The Mediating Role of Structural Connectivity in Genetic Effects on Functional Brain Networks
Gao, S.; Ding, S.; Zhang, X.; Gu, Z.; Zhao, Y.
Show abstract
Understanding the complex relationships among genetic variations, brain structural anatomy, and functional alterations is a fundamental yet challenging task in neuroimaging genetics. In this study, we employ a causal mediation framework under structural modeling to systematically investigate the mediating role of interand intra-network structural connectivity (SC) in linking whole-genome single nucleotide polymorphisms (SNPs) to brain functional connectivity (FC) across both resting-state and task-based conditions during neurodevelopment. Utilizing baseline and follow-up SC and FC network traits along with [~]500k SNPs along the genome from 11,666 unique subjects under the Adolescent Brain Cognitive Development (ABCD) study, we first conduct genome-wide association studies (GWAS) to identify candidate SNPs associated with structural and functional network traits. Subsequently, mediation analyses reveal key genetic exposures that directly influence brain functional networks and indirectly impact FC through SC network mediators. These results provide deeper insights into how genetic variations shape brain structural and functional network organizations, along with revealing the influence of brain anatomical topologies on functional fingerprints. This work enhances the understanding of the causal effect pathways among genetic factors and large-scale brain structural and functional networks, advancing our understanding of the genetic underpinnings of neurodevelopmental processes.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Generalizable predictive modeling of semantic processing ability from functional brain connectivity 96%
- Differences in directed functional brain connectivity related to age, sex and mental health 96%
- Structural control energy of resting-state functional brain states reveals inefficient brain dynamics in psychosis vulnerability. 96%
Similar papers in this journal
- The central autonomic system revisited - convergent evidence for a regulatory role of the insular and midcingulate cortex from neuroimaging meta-analyses 93%
- Mapping social reward and punishment processing in the human brain: A voxel-based meta-analysis of neuroimaging findings using the Social Incentive Delay task 92%
- Structural Brain Correlates of Cognitive Function in Schizophrenia: A Meta-Analysis 92%
Similar papers in this journal
- Structural brain architectures match intrinsic functional networks and vary across domains: A study from 15000+ individuals 97%
- A generalizable connectome-based marker of in-scan sustained attention in neurodiverse youth 96%
- Functional Topography of the Neocortex Predicts Covariation in Complex Cognitive and Basic Motor Abilities 96%
Similar papers in this journal
- Interactions between sensory-biased and supramodal working memory networks in the human cerebral cortex 95%
- Decoding the Human Brain during Intelligence Testing 95%
- Feature similarity: a sensitive method to capture the functional interaction of brain regions and networks to support flexible behavior 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.