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Subject-specificity of the correlation between large-scale structural and functional connectivity
- Source :
- bioRxiv
- Publication Year :
- 2018
- Publisher :
- Cold Spring Harbor Laboratory, 2018.
-
Abstract
- Structural connectivity (SC), the physical pathways connecting regions in the brain, and functional connectivity (FC), the temporal co-activations, are known to be tightly linked. However, the nature of this relationship is still not understood. In the present study, we examined this relation more closely in six separate human neuroimaging datasets with different acquisition and preprocessing methods. We show that using simple linear associations, the relation between an individual’s SC and FC is not subject-specific for five of the datasets. Subject-specificity of SC-FC fit is achieved only for one of the six datasets, the multi-modal Glasser HCP parcellated dataset. We show that subject-specificity of SC-FC correspondence is limited across datasets due to relatively small variability between subjects in SC compared to the larger variability in FC.
- Subjects :
- 0303 health sciences
business.industry
Subject specific
Functional connectivity
Pattern recognition
Subject (documents)
Correlation
03 medical and health sciences
0302 clinical medicine
Neuroimaging
Artificial intelligence
Scale (map)
business
030217 neurology & neurosurgery
030304 developmental biology
Mathematics
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- bioRxiv
- Accession number :
- edsair.doi.dedup.....719dfb0e16bbd11ff995d911844122d6
- Full Text :
- https://doi.org/10.1101/277590