Surface-Based Connectivity Integration: An atlas-free approach to jointly study functional and structural connectivity.
connectome integration
continuous connectome
diffusion MRI
functional MRI
white surface
Journal
Human brain mapping
ISSN: 1097-0193
Titre abrégé: Hum Brain Mapp
Pays: United States
ID NLM: 9419065
Informations de publication
Date de publication:
01 08 2021
01 08 2021
Historique:
revised:
03
03
2021
received:
13
08
2020
accepted:
06
04
2021
pubmed:
7
5
2021
medline:
9
3
2022
entrez:
6
5
2021
Statut:
ppublish
Résumé
There has been increasing interest in jointly studying structural connectivity (SC) and functional connectivity (FC) derived from diffusion and functional MRI. Previous connectome integration studies almost exclusively required predefined atlases. However, there are many potential atlases to choose from and this choice heavily affects all subsequent analyses. To avoid such an arbitrary choice, we propose a novel atlas-free approach, named Surface-Based Connectivity Integration (SBCI), to more accurately study the relationships between SC and FC throughout the intra-cortical gray matter. SBCI represents both SC and FC in a continuous manner on the white surface, avoiding the need for prespecified atlases. The continuous SC is represented as a probability density function and is smoothed for better facilitation of its integration with FC. To infer the relationship between SC and FC, three novel sets of SC-FC coupling (SFC) measures are derived. Using data from the Human Connectome Project, we introduce the high-quality SFC measures produced by SBCI and demonstrate the use of these measures to study sex differences in a cohort of young adults. Compared with atlas-based methods, this atlas-free framework produces more reproducible SFC features and shows greater predictive power in distinguishing biological sex. This opens promising new directions for all connectomics studies.
Identifiants
pubmed: 33956380
doi: 10.1002/hbm.25447
pmc: PMC8249904
doi:
Types de publication
Journal Article
Research Support, N.I.H., Intramural
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
3481-3499Subventions
Organisme : NIH HHS
ID : AG054328
Pays : United States
Organisme : NIA NIH HHS
ID : R01 AG054328
Pays : United States
Organisme : NIH HHS
ID : MH118020
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH118020
Pays : United States
Organisme : NIH HHS
ID : MH118927
Pays : United States
Organisme : NIH HHS
ID : 1U54MH091657
Pays : United States
Organisme : NIH HHS
ID : AG066970
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH118927
Pays : United States
Organisme : NIMH NIH HHS
ID : U54 MH091657
Pays : United States
Organisme : NIA NIH HHS
ID : R21 AG066970
Pays : United States
Informations de copyright
© 2021 The Authors. Human Brain Mapping published by Wiley Periodicals LLC.
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