Jin De-Zhi, Zhou Changsong, Zuo Xi-Nian, Faskowitz Joshua, Xu Ting, He Ye
School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China.
Department of Physics, Hong Kong Baptist University, Hong Kong, China.
bioRxiv. 2025 Jul 16:2025.07.14.660681. doi: 10.1101/2025.07.14.660681.
The human brain dynamically organizes its activity through coordinated fluctuations, whose spatiotemporal interactions form the foundation of functional networks. While large-scale co-fluctuations are well-studied, the principles governing their amplitude-dependent transitions-particularly across high, intermediate, and low-amplitude regimes-remain unknown. We introduce a co-fluctuation score to quantify how instantaneous functional interactions reorganize with global amplitude dynamics. Using resting-state fMRI data, we identified amplitude-dependent co-fluctuation transitions between functional systems hierarchically aligned with the sensorimotor-association (SA) axis: sensorimotor networks dominated high-amplitude co-fluctuations, associative systems prevailed during intermediate amplitudes, and limbic system preferentially engaged in low-amplitude states. This hierarchy underwent developmental refinement from childhood to adulthood and adaptively reconfigured under external stimuli. Replicated across four independent samples including 7T fMRI, these findings establish the SA axis as infrastructure for amplitude-dependent transitions of co-fluctuation states. Our framework bridges transient coordination and stable functional architecture, demonstrating how brain networks balance external processing (high-amplitude states) with internal cognition/emotion (mid-to-low amplitude states) through amplitude-stratified interactions.
人类大脑通过协调波动动态地组织其活动,这些波动的时空相互作用构成了功能网络的基础。虽然大规模的共同波动已得到充分研究,但控制其幅度依赖性转变的原则——特别是跨越高、中、低幅度状态的原则——仍然未知。我们引入了一个共同波动分数来量化瞬时功能相互作用如何随着全局幅度动态而重新组织。使用静息态功能磁共振成像数据,我们确定了与感觉运动-联合(SA)轴分层对齐的功能系统之间的幅度依赖性共同波动转变:感觉运动网络主导高幅度共同波动,联合系统在中等幅度时占优势,而边缘系统优先参与低幅度状态。这种层次结构从童年到成年经历了发育完善,并在外部刺激下适应性地重新配置。这些发现在包括7T功能磁共振成像在内的四个独立样本中得到了重复验证,确立了SA轴作为共同波动状态幅度依赖性转变的基础结构。我们的框架架起了瞬态协调和稳定功能架构之间的桥梁,展示了大脑网络如何通过幅度分层的相互作用在外部处理(高幅度状态)与内部认知/情感(中低幅度状态)之间取得平衡。