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Towards Building High Performance Medical Image Management System for Clinical Trials

机译:致力于构建用于临床试验的高性能医学图像管理系统

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Medical image based biomarkers are being established for therapeutic cancer clinical trials, where image assessment is among the essential tasks. Large scale image assessment is often performed by a large group of experts by retrieving images from a centralized image repository to workstations to markup and annotate images. In such environment, it is critical to provide a high performance image management system that supports efficient concurrent image retrievals in a distributed environment. There are several major challenges: high throughput of large scale image data over the Internet from the server for multiple concurrent client users, efficient communication protocols for transporting data, and effective management of versioning of data for audit trails. We study the major bottlenecks for such a system, propose and evaluate a solution by using a hybrid image storage with solid state drives and hard disk drives, RESTful Web Services based protocols for exchanging image data, and a database based versioning scheme for efficient archive of image revision history. Our experiments show promising results of our methods, and our work provides a guideline for building enterprise level high performance medical image management systems.
机译:基于医学图像的生物标记物正在建立用于治疗性癌症的临床试验,其中图像评估是基本任务之一。大型图像评估通常是由大量专家通过将图像从集中图像存储库中检索到工作站以进行标记和注释来执行的。在这样的环境中,至关重要的是提供一种高性能的图像管理系统,该系统支持在分布式环境中进行有效的并行图像检索。存在几个主要挑战:服务器上的多个并发客户端用户通过Internet从服务器上获得大量图像数据的高吞吐量,用于传输数据的有效通信协议以及对审计跟踪的数据版本的有效管理。我们研究了此类系统的主要瓶颈,通过使用具有固态驱动器和硬盘驱动器的混合图像存储,基于RESTful Web服务的协议来交换图像数据以及基于数据库的版本管理方案来建议和评估解决方案,以有效地归档图像修订历史记录。我们的实验显示了我们方法的可喜结果,并且我们的工作为构建企业级高性能医学图像管理系统提供了指导。

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