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Structural-functional brain network coupling during cognitive demand reveals intelligence-relevant communication strategies

Johanna L. Popp, Jonas A. Thiele, Joshua Faskowitz, Caio Seguin, Olaf Sporns, Kirsten Hilger

2025Communications Biology10 citationsDOIOpen Access PDF

Abstract

Abstract Intelligence is a broad mental capability influencing human performance across tasks. Individual differences in intelligence have been linked to characteristics of structural and functional brain networks. Here, we consider their alignment, the structural-functional brain network coupling (SC-FC coupling) during resting state and during active cognition, to predict general intelligence. Using diffusion-weighted and functional magnetic resonance imaging data from 764 participants of the Human Connectome Project (replication: N 1 = 126, N 2 = 180), we model SC-FC coupling with similarity and communication measures that capture functional interactions unfolding on top of structural brain networks. By accounting for variations in brain region-specific neural signaling strategies, we show that individual differences in SC-FC coupling patterns predict individual intelligence scores. Most robust predictions result from cognitively demanding tasks and task combinations. Our study suggests the existence of an intrinsic SC-FC coupling organization enabling fine-drawn intelligence-relevant adaptations that support efficient information processing by facilitating brain region-specific adjustment to external task demands.

Topics & Concepts

CognitionFunctional magnetic resonance imagingCoupling (piping)Task (project management)Human Connectome ProjectSimilarity (geometry)Resting state fMRIComputer scienceConnectomeHuman brainPsychologyArtificial neural networkReplication (statistics)Functional connectivityArtificial intelligenceNeuroscienceCognitive psychologyBiologyEconomicsManagementVirologyImage (mathematics)Mechanical engineeringEngineeringFunctional Brain Connectivity StudiesAdvanced Neuroimaging Techniques and ApplicationsAdvanced MRI Techniques and Applications