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DOI 10.3389/fncom.2026.1810942

Медицинская библиотека · Frontiers in computational neuroscience · 2026

The structural grammar of integration and competition in the human connectome.

Kelemen Sam Frank, Goñi Joaquín, Pequito Sérgio, Ashourvan Arian

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Аннотация

INTRODUCTION

Brain function emerges from coordinated activity across anatomically connected regions, where structural connectivity (SC)-the network of white matter pathways-provides the physical substrate for functional connectivity (FC), defined as the correlated activity between brain areas. While structural and functional networks exhibit substantial overlap, their relationship involves complex, indirect mechanisms, including the dynamic interplay of direct and indirect pathways. To systematically untangle how structural architecture shapes functional patterns, this work aims to establish a set of rules that decode how direct and indirect structural connections and motifs give rise to FC between brain regions.

METHODS

Specifically, using a generative linear model, we derive explicit rules that predict an individual's resting-state fMRI FC from diffusion-weighted imaging-derived SC, validated against topological null models.

RESULTS

Examining the rules reveals distinct classes of brain regions, with integrator hubs acting as structural linchpins promoting synchronization and mediator hubs serving as structural fulcrums orchestrating competing dynamics. Virtual lesion experiments further demonstrate how different cortical and subcortical systems distinctively contribute to global FC.

DISCUSSION: Together, by uncovering how structural architecture governs functional interactions, this framework enables us to predict how alterations in SC, resulting from disease or surgery, propagate through functional networks and contribute to cognitive and behavioral impairments.

Для цитирования: Kelemen Sam Frank, Goñi Joaquín, Pequito Sérgio, Ashourvan Arian. The structural grammar of integration and competition in the human connectome.. Frontiers in computational neuroscience. 2026. DOI: 10.3389/fncom.2026.1810942.
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