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, by using classical high-dimensional approaches, has proven that the interindividual variability of functional connectivity (FC) 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 interpretable dimensions. Specifically, this study uses a data-driven approach to model the association between FC variability and interindividual differences in intelligence. For one of these loci, in the right ventral-lateral prefrontal cortex (vlPFC), we describe an association between fluid intelligence and the relative functional distance of this area from sensory and high-cognition systems. Furthermore, the topological properties of this region indicate that, with decreasing functional affinity with high-cognition systems, vlPFC 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.
Authors
- Arianna Menardi (ORCID: https://orcid.org/0000-0003-4385-6848)
- Daniel S. Margulies (ORCID: https://orcid.org/0000-0002-8880-9204)
- Antonino Vallesi (ORCID: https://orcid.org/0000-0002-4087-2845)
- Francesco Alberti (ORCID: https://orcid.org/0000-0001-5732-8224)
Institutions
- University of Padua (IT)
- University of Oxford (GB)
- Wellcome Centre for Integrative Neuroimaging (GB)
Publication Details
- Journal
- Human Brain Mapping
- Published
- 2025-02-15
- DOI
- https://doi.org/10.1002/hbm.70149
- Citations
- 5
- Primary Topic
- Functional Brain Connectivity Studies
- Type
- article
- Field-Weighted Citation Impact
- 7.16