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光学相干断层扫描图像中单个玻璃膜疣的分割及其自动定量的可重复性和再现性

Individual Drusen Segmentation and Repeatability and Reproducibility of Their Automated Quantification in Optical Coherence Tomography Images.

作者信息

de Sisternes Luis, Jonna Gowtham, Greven Margaret A, Chen Qiang, Leng Theodore, Rubin Daniel L

机构信息

Department of Radiology, Stanford University, Stanford, CA, USA ; Department Medicine (Biomedical Informatics), Stanford University, Stanford, CA, USA ; Currently at Carl Zeiss Meditec, Inc., Dublin, CA, USA.

Department of Ophthalmology and Visual Sciences, Albert Einstein College of Medicine, Bronx, NY, USA.

出版信息

Transl Vis Sci Technol. 2017 Feb 28;6(1):12. doi: 10.1167/tvst.6.1.12. eCollection 2017 Feb.

Abstract

PURPOSE

To introduce a novel method to segment individual drusen in spectral-domain optical coherence tomography (SD-OCT), and evaluate its accuracy, and repeatability/reproducibility of drusen quantifications extracted from the segmentation results.

METHODS

Our method uses a smooth interpolation of the retinal pigment epithelium (RPE) outer boundary, fitted to candidate locations in proximity to Bruch's Membrane, to identify regions of substantial lifting in the inner-RPE or inner-segment boundaries, and then separates and evaluates individual druse independently. The study included 192 eyes from 129 patients. Accuracy of drusen segmentations was evaluated measuring the overlap ratio (OR) with manual markings, also comparing the results to a previously proposed method. Repeatability and reproducibility across scanning protocols of automated drusen quantifications were investigated in repeated SD-OCT volume pairs and compared with those measured by a commercial tool (Cirrus HD-OCT).

RESULTS

Our segmentation method produced higher accuracy than a previously proposed method, showing similar differences to manual markings (0.72 ± 0.09 OR) as the measured intra- and interreader variability (0.78 ± 0.09 and 0.77 ± 0.09, respectively). The automated quantifications displayed high repeatability and reproducibility, showing a more stable behavior across scanning protocols in drusen area and volume measurements than the commercial software. Measurements of drusen slope and mean intensity showed significant differences across protocols.

CONCLUSION

Automated drusen outlines produced by our method show promising accurate results that seem relatively stable in repeated scans using the same or different scanning protocols.

TRANSLATIONAL RELEVANCE

The proposed method represents a viable tool to measure and track drusen measurements in early or intermediate age-related macular degeneration patients.

摘要

目的

介绍一种在频域光学相干断层扫描(SD - OCT)中分割单个玻璃膜疣的新方法,并评估其准确性以及从分割结果中提取的玻璃膜疣量化的重复性/再现性。

方法

我们的方法使用视网膜色素上皮(RPE)外边界的平滑插值,拟合到靠近布鲁赫膜的候选位置,以识别内RPE或内节边界处明显隆起的区域,然后独立分离并评估单个玻璃膜疣。该研究纳入了129例患者的192只眼。通过测量与手动标记的重叠率(OR)来评估玻璃膜疣分割的准确性,还将结果与先前提出的方法进行比较。在重复的SD - OCT体积对中研究了自动玻璃膜疣量化在不同扫描协议下的重复性和再现性,并与商业工具(Cirrus HD - OCT)测量的结果进行比较。

结果

我们的分割方法比先前提出的方法具有更高的准确性,与手动标记显示出相似的差异(OR为0.72±0.09),与测量的阅片者内和阅片者间变异性(分别为0.78±0.09和0.77±0.09)相似。自动量化显示出高重复性和再现性,在玻璃膜疣面积和体积测量中,与商业软件相比,在不同扫描协议下表现出更稳定的行为。玻璃膜疣斜率和平均强度的测量在不同协议之间显示出显著差异。

结论

我们的方法生成的自动玻璃膜疣轮廓显示出有前景的准确结果,在使用相同或不同扫描协议的重复扫描中似乎相对稳定。

转化相关性

所提出的方法是测量和跟踪早期或中期年龄相关性黄斑变性患者玻璃膜疣测量的可行工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c46/5338477/a7f47ac6fdf2/i2164-2591-6-1-12-f04.jpg

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