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Single-Frame Optical Coherence Tomography Angiography for the Quantification of Corneal Neovascularization in a Mouse Model

机译:单帧光学相干断层扫描血管造影对小鼠角膜新生血管的定量研究

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Optical coherence tomography angiography (OCTA) is a well-established retinal imaging modality that is emerging as a fast, non-invasive alternative to fluorescence angiography for assessment of corneal injury and neovascularization caused by chemical injuries, infections, and other sources of corneal damage. OCTA algorithms typically perform operations on multiple scans, or frames, at the same location to identify flowing vasculature. In this work, we describe a novel single-frame algorithm that relies on common image processing operations, allowing for broad application to various OCT systems, as well as reduced acquisition and computation times. We also show the potential of a multi-frame approach, based on the same principle, that allows for enhanced discrimination between flowing and static anatomical features. To demonstrate the capability of our approach, we processed the same image stack with our single-frame and multi-frame algorithms along with other angiography algorithms, such as phase variance, speckle variance, and complex differential variance and found that our algorithms had higher estimated signal-to-noise ratios (SNR) and lower computation times. We applied our algorithms to quantifying corneal neovascularization (CoNV) in a murine model of corneal burn injury through semi-automated measurement of vessel area and compared them to the gold standard of fluorescein angiography. This work provides strong evidence for the power of the single-frame algorithm and its multi-frame variant, as well as the potential of OCTA for quantification of corneal pathology beyond the standard fluorescein angiography approach allowing for more accurate monitoring and staging of corneal injury and wound healing.
机译:光学相干断层成像血管造影(OCTA)是一种成熟的视网膜成像方式,正在成为荧光血管造影的快速、无创替代方法,用于评估化学损伤、感染和其他角膜损伤源引起的角膜损伤和新生血管。OCTA算法通常在同一位置对多个扫描或帧执行操作,以识别流动的血管。在这项工作中,我们描述了一种新的单帧算法,该算法依赖于常见的图像处理操作,允许广泛应用于各种OCT系统,并减少了采集和计算时间。我们还展示了基于相同原理的多帧方法的潜力,该方法允许增强流动和静态解剖特征之间的区分。为了证明我们的方法的能力,我们使用我们的单帧和多帧算法以及其他血管造影算法(如相位方差、斑点方差和复差分方差)处理了相同的图像堆栈,发现我们的算法具有更高的估计信噪比(SNR)和更低的计算时间。我们应用我们的算法通过半自动测量血管面积来量化角膜烧伤小鼠模型中的角膜新生血管(CoNV),并将其与荧光素血管造影的金标准进行比较。这项工作为单帧算法及其多帧变体的威力提供了强有力的证据,也为OCTA在角膜病理量化方面的潜力提供了有力的证据,其量化超出了标准的荧光素血管造影方法,从而能够更准确地监测和分期角膜损伤和伤口愈合。

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