Back to Search Start Over

Introducing axonal myelination in connectomics: A preliminary analysis of g-ratio distribution in healthy subjects

Authors :
Neil A. Harrison
Nicholas G. Dowell
Matteo Mancini
Mara Cercignani
Barbara Spanò
Giovanni Giulietti
Marco Bozzali
Publication Year :
2018

Abstract

Microstructural imaging and connectomics are two research areas that hold great potential for investigating brain structure and function. Combining these two approaches can lead to a better and more complete characterization of the brain as a network. The aim of this work is\ud characterizing the connectome from a novel perspective using the myelination measure given by the g-ratio. The g-ratio is the ratio of the inner to the outer diameters of a myelinated axon, whose aggregated value can now be estimated in vivo using MRI. In two different datasets of\ud healthy subjects, we reconstructed the structural connectome and then used the g-ratio estimated from diffusion and magnetization transfer data to characterise the network structure. Significant characteristics of g-ratio weighted graphs emerged. First, the g-ratio\ud distribution across the edges of the graph did not show the power-law distribution observed using the number of streamlines as a weight. Second, connections involving regions related to motor and sensory functions were the highest in myelin content. We also observed significant\ud differences in terms of the hub structure and the rich-club organization suggesting that connections involving hub regions present higher myelination than peripheral connections. Taken together, these findings offer a characterization of g-ratio distribution across the\ud connectome in healthy subjects and lay the foundations for further investigating plasticity and pathology using a similar approach.

Details

Language :
English
ISSN :
10538119
Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....da13cea26bcd5eedcbf8b11009366ab4