The R1-weighted connectome: complementing brain networks with a myelin-sensitive measure

Author:

Boshkovski Tommy1ORCID,Kocarev Ljupco2,Cohen-Adad Julien134ORCID,Mišić Bratislav5,Lehéricy Stéphane6,Stikov Nikola17,Mancini Matteo189ORCID

Affiliation:

1. NeuroPoly Lab, Polytechnique Montreal, Montreal, QC, Canada

2. Macedonian Academy of Sciences and Arts, Skopje, Macedonia

3. Department of Neurosciences, Faculty of Medicine, University of Montreal, Montreal, QC, Canada

4. Functional Neuroimaging Unit, Centre de recherche de l’institut universitaire de gériatrie de Montréal, Montreal, QC, Canada

5. Montreal Neurological Institute, Montreal, QC, Canada

6. Paris Brain Institute (ICM), Centre for NeuroImaging Research (CENIR), Inserm U 1127, CNRS UMR 7225, Sorbonne Université, F-75013, Paris, France

7. Montreal Heart Institute, Montreal, QC, Canada

8. Department of Neuroscience, Brighton and Sussex Medical School, University of Sussex, Brighton, UK

9. CUBRIC, Cardiff University, Cardiff, UK

Abstract

Abstract Myelin plays a crucial role in how well information travels between brain regions. Complementing the structural connectome, obtained with diffusion MRI tractography, with a myelin-sensitive measure could result in a more complete model of structural brain connectivity and give better insight into white-matter myeloarchitecture. In this work we weight the connectome by the longitudinal relaxation rate (R1), a measure sensitive to myelin, and then we assess its added value by comparing it with connectomes weighted by the number of streamlines (NOS). Our analysis reveals differences between the two connectomes both in the distribution of their weights and the modular organization. Additionally, the rank-based analysis shows that R1 can be used to separate transmodal regions (responsible for higher-order functions) from unimodal regions (responsible for low-order functions). Overall, the R1-weighted connectome provides a different perspective on structural connectivity taking into account white matter myeloarchitecture.

Funder

Investissements d’Avenir

EDF Foundation

Fondation Institut de Cardiologie de Montréal

Canadian Open Neuroscience Platform

Réseau en Bio-Imagerie du Quebec

Natural Sciences and Engineering Research Council of Canada

Fonds de Recherche du Québec - Santé

Wellcome Trust

Fondation Thérèse and René Planiol

Publisher

MIT Press - Journals

Subject

Applied Mathematics,Artificial Intelligence,Computer Science Applications,General Neuroscience

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