Vohryzek Jakub, Griffa Alessandra, Mullier Emeline, Friedrichs-Maeder Cecilia, Sandini Corrado, Schaer Marie, Eliez Stephan, Hagmann Patric
Department of Radiology, University Hospital Centre and University of Lausanne, Lausanne, Switzerland.
Department of Psychiatry, University of Geneva School of Medicine, Geneva, Switzerland.
Netw Neurosci. 2020 Feb 1;4(1):115-133. doi: 10.1162/netn_a_00111. eCollection 2020.
Late human development is characterized by the maturation of high-level functional processes, which rely on reshaping of white matter connections, as well as synaptic density. However, the relationship between the whole-brain dynamics and the underlying white matter networks in neurodevelopment is largely unknown. In this study, we focused on how the structural connectome shapes the emerging dynamics of cerebral development between the ages of 6 and 33 years, using functional and diffusion magnetic resonance imaging combined into a spatiotemporal connectivity framework. We defined two new measures of brain dynamics, namely the system diversity and the spatiotemporal diversity, which quantify the level of integration/segregation between functional systems and the level of temporal self-similarity of the functional patterns of brain dynamics, respectively. We observed a global increase in system diversity and a global decrease and local refinement in spatiotemporal diversity values with age. In support of these findings, we further found an increase in the usage of long-range and inter-system white matter connectivity and a decrease in the usage of short-range connectivity with age. These findings suggest that dynamic functional patterns in the brain progressively become more integrative and temporally self-similar with age. These functional changes are supported by a greater involvement of long-range and inter-system axonal pathways.
人类后期发育的特征是高级功能过程的成熟,这依赖于白质连接的重塑以及突触密度。然而,神经发育过程中全脑动力学与潜在白质网络之间的关系在很大程度上尚不清楚。在本研究中,我们利用功能磁共振成像和扩散磁共振成像相结合的时空连接框架,重点研究了6至33岁之间结构连接组如何塑造大脑发育中新兴的动力学。我们定义了两种新的脑动力学测量方法,即系统多样性和时空多样性,它们分别量化功能系统之间的整合/分离水平以及脑动力学功能模式的时间自相似性水平。我们观察到,随着年龄增长,系统多样性总体增加,时空多样性值总体下降且局部细化。为支持这些发现,我们进一步发现,随着年龄增长,长程和系统间白质连接的使用增加,短程连接的使用减少。这些发现表明,随着年龄增长,大脑中的动态功能模式逐渐变得更加整合且在时间上更具自相似性。这些功能变化得到了长程和系统间轴突通路更多参与的支持。