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Multimodal, multiscale connectivity blueprints of the cerebral cortex

View ORCID ProfileJustine Y. Hansen, View ORCID ProfileGolia Shafiei, View ORCID ProfileKatharina Voigt, View ORCID ProfileEmma X. Liang, View ORCID ProfileSylvia M. L. Cox, View ORCID ProfileMarco Leyton, View ORCID ProfileSharna D. Jamadar, View ORCID ProfileBratislav Misic
doi: https://doi.org/10.1101/2022.12.02.518906
Justine Y. Hansen
1Montréal Neurological Institute, McGill University, Montréal, QC, Canada
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  • For correspondence: justine.hansen@mail.mcgill.ca
Golia Shafiei
2Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
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Katharina Voigt
3School of Psychological Sciences Turner and Turner Institute for Brain and Mental Health, Monash University, 18 Innovation Walk, 3800 Clayton VIC, Australia
4Monash Biomedical Imaging, Monash University, 770 Blackburn Road, 3800 Clayton VIC, Australia
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Emma X. Liang
4Monash Biomedical Imaging, Monash University, 770 Blackburn Road, 3800 Clayton VIC, Australia
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Sylvia M. L. Cox
5Department of Psychiatry, McGill University, Montréal, QC, Canada
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Marco Leyton
1Montréal Neurological Institute, McGill University, Montréal, QC, Canada
5Department of Psychiatry, McGill University, Montréal, QC, Canada
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Sharna D. Jamadar
3School of Psychological Sciences Turner and Turner Institute for Brain and Mental Health, Monash University, 18 Innovation Walk, 3800 Clayton VIC, Australia
4Monash Biomedical Imaging, Monash University, 770 Blackburn Road, 3800 Clayton VIC, Australia
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Bratislav Misic
1Montréal Neurological Institute, McGill University, Montréal, QC, Canada
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Abstract

The brain is composed of disparate neural populations that communicate and interact with one another. Although fiber bundles, similarities in molecular architecture, and synchronized neural activity all represent brain connectivity, a comprehensive study of how all these connectivity modes jointly reflect brain structure and function remains missing. Here we systematically integrate seven multimodal, multiscale brain connectivity profiles derived from gene expression, neurotransmitter receptor density, cellular morphology, glucose metabolism, haemodynamic activity, and electrophysiology. We uncover a compact set of universal organizational principles through which brain geometry and neuroanatomy shape emergent connectivity modes. Connectivity modes also exhibit unique and diverse connection patterns, hub profiles, dominant gradients, and modular organization. Throughout, we observe a consistent primacy of molecular connectivity modes—namely correlated gene expression and receptor similarity—that map well onto multiple phenomena including the rich club and patterns of cortical abnormalities across 13 neurological, psychiatric, and neurodevelopmental disorders. Finally, we fuse all seven connectivity modes into a single multimodal network and show that it maps onto major organizational features of the brain including structural conenctivity, intrinsic functional networks, and cytoarchitectonic classes. Altogether, this work contributes to next-generation connectomics and the integrative study of inter-regional relationships.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵* bratislav.misic{at}mcgill.ca

  • https://github.com/netneurolab/hansen_many_networks

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Posted December 02, 2022.
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Multimodal, multiscale connectivity blueprints of the cerebral cortex
Justine Y. Hansen, Golia Shafiei, Katharina Voigt, Emma X. Liang, Sylvia M. L. Cox, Marco Leyton, Sharna D. Jamadar, Bratislav Misic
bioRxiv 2022.12.02.518906; doi: https://doi.org/10.1101/2022.12.02.518906
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Multimodal, multiscale connectivity blueprints of the cerebral cortex
Justine Y. Hansen, Golia Shafiei, Katharina Voigt, Emma X. Liang, Sylvia M. L. Cox, Marco Leyton, Sharna D. Jamadar, Bratislav Misic
bioRxiv 2022.12.02.518906; doi: https://doi.org/10.1101/2022.12.02.518906

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