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Understanding the link between functional profiles and intelligence through dimensionality reduction and graph analysis

There is a growing interest in neuroscience for how individual-specific structural and functional features of the cortex relate to cognitive traits. This work builds on previous research which, using classical high-dimensional approaches, has proven that the interindividual variability of functional...

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Autores principales: Alberti, F., Menardi, A., Margulies, D.S., Vallesi, A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10120667/
https://www.ncbi.nlm.nih.gov/pubmed/37090501
http://dx.doi.org/10.1101/2023.04.12.536421
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author Alberti, F.
Menardi, A.
Margulies, D.S.
Vallesi, A.
author_facet Alberti, F.
Menardi, A.
Margulies, D.S.
Vallesi, A.
author_sort Alberti, F.
collection PubMed
description There is a growing interest in neuroscience for how individual-specific structural and functional features of the cortex relate to cognitive traits. This work builds on previous research which, using classical high-dimensional approaches, has proven that the interindividual variability of functional connectivity profiles reflects differences in fluid intelligence. To provide an additional perspective into this relationship, the present study uses a recent framework for investigating cortical organization: functional gradients. This approach places local connectivity profiles within a common low-dimensional space whose axes are functionally interretable dimensions. Specifically, this study uses a data-driven approach focussing on areas where FC variability is highest across individuals to model different facets of intelligence. For one of these loci, in the right ventral-lateral prefrontal cortex (vlPFC), we describe an association between fluid intelligence and relative functional distance from sensory and high-cognition systems. Furthermore, the topological properties of this region indicate that with decreasing functional affinity with the latter, its functional connections are more evenly distributed across all networks. Participating in multiple functional networks may reflect a better ability to coordinate sensory and high-order cognitive systems.
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spelling pubmed-101206672023-04-22 Understanding the link between functional profiles and intelligence through dimensionality reduction and graph analysis Alberti, F. Menardi, A. Margulies, D.S. Vallesi, A. bioRxiv Article There is a growing interest in neuroscience for how individual-specific structural and functional features of the cortex relate to cognitive traits. This work builds on previous research which, using classical high-dimensional approaches, has proven that the interindividual variability of functional connectivity profiles reflects differences in fluid intelligence. To provide an additional perspective into this relationship, the present study uses a recent framework for investigating cortical organization: functional gradients. This approach places local connectivity profiles within a common low-dimensional space whose axes are functionally interretable dimensions. Specifically, this study uses a data-driven approach focussing on areas where FC variability is highest across individuals to model different facets of intelligence. For one of these loci, in the right ventral-lateral prefrontal cortex (vlPFC), we describe an association between fluid intelligence and relative functional distance from sensory and high-cognition systems. Furthermore, the topological properties of this region indicate that with decreasing functional affinity with the latter, its functional connections are more evenly distributed across all networks. Participating in multiple functional networks may reflect a better ability to coordinate sensory and high-order cognitive systems. Cold Spring Harbor Laboratory 2023-04-12 /pmc/articles/PMC10120667/ /pubmed/37090501 http://dx.doi.org/10.1101/2023.04.12.536421 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
Alberti, F.
Menardi, A.
Margulies, D.S.
Vallesi, A.
Understanding the link between functional profiles and intelligence through dimensionality reduction and graph analysis
title Understanding the link between functional profiles and intelligence through dimensionality reduction and graph analysis
title_full Understanding the link between functional profiles and intelligence through dimensionality reduction and graph analysis
title_fullStr Understanding the link between functional profiles and intelligence through dimensionality reduction and graph analysis
title_full_unstemmed Understanding the link between functional profiles and intelligence through dimensionality reduction and graph analysis
title_short Understanding the link between functional profiles and intelligence through dimensionality reduction and graph analysis
title_sort understanding the link between functional profiles and intelligence through dimensionality reduction and graph analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10120667/
https://www.ncbi.nlm.nih.gov/pubmed/37090501
http://dx.doi.org/10.1101/2023.04.12.536421
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