Connectional axis of individual functional variability: Patterns, structural correlates, and relevance for development and cognition

H Hang Yang G Guowei Wu (Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College) Y Yaoxin Li X Xiaoyu Xu (State Key Laboratory of Systems Medicine for Cancer, School of Biomedical Engineering, Institute of Medical Robotics and Shanghai Academy of Experimental Medicine, Shanghai Jiao Tong University) J Jing Cong (Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College) H Haoshu Xu (Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College) Y Yiyao Ma (Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College) Y Yang Li R Runsen Chen (Vanke School of Public Health, Tsinghua University) A Adam Pines (Department of Psychiatry and Behavioral Sciences, Stanford University) T Ting Xu V Valerie J. Sydnor (Department of Psychiatry, University of Pittsburgh Medical Center) T Theodore D. Satterthwaite (Department of Psychiatry, University of Pennsylvania) Z Zaixu Cui (Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College)

Abstract

The human cerebral cortex exhibits intricate interareal functional synchronization at the macroscale, with substantial individual variability in these functional connections. However, the spatial organization of functional connectivity (FC) variability across the human connectome edges and its significance in cognitive development remain unclear. Here, we identified a connectional axis in the edge-level FC variability. The variability declined continuously along this axis from within-network to between-network connections and from the edges linking association networks to those linking the sensorimotor and association networks. This connectional axis of functional variability is associated with spatial pattern of structural connectivity variability. Moreover, the connectional variability axis evolves in youth with an flatter axis slope. We also observed that the slope of the connectional variability axis was positively related to the performance in the higher-order cognition. Together, our results reveal a connectional axis in functional variability that is linked with structural connectome variability, refines during development, and is relevant to cognition.

Article Details

Volume / Issue Vol. 122, Issue 12
Published March 25, 2025
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (14)

H

Hang Yang

G

Guowei Wu

Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College

Y

Yaoxin Li

X

Xiaoyu Xu

State Key Laboratory of Systems Medicine for Cancer, School of Biomedical Engineering, Institute of Medical Robotics and Shanghai Academy of Experimental Medicine, Shanghai Jiao Tong University

J

Jing Cong

Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College

H

Haoshu Xu

Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College

Y

Yiyao Ma

Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College

Y

Yang Li

R

Runsen Chen

Vanke School of Public Health, Tsinghua University

A

Adam Pines

Department of Psychiatry and Behavioral Sciences, Stanford University

T

Ting Xu

V

Valerie J. Sydnor

Department of Psychiatry, University of Pittsburgh Medical Center

T

Theodore D. Satterthwaite

Department of Psychiatry, University of Pennsylvania

Z

Zaixu Cui

Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College