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Image processing and Quality Control for the first 10,000 brain imaging datasets from UK Biobank

机译:来自英国Biobank的前10,000脑成像数据集的图像处理和质量控制

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摘要

Abstract UK Biobank is a large-scale prospective epidemiological study with all data accessible to researchers worldwide. It is currently in the process of bringing back 100,000 of the original participants for brain, heart and body MRI, carotid ultrasound and low-dose bone/fat x-ray. The brain imaging component covers 6 modalities (T1, T2 FLAIR, susceptibility weighted MRI, Resting fMRI, Task fMRI and Diffusion MRI). Raw and processed data from the first 10,000 imaged subjects has recently been released for general research access. To help convert this data into useful summary information we have developed an automated processing and QC (Quality Control) pipeline that is available for use by other researchers. In this paper we describe the pipeline in detail, following a brief overview of UK Biobank brain imaging and the acquisition protocol. We also describe several quantitative investigations carried out as part of the development of both the imaging protocol and the processing pipeline.
机译:摘要英国Biobank是一项大规模的前瞻性流行病学研究,全世界研究人员可访问所有数据。它目前正在为脑,心脏和身体MRI,颈动脉超声和低剂量骨/脂肪X射线带回100,000名原始参与者的过程。脑成像组件盖6个模态(T1,T2 FLAIR,磁化率加权MRI,fMRI的休息,功能磁共振成像任务和扩散MRI)。最近已发布来自前10,000个成像科目的原始和处理数据,以便进行一般研究访问。为了帮助将此数据转换为有用的摘要信息,我们开发了一种自动化处理和QC(质量控制)管道,可供其他研究人员使用。在本文中,我们在英国Biobank脑成像和收购方案简要概述后详细描述了管道。我们还描述了作为成像协议和处理管道的开发的一部分进行的几种定量调查。

著录项

  • 来源
    《NeuroImage》 |2018年第2018期|共25页
  • 作者单位

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Electrical and Computer Engineering Brigham Young University;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Oxford Centre for Human Brain Activity Wellcome Centre for Integrative Neuroimaging Department of;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Department of Psychology and McCausland Center for Brain Imaging University of South Carolina;

    Computer Science Department University of Verona;

    Centre for Medical Image Computing Department of Computer Science University College London;

    Centre for Medical Image Computing Department of Computer Science University College London;

    Siemens Healthcare;

    Division of Brain Sciences Imperial College;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

    Wellcome Centre for Integrative Neuroimaging FMRIB Nuffield Department of Clinical Neurosciences;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 诊断学;
  • 关键词

    Epidemiological studies; Image analysis pipeline; Multi-modal data integration; Quality control; Big data imaging; Machine learning;

    机译:流行病学研究;图像分析管道;多模态数据集成;质量控制;大数据成像;机器学习;
  • 入库时间 2022-08-19 17:33:32

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