Division of Imaging, Diagnostics, and Software Reliability, OSEL/CDRH, US Food and Drug Administration, Silver Spring, MD, USA.
Med Phys. 2019 Sep;46(9):3924-3928. doi: 10.1002/mp.13674. Epub 2019 Jul 17.
In silico imaging clinical trials are emerging alternative sources of evidence for regulatory evaluation and are typically cheaper and faster than human trials. In this Note, we describe the set of in silico imaging software tools used in the VICTRE (Virtual Clinical Trial for Regulatory Evaluation) which replicated a traditional trial using a computational pipeline.
We describe a complete imaging clinical trial software package for comparing two breast imaging modalities (digital mammography and digital breast tomosynthesis). First, digital breast models were developed based on procedural generation techniques for normal anatomy. Second, lesions were inserted in a subset of breast models. The breasts were imaged using GPU-accelerated Monte Carlo transport methods and read using image interpretation models for the presence of lesions. All in silico components were assembled into a computational pipeline. The VICTRE images were made available in DICOM format for ease of use and visualization.
We describe an open-source collection of in silico tools for running imaging clinical trials. All tools and source codes have been made freely available.
The open-source tools distributed as part of the VICTRE project facilitate the design and execution of other in silico imaging clinical trials. The entire pipeline can be run as a complete imaging chain, modified to match needs of other trial designs, or used as independent components to build additional pipelines.
计算机成像临床试验是一种新兴的监管评估替代证据来源,通常比人体试验更便宜、更快。在本说明中,我们描述了用于 VICTRE(用于监管评估的虚拟临床试验)的一组计算机成像软件工具,该工具使用计算管道复制了传统试验。
我们描述了一种用于比较两种乳房成像方式(数字乳房 X 线摄影和数字乳房断层合成)的完整成像临床试验软件包。首先,基于程序生成技术为正常解剖结构开发了数字乳房模型。其次,在一些乳房模型中插入了病变。使用 GPU 加速的蒙特卡罗传输方法对乳房进行成像,并使用用于检测病变的图像解释模型进行成像。所有计算机成像组件都组装成一个计算管道。VICTRE 图像以 DICOM 格式提供,便于使用和可视化。
我们描述了用于运行成像临床试验的开源计算机成像工具集。所有工具和源代码都已免费提供。
作为 VICTRE 项目一部分分发的开源工具促进了其他计算机成像临床试验的设计和执行。整个管道可以作为一个完整的成像链运行,可以根据其他试验设计的需求进行修改,也可以用作独立组件来构建其他管道。