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Zero-delay cross-correlation analysis of brain networks at different time scale resolution.

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ABSTRACT BOOK

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Book of abstracts BYNS2018 Page 33

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Diana Elisa Chiari

Zero-delay cross-correlation analysis of brain networks at different time

scale resolution.

D. E. Chiari,1 A. Perinelli,1 and L. Ricci1

Department of Physics, University of Trento, Trento, Italy

The study of brain connectivity and network dynamics is a major issue in neuroscience. Network structures are commonly assessed by evaluating fMRI and EEG correlate activity between cerebral volumes. Magnetoencephalography (MEG) is emerging as a complementary method that combines a high temporal resolution (~1 ms) with an acceptable spatial resolution (~1cm).

A major application of MEG to the issue of brain connectivity concerns the identification of so-called resting state networks. Several studies have suggested an optimal time scale of ~10 s to visualize these networks. However, no work has yet tackled the issue of the significance of this crucial parameter concerning brain network dynamics.

In our work, a method to study brain network structures at different time-scales is described. Quasi– zero–delay cross–correlation between power sequences belonging to different brain voxels is evaluated. Changing the width of observation sliding windows leads to different time-scale resolutions, thus providing a new tool to identify fully connected networks and to investigate their temporal dynamics.

The application of the method to a set of volume elements that are supposed to belong to the resting state network know as Default Mode Network shows that the visibility onset for connectivity occurs at a time scale of ~ 30 s, i.e. at the same order of magnitude as the time scale resulting from other methods.

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