Scientific ReportsNeurosciencePeer-reviewed journal article
Macroscale coupling between structural and effective connectivity in the mouse brain
Danilo BenozzoiD, Giorgia BaroniD, Ludovico ColettaiD, Alessandro ChiusoiD, Alessandro GozziiD, Alessandra BertoldoiD
Abstract
How the emergent functional connectivity (FC) relates to the underlying anatomy (structural connectivity, SC) is one of the biggest questions of modern neuroscience. At the macro-scale level, no one-to-one correspondence between structural and functional links seems to exist. And we posit that to better understand their coupling, two key aspects should be taken into account: the directionality of the structural connectome and the limitations of describing network functions in terms of FC. Here, we employed an accurate directed SC of the mouse brain obtained by means of viral tracers, and related it with single-subject effective connectivity (EC) matrices computed by applying a recently developed DCM to whole-brain resting-state fMRI data. We analyzed how SC deviates from EC and quantified their couplings by conditioning both on the strongest SC links and EC links. We found that when conditioning on the strongest EC links, the obtained coupling follows the unimodal-transmodal functional hierarchy. Whereas the reverse is not true, as there are strong SC links within high-order cortical areas with no corresponding strong EC links. This mismatch is even more clear across networks. Only the connections within sensory motor networks align both in terms of effective and structural strength.
- organism: mouse
- assay: bulk RNA-seq
- assay: imaging
- research focus: cell-cell communication
- approach: statistical model
- Citations
- 10
- FWCI
- 2.19
- Field percentile
- top 14%
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