Faculty of Engineering, University of Concepción, Concepción, Chile.
Neurospin, I2BM, CEA, Gif-sur-Yvette, France; APHP, Pôle de Psychiatrie, DHU PePsy, INSERM U955 Eq. 15 "Psychiatrie Translationnelle", Université Paris Est, Créteil, France.
Neuroimage. 2017 Feb 15;147:703-725. doi: 10.1016/j.neuroimage.2016.11.066. Epub 2016 Dec 26.
Human brain connection map is far from being complete. In particular the study of the superficial white matter (SWM) is an unachieved task. Its description is essential for the understanding of human brain function and the study of pathogenesis triggered by abnormal connectivity. In this work we automatically created a multi-subject atlas of SWM diffusion-based bundles of the whole brain. For each subject, the complete cortico-cortical tractogram is first split into sub-tractograms connecting pairs of gyri. Then intra-subject shape-based fiber clustering performs compression of each sub-tractogram into a set of bundles. Proceeding further with shape-based clustering provides a match of the bundles across subjects. Bundles found in most of the subjects are instantiated in the atlas. To increase robustness, this procedure was performed with two independent groups of subjects, in order to discard bundles without match across the two independent atlases. Finally, the resulting intersection atlas was projected on a third independent group of subjects in order to filter out bundles without reproducible and reliable projection. The final multi-subject diffusion-based U-fiber atlas is composed of 100 bundles in total, 50 per hemisphere, from which 35 are common to both hemispheres.
人脑连接图谱远未完成。特别是对大脑表面白质(SWM)的研究是一项尚未完成的任务。对其进行描述对于理解人类大脑功能以及研究由异常连通性引发的发病机制至关重要。在这项工作中,我们自动创建了整个大脑基于扩散的 SWM 扩散束的多主体图谱。对于每个主体,首先将完整的皮质皮质束追踪图分割成连接两个脑回的子束追踪图。然后,基于主体形状的纤维聚类将每个子束追踪图压缩成一组束。通过基于形状的聚类进一步进行操作,可在多个主体之间匹配束。在大多数主体中发现的束被实例化为图谱。为了提高稳健性,该过程在两组独立的主体中进行,以便丢弃在两个独立图谱之间没有匹配的束。最后,将生成的交集图谱投影到第三组独立的主体上,以过滤出没有可重复和可靠投影的束。最终的多主体基于扩散的 U 纤维图谱共由 100 个束组成,每个半球 50 个,其中 35 个是两个半球共有的。