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Updated: Jul 1, 2026

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Co-analysis of Brain Structure and Function using fMRI and Diffusion-weighted Imaging
Published on: November 8, 2012
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Similarity between structural and proxy estimates of brain connectivity.
Aldana Lizarraga1, Isabelle Ripp1, Arianna Sala1,2
1Department of Nuclear Medicine, School of Medicine, Klinikum Rechts der Isar, Technical University of Munich, Munich, Germany.
Summary
Structural connectivity (SC) underlies functional connectivity (FC) and F18-fluorodeoxyglucose uptake covariance (FDGcov) more than grey matter volume covariance (GMVcov). This suggests FDGcov is a valid estimate of functional brain connectivity.
Area of Science:
- Neuroscience
- Brain Imaging
- Connectomics
Background:
- Functional magnetic resonance imaging (fMRI) and diffusion-weighted imaging (DWI) are key for mapping the macroscale brain connectome.
- The relationship between structural connectivity (SC) and functional connectivity (FC) is partially understood, but their spatial overlap remains unclear.
- The relationship of SC with connectivity estimates derived from inter-subject covariance of F18-fluorodeoxyglucose uptake (FDGcov) and grey matter volume (GMVcov) is even less clear.
Purpose of the Study:
- To investigate the extent to which structural connectivity (SC) underlies three proxy estimates of brain connectivity: functional connectivity (FC), FDGcov, and GMVcov.
Main Methods:
- Simultaneous Positron Emission Tomography (PET)/Magnetic Resonance (MR) imaging was conducted in 56 healthy middle-aged individuals.
- Similarity between the four connectivity networks (SC, FC, FDGcov, GMVcov) was assessed using Spearman correlation.
- Spatial overlap was quantified using the convergence ratio (CR).
Main Results:
- Spearman correlation coefficients revealed moderate similarity between SC and FC (0.27), and SC and FDGcov (0.40), but weak similarity between SC and GMVcov (0.15).
- Mean convergence ratios (CR) indicated substantial spatial overlap: 51% for SC-FC, 48% for SC-FDGcov, and 37% for SC-GMVcov.
- Results were reproducible and robust across different image processing steps.
Conclusions:
- Structural connectivity (SC) shows relevant similarity with functional connectivity (FC) and F18-fluorodeoxyglucose uptake covariance (FDGcov).
- Grey matter volume covariance (GMVcov) demonstrated the weakest similarity to SC.
- FDGcov is supported as a valid estimate of functional brain connectivity, comparable in its underlying white matter structure to FC.

