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Reconstruction of the human cerebral cortex robust to white matter lesions: Method and validation

机译:重建人脑皮层对白质病变的鲁棒:方法和验证

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摘要

Cortical atrophy has been reported in a number of diseases, such as multiple sclerosis and Alzheimer's disease, that are also associated with white matter (WM) lesions. However, most cortical reconstruction techniques do not account for these pathologies, thereby requiring additional processing to correct for the effect of WM lesions. In this work, we introduce CRUISE+, an automated process for cortical reconstruction from magnetic resonance brain images with WM lesions. The process extends previously well validated methods to allow for multichannel input images and to accommodate for the presence of WM lesions. We provide new validation data and tools for measuring the accuracy of cortical reconstruction methods on healthy brains as well as brains with multiple sclerosis lesions. Using this data, we validate the accuracy of CRUISE+ and compare it to another state-of-the-art cortical reconstruction tool. Our results demonstrate that CRUISE+ has superior performance in the cortical regions near WM lesions, and similar performance in other regions. Hum Brain Mapp 35:3385-3401, 2014.
机译:在许多疾病中报道了皮质萎缩,例如多发性硬化和阿尔茨海默病,也与白质(WM)病变相关。然而,大多数皮质重建技术不考虑这些病理学,从而需要额外的处理来校正WM病变的效果。在这项工作中,我们介绍了巡航+,一种从磁共振大脑图像与WM病变的皮质重建自动化过程。该过程扩展了先前良好的验证方法以允许多通道输入图像并适应存在WM病变。我们提供新的验证数据和工具,用于测量健康大脑上皮质重建方法的准确性以及多发性硬化病变的大脑。使用此数据,我们验证了Cruise +的准确性,并将其与另一个最先进的皮质重建工具进行比较。我们的结果表明,Cruise +在WM病变附近的皮质区域方面具有卓越的性能,以及其他地区的类似性。 HUM Brain MAPP 35:3385-3401,2014。

著录项

  • 来源
    《Human brain mapping》 |2014年第7期|共17页
  • 作者单位

    Image Analysis and Communication Laboratory Department of Electrical and Computer Engineering;

    Department of Neurophysics Max Planck Institutes for Human Cognitive and Brain Sciences Leipzig;

    Image Analysis and Communication Laboratory Department of Electrical and Computer Engineering;

    Image Analysis and Communication Laboratory Department of Electrical and Computer Engineering;

    Image Analysis and Communication Laboratory Department of Electrical and Computer Engineering;

    Image Analysis and Communication Laboratory Department of Electrical and Computer Engineering;

    Department of Neurology Johns Hopkins University Baltimore MD United States;

    Department of Neurology Johns Hopkins University Baltimore MD United States Neuroimmunology;

    Image Analysis and Communication Laboratory Department of Electrical and Computer Engineering;

    Image Analysis and Communication Laboratory Department of Electrical and Computer Engineering;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 神经病学;
  • 关键词

    Cortical reconstruction; Cortical thickness; Lesion segmentation; Multiple sclerosis; WM lesions;

    机译:皮质重建;皮质厚度;病变分割;多发性硬化;WM病变;

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