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Multimodal multilayer network centrality relates to executive functioning. | LitMetric

AI Article Synopsis

  • Executive functioning (EF) relies heavily on the fronto-parietal network (FPN), which integrates information across different brain regions, but various types of data on the FPN's role in EF have not been combined before.
  • Researchers created a multilayer framework to merge several data types (such as diffusion MRI and MEG) from 33 healthy adults, allowing them to analyze both single-layer and multilayer networks relative to EF.
  • Results showed that higher multilayer centrality of the FPN was associated with better EF, suggesting the importance of integrating different modalities to gain insight into cognitive functioning, although the multilayer approach did not significantly outperform single-layer measures in explaining variance in EF.

Article 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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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10275212PMC
http://dx.doi.org/10.1162/netn_a_00284DOI Listing

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