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一种用于出血性中风的计算机辅助诊断系统。

A CAD System for Hemorrhagic Stroke.

作者信息

Nowinski Wieslaw L, Qian Guoyu, Hanley Daniel F

机构信息

Biomedical Imaging Laboratory, Agency for Science Technology and Research; Singapore, Singapore -

Biomedical Imaging Laboratory, Agency for Science Technology and Research; Singapore, Singapore.

出版信息

Neuroradiol J. 2014 Sep;27(4):409-16. doi: 10.15274/NRJ-2014-10080. Epub 2014 Aug 29.

Abstract

Computer-aided detection/diagnosis (CAD) is a key component of routine clinical practice, increasingly used for detection, interpretation, quantification and decision support. Despite a critical need, there is no clinically accepted CAD system for stroke yet. Here we introduce a CAD system for hemorrhagic stroke. This CAD system segments, quantifies, and displays hematoma in 2D/3D, and supports evacuation of hemorrhage by thrombolytic treatment monitoring progression and quantifying clot removal. It supports seven-step workflow: select patient, add a new study, process patient's scans, show segmentation results, plot hematoma volumes, show 3D synchronized time series hematomas, and generate report. The system architecture contains four components: library, tools, application with user interface, and hematoma segmentation algorithm. The tools include a contour editor, 3D surface modeler, 3D volume measure, histogramming, hematoma volume plot, and 3D synchronized time-series hematoma display. The CAD system has been designed and implemented in C++. It has also been employed in the CLEAR and MISTIE phase-III, multicenter clinical trials. This stroke CAD system is potentially useful in research and clinical applications, particularly for clinical trials.

摘要

计算机辅助检测/诊断(CAD)是常规临床实践的关键组成部分,越来越多地用于检测、解读、量化和决策支持。尽管迫切需要,但目前尚无临床上被认可的用于中风的CAD系统。在此,我们介绍一种用于出血性中风的CAD系统。该CAD系统可在二维/三维空间中对血肿进行分割、量化和显示,并通过监测溶栓治疗的进展和量化血栓清除情况来支持出血的清除。它支持七步工作流程:选择患者、添加新研究、处理患者扫描图像、显示分割结果、绘制血肿体积、显示三维同步时间序列血肿以及生成报告。系统架构包含四个组件:库、工具、带用户界面的应用程序以及血肿分割算法。这些工具包括轮廓编辑器、三维表面建模器、三维体积测量、直方图绘制、血肿体积绘制以及三维同步时间序列血肿显示。该CAD系统采用C++设计和实现。它还被应用于CLEAR和MISTIE三期多中心临床试验中。这种中风CAD系统在研究和临床应用中可能会很有用,尤其是在临床试验中。

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