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

机译:重建对白质病灶稳定的人脑皮质: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:皮质萎缩已被报道在许多疾病中,例如多发性硬化症和阿尔茨海默氏病,也与白质(WM)病变有关。然而,大多数皮质重建技术不能解决这些病理问题,因此需要进行额外的处理以纠正WM病变的影响。在这项工作中,我们介绍了CRUISE +,这是一种从具有WM病变的磁共振脑图像中重建皮质的自动化过程。该过程扩展了先前经过充分验证的方法,以允许输入多通道图像并适应WM病变的存在。我们提供了新的验证数据和工具,用于测量健康大脑以及多发性硬化病灶的大脑皮层重建方法的准确性。利用这些数据,我们验证了CRUISE +的准确性,并将其与另一种最新的皮层重建工具进行了比较。我们的结果表明,CRUISE +在WM病灶附近的皮质区域具有优越的性能,在其他区域具有相似的性能。嗡嗡声大脑Mapp 35:3385-3401,2014。

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