Jesus Danilo A, Iskander D Robert
Department of Biomedical Engineering, Wroclaw University of Science and Technology, Wroclaw, 50-370 Poland.
Biomed Opt Express. 2016 Dec 8;8(1):162-176. doi: 10.1364/BOE.8.000162. eCollection 2017 Jan 1.
A new approach to assess the properties of the corneal micro-structure based on the statistical modeling of speckle obtained from Optical Coherence Tomography (OCT) is presented. A number of statistical models were proposed to fit the corneal speckle data obtained from OCT raw image. Short-term changes in corneal properties were studied by inducing corneal swelling whereas age-related changes were observed analyzing data of sixty-five subjects aged between twenty-four and seventy-three years. Generalized Gamma distribution has shown to be the best model, in terms of the Akaike's Information Criterion, to fit the OCT corneal speckle. Its parameters have shown statistically significant differences (Kruskal-Wallis, < 0.001) for short and age-related corneal changes. In addition, it was observed that age-related changes influence the corneal biomechanical behaviour when corneal swelling is induced. This study shows that Generalized Gamma distribution can be utilized to modeling corneal speckle in OCT providing complementary quantified information where micro-structure of corneal tissue is of essence.
提出了一种基于光学相干断层扫描(OCT)获得的散斑统计建模来评估角膜微结构特性的新方法。提出了多种统计模型来拟合从OCT原始图像获得的角膜散斑数据。通过诱导角膜肿胀研究角膜特性的短期变化,而通过分析65名年龄在24至73岁之间的受试者的数据来观察与年龄相关的变化。就赤池信息准则而言,广义伽马分布已被证明是拟合OCT角膜散斑的最佳模型。其参数在短期和与年龄相关的角膜变化方面显示出统计学上的显著差异(Kruskal-Wallis检验,<0.001)。此外,观察到在诱导角膜肿胀时,与年龄相关的变化会影响角膜的生物力学行为。这项研究表明,广义伽马分布可用于对OCT中的角膜散斑进行建模,在角膜组织微结构至关重要的情况下提供补充量化信息。