between manual and repeated semiautomatic segmentation ranged from 0.83 to 0.86 for the ED and 0.78 to 0.83 for the SI.Conclusions: Variability exists when measuring corneal ulcers, even among ophthalmologists. Photography and computerized methods for quantifying the ulcer size could reduce variability while remaining accurate and impact quantitative measurement endpoints.
机译:目的:评估眼科医生之间的角膜溃疡测量的可变性,并使用溃疡从照片中的半血管分割减少临床医生依赖性变异。方法:三位眼科医生测量了50例患者的上皮缺损(EDS)和基质渗透(Si)尺寸狭缝灯(SL)卡钳。获得了SL照片。开发了一种算法,用于照片中ED和SI的半自动分段。半自动细分由不同的用户重复3次(2位眼科医生和1学生)。利用脑内相关系数(ICC)评估临床显着的可变性,比成对测量的百分比达到≥0.5mm。将半自动分割测量与使用骰子相似度系数的角膜专家(金标准)进行手动描绘图像。结果:眼科医生在SL卡钳的测量中的可靠性在审查员之间的ICC为0.84至0.88。通过半自动分割的测量有一个0.96至0.98的ICC。临床与半自动分割措施的溃疡的SL措施差异≥0.5毫米,24%〜38%,而8%至28%(ED高度); 30%〜52%,与12%至34%(ed宽); 26%〜38%,而10%至32%(Si高度);分别为38%至58%,分别为14%至34%(Si宽度)。手动和反复半自动分段之间的平均骰子相似系数范围为0.83〜0.86,Si.Conclusions的0.78至0.83分,即使在眼科医生中,也存在可变性的角膜溃疡。用于量化溃疡尺寸的摄影和计算机化方法可以降低可变性,同时保持准确和影响定量测量端点。

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