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
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
118744Subventions
Organisme : NIMH NIH HHS
ID : U54 MH091657
Pays : United States
Informations de copyright
Copyright © 2021. Published by Elsevier Inc.