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Updated: May 27, 2026

Co-analysis of Brain Structure and Function using fMRI and Diffusion-weighted Imaging
Published on: November 8, 2012
Using the biophysical CHARMED model to elucidate the underpinnings of contrast in diffusional kurtosis analysis of
Silvia De Santis1, Yaniv Assaf, Derek K Jones
1CUBRIC, School of Psychology, Cardiff University, Cardiff, UK. desantiss@cardiff.ac.uk
Object:
The aim of this work was to understand biophysical substrate underpinning contrast in diffusional kurtosis imaging (DKI) in white matter, using the composite hindered and restricted model of diffusion (CHARMED).
Materials And Methods:
A theoretical relationship between the kurtosis function K and the CHARMED parameters, i.e., the restricted volume fraction RF and the axonal longitudinal diffusivity D was derived for the propagator used in the CHARMED model. Evidence for a similar correlation between these measures was then investigated in vivo across different WM regions in five healthy young subjects that underwent a CHARMED protocol at 3T.
Results:
Our theoretical treatment shows that K has an increasing trend for both increasing RF values and increasing D. In vivo, a significant positive correlation (P < 0.001) was found between the kurtosis orthogonal to the fibre orientation K (⊥) and RF. A multilinear regression showed that K (⊥) values are better explained by a mixed contribution of both RF and D.
Conclusions:
The CHARMED model was used to understand whether and where DKI contrast can be explained in terms of the underlying axonal geometry. This work demonstrates that the information contained in DKI overlaps with the information extracted by CHARMED in areas of higher intra-voxel directional coherence.
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