BrainSpace: a toolbox for the analysis of macroscale gradients in neuroimaging and connectomics datasets
Montreal Neurological Institute and Hospital · McGill University · +10 more institutions
Abstract
Understanding how cognitive functions emerge from brain structure depends on quantifying how discrete regions are integrated within the broader cortical landscape. Recent work established that macroscale brain organization and function can be described in a compact manner with multivariate machine learning approaches that identify manifolds often described as cortical gradients. By quantifying topographic principles of macroscale organization, cortical gradients lend an analytical framework to study structural and functional brain organization across species, throughout development and aging, and its perturbations in disease. Here, we present BrainSpace, a Python/Matlab toolbox for (i) the identification of…
Citation impact
- FWCI
- 34.71
- Percentile
- 100%
- References
- 69
Authors
15- RVReinder Vos de WaelCorresponding
Montreal Neurological Institute and Hospital, McGill University
- OBOualid Benkarim
Montreal Neurological Institute and Hospital, McGill University
- CPCasey Paquola
Montreal Neurological Institute and Hospital, McGill University
- SLSara Larivière
Montreal Neurological Institute and Hospital, McGill University
- JRJessica Royer
Montreal Neurological Institute and Hospital, McGill University
Topics & keywords
- Toolbox
- Connectomics
- Python (programming language)
- Computer science
- Neuroimaging
- Visualization
- Artificial intelligence
- Neuroscience
- Life in Land
Funding
- SFSavoy Foundation
- CRCanada Research Chairs
- HFHospital for Sick Children
- NINational Institutes of HealthAward: 1U54MH091657
- MCMcDonnell Center for Systems NeuroscienceAward: 1U54MH091657
- CICanadian Institutes of Health ResearchAwards: 154298, FDN-154298
- NSNatural Sciences and Engineering Research Council of CanadaAwards: 1U54MH091657, Discovery-1304413, 1304413
- NBNIH Blueprint for Neuroscience ResearchAward: 1U54MH091657
- CACentre Azrieli de recherche sur l'autisme, Institut et Hôpital Neurologiques de Montréal