ArticleNetwork neuroscience (Cambridge, Mass.)2023
Multimodal multilayer network centrality relates to executive functioning.
Article in Network neuroscience (Cambridge, Mass.), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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Who cites it
15 citing papers in PubMed.
- Structural-functional multilayer brain network properties and outcome of combined repetitive transcranial magnetic stimulation and psychotherapy for obsessive-compulsive disorder.NeuroImage. Clinical · 2026Trial
- Multiscale network perspectives on glioma: from tumour biology to symptoms, survival and treatment.Nature reviews. Neurology · 2026Review
- Lower resting-state EEG mean eigenvector centrality is associated with higher math anxiety.Frontiers in human neuroscience · 2026Article
- Structure-function multilayer network integration and cognition in multiple sclerosis.Network neuroscience (Cambridge, Mass.) · 2026Article
- Multilayer network analysis across cortical depths in 7-T resting-state fMRI.Network neuroscience (Cambridge, Mass.) · 2025Article
- Functional connectotomy of a whole-brain model reveals tumor-induced alterations to neuronal dynamics in glioma patients.Network neuroscience (Cambridge, Mass.) · 2025Article
- Multilayer Network Analysis across Cortical Depths in Resting-State 7T fMRI.bioRxiv : the preprint server for biology · 2024Article
- Linking structural and functional changes during aging using multilayer brain network analysis.Communications biology · 2024Article
- The relationship between pathological brain activity and functional network connectivity in glioma patients.Journal of neuro-oncology · 2024Article
- The longitudinal relation between executive functioning and multilayer network topology in glioma patients.Brain imaging and behavior · 2023Article
- Dense Sampling Approaches for Psychiatry Research: Combining Scanners and Smartphones.Biological psychiatry · 2023Review
- Structural-functional connectivity bandwidth predicts processing speed in mild traumatic brain Injury: A multiplex network analysis.NeuroImage. Clinical · 2023Article
- A hands-on tutorial on network and topological neuroscience.Brain structure & function · 2022Review
- The network collapse in multiple sclerosis: An overview of novel concepts to address disease dynamics.NeuroImage. Clinical · 2022Review
- The relationship between deviant brain activity and executive functioning in glioma patients.Neuro-oncology advancesArticle
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Authors and funding
16 authors.
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Abstract
Executive functioning (EF) is a higher order cognitive process that is thought to depend on a network organization facilitating integration across subnetworks, in the context of which the central role of the fronto-parietal network (FPN) has been described across imaging and neurophysiological modalities. However, the potentially complementary unimodal information on the relevance of the FPN for EF has not yet been integrated. We employ a multilayer framework to allow for integration of different modalities into one 'network of networks.' We used diffusion MRI, resting-state functional MRI, MEG, and neuropsychological data obtained from 33 healthy adults to construct modality-specific single-layer networks as well as a single multilayer network per participant. We computed single-layer and multilayer eigenvector centrality of the FPN as a measure of integration in this network and examined their associations with EF. We found that higher multilayer FPN centrality, but not single-layer FPN centrality, was related to better EF. We did not find a statistically significant change in explained variance in EF when using the multilayer approach as compared to the single-layer measures. Overall, our results show the importance of FPN integration for EF and underline the promise of the multilayer framework toward better understanding cognitive functioning.
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