State-switching and high-order spatiotemporal organization of dynamic functional connectivity are disrupted by Alzheimer’s disease

Author:

Arbabyazd Lucas1,Petkoski Spase1ORCID,Breakspear Michael2ORCID,Solodkin Ana3ORCID,Battaglia Demian14ORCID,Jirsa Viktor1ORCID

Affiliation:

1. Université Aix-Marseille, INSERM UMR 1106, Institut de Neurosciences des Systèmes, Marseille, France

2. University of Newcastle, Callaghan, NSW, Australia

3. Neurosciences, School of Behavioral and Brain Sciences, University of Texas at Dallas, Richardson, TX, USA

4. University of Strasbourg Institute for Advanced Studies, Strasbourg, France

Abstract

Abstract Spontaneous activity during the resting state, tracked by BOLD fMRI imaging, or shortly rsfMRI, gives rise to brain-wide dynamic patterns of interregional correlations, whose structured flexibility relates to cognitive performance. Here, we analyze resting-state dynamic functional connectivity (dFC) in a cohort of older adults, including amnesic mild cognitive impairment (aMCI, N = 34) and Alzheimer’s disease (AD, N = 13) patients, as well as normal control (NC, N = 16) and cognitively “supernormal” controls (SNC, N = 10) subjects. Using complementary state-based and state-free approaches, we find that resting-state fluctuations of different functional links are not independent but are constrained by high-order correlations between triplets or quadruplets of functionally connected regions. When contrasting patients with healthy subjects, we find that dFC between cingulate and other limbic regions is increasingly bursty and intermittent when ranking the four groups from SNC to NC, aMCI and AD. Furthermore, regions affected at early stages of AD pathology are less involved in higher order interactions in patient than in control groups, while pairwise interactions are not significantly reduced. Our analyses thus suggest that the spatiotemporal complexity of dFC organization is precociously degraded in AD and provides a richer window into the underlying neurobiology than time-averaged FC connections.

Funder

Horizon 2020 Framework Programme

Publisher

MIT Press

Subject

Applied Mathematics,Artificial Intelligence,Computer Science Applications,General Neuroscience

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