Functional connectotomy of a whole-brain model reveals tumor-induced alterations to neuronal dynamics in glioma patients
Brain tumors can induce pathological changes in neuronal dynamics that are reflected in functional connectivity measures. Here, we use a whole-brain modeling approach to investigate pathological alterations to neuronal activity in glioma patients. By fitting a Hopf whole-brain model to empirical functional connectivity, we investigate glioma-induced changes in optimal model parameters. We observe considerable differences in neuronal dynamics between glioma patients and healthy controls, both on an individual and population-based level. In particular, model parameter estimation suggests that local tumor pathology causes changes in brain dynamics by increasing the influence of interregional interactions on global neuronal activity. Our approach demonstrates that whole-brain models provide valuable insights for understanding glioma-associated alterations in functional connectivity.
Authors
- Alain Goriely (ORCID: https://orcid.org/0000-0002-6436-8483)
- Christoffer G. Alexandersen (ORCID: https://orcid.org/0000-0002-9645-7552)
- Mona Zimmermann (ORCID: https://orcid.org/0000-0003-0015-6737)
- Christian Bick (ORCID: https://orcid.org/0000-0002-5238-1146)
- Linda Douw (ORCID: https://orcid.org/0000-0001-7058-4062)
Institutions
- University of Oxford (GB)
- Amsterdam Neuroscience (NL)
- Amsterdam University Medical Centers (NL)
- Cancer Center Amsterdam (NL)
- Vrije Universiteit Amsterdam (NL)
Publication Details
- Journal
- Network Neuroscience
- Published
- 2024-11-13
- DOI
- https://doi.org/10.1162/netn_a_00426
- Citations
- 4
- Primary Topic
- Functional Brain Connectivity Studies
- Type
- article
- Field-Weighted Citation Impact
- 1.37
Funders
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek
- KWF Kankerbestrijding
- Engineering and Physical Sciences Research Council