Oloumi Faraz, Rangayyan Rangaraj M, Ells Anna L
Department of Electrical and Computer Engineering, Schulich School of Engineering, University of Calgary, Calgary, Alberta, Canada.
Department of Electrical and Computer Engineering, Schulich School of Engineering, University of Calgary, Calgary, Alberta, Canada Division of Ophthalmology, Department of Surgery, Alberta Children's Hospital, Calgary, Alberta, Canada.
Invest Ophthalmol Vis Sci. 2014 Aug 28;55(10):6728-35. doi: 10.1167/iovs.13-13640.
We tested the hypothesis that the openness of the major temporal arcade (MTA) changes in the presence of plus disease, by quantification via parabolic modeling of the MTA, as well as measurement of an arcade angle for comparative analysis. Such analysis could assist in the detection and treatment of progressive retinopathy of prematurity.
Digital image processing techniques were applied for the detection and modeling of the MTA via a graphical user interface (GUI) to quantify the openness of the MTA. An arcade angle measure, based on a previously proposed method, also was obtained via the GUI for comparative analysis. The statistical significance of the differences between the plus and no-plus cases for each parameter was analyzed using the P value. The area (Az) under the receiver operating characteristic curve was used to assess the diagnostic performance of each feature.
The temporal arcade angle measure and the openness parameter of the parabolic model were used to perform discrimination of plus versus no-plus cases. Using a set of 19 cases with plus and 91 with no plus disease, Az=0.70 was obtained using the results of dual-parabolic modeling in screening for plus disease. The arcade angle measure provided comparable results with Az=0.73.
Using our proposed image analysis techniques and software, this study demonstrates, for the first time to our knowledge, that the openness of the MTA decreases in the presence of plus disease.
我们通过对主要颞侧弓形(MTA)进行抛物线建模定量分析以及测量弓形角度以进行对比分析,来检验在存在附加病变时MTA开放性会发生变化这一假设。此类分析有助于早产儿视网膜病变进展的检测与治疗。
应用数字图像处理技术,通过图形用户界面(GUI)对MTA进行检测和建模,以量化MTA的开放性。基于先前提出的方法,还通过GUI获得了弓形角度测量值用于对比分析。使用P值分析每个参数在附加病变组和无附加病变组之间差异的统计学显著性。利用受试者工作特征曲线下面积(Az)评估每个特征的诊断性能。
使用颞侧弓形角度测量值和抛物线模型的开放性参数对附加病变组和无附加病变组进行区分。利用一组19例附加病变和91例无附加病变的病例,在筛查附加病变时,双抛物线建模结果的Az = 0.70。弓形角度测量值的Az = 0.73,结果相当。
据我们所知,本研究首次利用我们提出的图像分析技术和软件证明,在存在附加病变时MTA的开放性降低。