Analyses of microstructural variation in the human striatum using non-negative matrix factorization.

Franctional anisotropy Mean diffusivity Microstructure Multimodal Non-negative matrix factorization Striatum T1w/T2w

Journal

NeuroImage
ISSN: 1095-9572
Titre abrégé: Neuroimage
Pays: United States
ID NLM: 9215515

Informations de publication

Date de publication:
01 02 2022
Historique:
received: 15 07 2021
revised: 08 11 2021
accepted: 18 11 2021
pubmed: 2 12 2021
medline: 22 2 2022
entrez: 1 12 2021
Statut: ppublish

Résumé

The striatum is a major subcortical connection hub that has been heavily implicated in a wide array of motor and cognitive functions. Here, we developed a normative multimodal, data-driven microstructural parcellation of the striatum using non-negative matrix factorization (NMF) based on multiple magnetic resonance imaging-based metrics (mean diffusivity, fractional anisotropy, and the ratio between T1- and T2-weighted structural scans) from the Human Connectome Project Young Adult dataset (n = 329 unrelated participants, age range: 22-35, F/M: 185/144). We further explored the biological and functional relationships of this parcellation by relating our findings to motor and cognitive performance in tasks known to involve the striatum as well as demographics. We identified 5 spatially distinct striatal components for each hemisphere. We also show the gain in component stability when using multimodal versus unimodal metrics. Our findings suggest distinct microstructural patterns in the human striatum that are largely symmetric and that relate mostly to age and sex. Our work also highlights the putative functional relevance of these striatal components to different designations based on a Neurosynth meta-analysis.

Identifiants

pubmed: 34848302
pii: S1053-8119(21)01016-8
doi: 10.1016/j.neuroimage.2021.118744
pii:
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

118744

Subventions

Organisme : NIMH NIH HHS
ID : U54 MH091657
Pays : United States

Informations de copyright

Copyright © 2021. Published by Elsevier Inc.

Auteurs

Corinne Robert (C)

Cerebral Imaging Centre, Douglas Mental Health University Institute, Verdun, QC, Canada. Electronic address: corinne.robert@mail.mcgill.ca.

Raihaan Patel (R)

Cerebral Imaging Centre, Douglas Mental Health University Institute, Verdun, QC, Canada; Department of Biological and Biomedical Engineering, McGill University, Montreal, QC, Canada.

Nadia Blostein (N)

Cerebral Imaging Centre, Douglas Mental Health University Institute, Verdun, QC, Canada; Integrated Program in Neuroscience, McGill University, Montreal, QC, Canada.

Chrisopher J Steele (CJ)

Department of Psychology, Concordia University, Montreal, QC, Canada; Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.

M Mallar Chakravarty (MM)

Cerebral Imaging Centre, Douglas Mental Health University Institute, Verdun, QC, Canada; Integrated Program in Neuroscience, McGill University, Montreal, QC, Canada; Department of Biological and Biomedical Engineering, McGill University, Montreal, QC, Canada; Department of Psychiatry, McGill University, Montreal, QC, Canada. Electronic address: mallar@cobralab.ca.

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