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Integration of XNAT/PACS, DICOM, and Research Software for Automated Multi-modal Image Analysis

机译:XNAT / PACS,DICOM和研究软件的集成,实现自动多模态图像分析

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Traumatic brain injury (TBI) is an increasingly important public health concern. While there are several promising avenues of intervention, clinical assessments are relatively coarse and comparative quantitative analysis is an emerging field. Imaging data provide potentially useful information for evaluating TBI across functional, structural, and microstructural phenotypes. Integration and management of disparate data types are major obstacles. In a multi-institution collaboration, we are collecting electroencephalogy (EEG), structural MRI, diffusion tensor MRI (DTI), and single photon emission computed tomography (SPECT) from a large cohort of US Army service members exposed to mild or moderate TBI who are undergoing experimental treatment. We have constructed a robust informatics backbone for this project centered on the DICOM standard and extensible Neuroimaging Archive Toolkit (XNAT) server. Herein, we discuss (1) optimization of data transmission, validation and storage, (2) quality assurance and workflow management, and (3) integration of high performance computing with research software.
机译:创伤性脑损伤(TBI)是一个越来越重要的公共卫生问题。虽然有几个有前途的干预途径,但临床评估是相对粗糙的,并且比较定量分析是一个新兴领域。成像数据提供跨功能,结构和微结构表型评估TBI的潜在有用的信息。不同数据类型的集成和管理是主要障碍。在多种机构协作中,我们收集脑电图(EEG),结构MRI,扩散张量MRI(DTI),以及来自暴露于温和或中度TBI的大型美国陆军服务成员的单一光子排放计算断层扫描(SPECT)正在进行实验治疗。我们已经为该项目构建了一个稳健的信息骨干,其集中在DICOM标准和可扩展的神经影像档案工具包(XNAT)服务器上。在此,我们讨论(1)优化数据传输,验证和存储,(2)质量保证和工作流管理,(3)与研究软件的高性能计算集成。

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