Multi-scale structural rich-club organization of the brain in full-term newborns: a combined DWI and fMRI study.

2021 
Objective Our understanding of early brain development is limited due to rapid changes in white matter pathways after birth. In this study, we introduced a multi-scale cross-modal approach to investigate the rich club (RC) organization and topology of the structural brain networks in 40 healthy neonates using diffusion-weighted imaging and resting-state fMRI data. Approach A group independent component analysis was first performed to identify eight resting state networks (RSNs) used as functional modules. A groupwise whole-brain functional parcellation was also performed at five scales comprising 100 to 900 parcels. The distribution of RC nodes was then investigated within and between the RSNs. We further assessed the distribution of short and long-range RC, feeder and local connections across different parcellation scales. Main results Sharing the scale-free characteristic of small-worldness, the neonatal structural brain networks exhibited a rich club organization at different nodal scales. The subcortical, sensory-motor and default mode networks were found to be strongly involved in the rich club organization of the structural brain networks, especially in the zones where the RSNs overlapped, with an average cross-scale proportion of 45.9%, 28.5% and 10.5%, respectively. A large proportion of the connector hubs were found to be rich club members for the coarsest (73%) to finest (92%) nodal scales. Our results revealed a prominent involvement of cortico-subcortical and cortico-cerebellar white matter pathways in the rich club organization of the neonatal brain. Regardless of the nodal scale, the majority (more than 65.2 %) of the inter-RSN connections were long distance rich club or feeder with an average physical connection of 105.5 mm and 97.4 mm, respectively. Several key rich club regions were identified, including the insula and cingulate gyri, middle and superior temporal gyri, hippocampus and parahippocampus, fusiform gyrus, precuneus, superior frontal and precentral gyri, calcarine fissure and lingual gyrus. Significance Our results emphasize the importance of the multi-scale connectivity analysis in assessing the cross-scale reproducibility of the connectivity results concerning the global and local topological properties of the brain networks. Our findings may improve our understanding of the early brain development.
    • Correction
    • Source
    • Cite
    • Save
    • Machine Reading By IdeaReader
    142
    References
    1
    Citations
    NaN
    KQI
    []