周周复始 (2023-07-31 13:03):
#paper The Minimal Preprocessing Pipelines for the Human Connectome Project. DOI: 10.1016/j.neuroimage.2013.04.127.人类连接组计划(HCP)面临着将多种磁共振成像(MRI)模式整合到一个跨越大量受试者的通用自动化预处理框架中的挑战性任务。HCP获得的MRI数据在许多方面与传统的3特斯拉扫描仪获得的数据不同,并且通常需要新开发的预处理方法。本文描述了由HCP开发的用于结构、功能和扩散MRI的最小预处理管道,以完成许多低级任务,包括空间伪影/失真去除、表面生成、跨模态配准以及与标准空间对齐。这些管道是专门设计用来利用HCP提供的高质量数据的。最后的标准空间使用了最近引入的CIFTI文件格式和相关的灰坐标空间坐标系统。这允许结合皮质表面和皮质下体积分析,同时减少高空间和时间分辨率数据的存储和处理要求。本文提供了HCP最小预处理管道的最低图像采集要求,并为有兴趣复制HCP采集协议或使用这些管道的研究人员提供了额外的建议。最后讨论了管道的一些潜在的未来改进。
IF:4.700Q1 NeuroImage, 2013-Oct-15. DOI: 10.1016/j.neuroimage.2013.04.127 PMID: 23668970
The minimal preprocessing pipelines for the Human Connectome Project
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Abstract:
The Human Connectome Project (HCP) faces the challenging task of bringing multiple magnetic resonance imaging (MRI) modalities together in a common automated preprocessing framework across a large cohort of subjects. The MRI data acquired by the HCP differ in many ways from data acquired on conventional 3 Tesla scanners and often require newly developed preprocessing methods. We describe the minimal preprocessing pipelines for structural, functional, and diffusion MRI that were developed by the HCP to accomplish many low level tasks, including spatial artifact/distortion removal, surface generation, cross-modal registration, and alignment to standard space. These pipelines are specially designed to capitalize on the high quality data offered by the HCP. The final standard space makes use of a recently introduced CIFTI file format and the associated grayordinate spatial coordinate system. This allows for combined cortical surface and subcortical volume analyses while reducing the storage and processing requirements for high spatial and temporal resolution data. Here, we provide the minimum image acquisition requirements for the HCP minimal preprocessing pipelines and additional advice for investigators interested in replicating the HCP's acquisition protocols or using these pipelines. Finally, we discuss some potential future improvements to the pipelines.
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