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Network Neuroscience
Article . 2023 . Peer-reviewed
License: CC BY
Data sources: Crossref
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Network Neuroscience
Article . 2023
Data sources: DOAJ
https://dx.doi.org/10.60692/jy...
Other literature type . 2023
Data sources: Datacite
https://dx.doi.org/10.60692/81...
Other literature type . 2023
Data sources: Datacite
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𝓗1 persistent features of the resting-state connectome in healthy subjects

1 السمات المستمرة للكونكتوم في حالة الراحة لدى الأشخاص الأصحاء
Authors: Darwin Martínez; Fabio A. González; Francisco Gómez Gómez;

𝓗1 persistent features of the resting-state connectome in healthy subjects

Abstract

Abstract The analysis of the resting-state functional connectome commonly relies on graph representations. However, the graph-based approach is restricted to pairwise interactions, not suitable to capture high-order interactions, that is, more than two regions. This work investigates the existence of cycles of synchronization emerging at the individual level in the resting-state fMRI dynamic. These cycles or loops correspond to more than three regions interacting in pairs surrounding a closed space in the resting dynamic. We devised a strategy for characterizing these loops on the fMRI resting state using persistent homology, a data analysis strategy based on topology aimed to characterize high-order connectivity features robustly. This approach describes the loops exhibited at the individual level on a population of 198 healthy controls. Results suggest that these synchronization cycles emerge robustly across different connectivity scales. In addition, these high-order features seem to be supported by a particular anatomical substrate. These topological loops constitute evidence of resting-state high-order arrangements of interaction hidden on classical pairwise models. These cycles may have implications for the synchronization mechanisms commonly described in the resting state.

Related Organizations
Keywords

Radiology, Nuclear Medicine and Imaging, Artificial intelligence, Cognitive Neuroscience, Population, Neurosciences. Biological psychiatry. Neuropsychiatry, Analysis of Brain Functional Connectivity Networks, Pairwise comparison, Functional Connectivity, Graph, Statistical Topology, Functional connectivity, Theoretical computer science, Resting-State fMRI, Health Sciences, Synchronization (alternating current), Connectome, FOS: Mathematics, Biology, Persistent Homology, Topology (electrical circuits), Life Sciences, Computer science, Graph theory, Topological Data Analysis in Science and Engineering, Diffusion Magnetic Resonance Imaging, Environmental health, Computational Theory and Mathematics, Combinatorics, Computer Science, Physical Sciences, Medicine, Resting state fMRI, Mathematics, RC321-571, Research Article, Neuroscience, Human Connectome Project

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
4
Top 10%
Average
Average
Green
gold