2021
DOI: 10.3389/fncom.2020.583350
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Critical and Ictal Phases in Simulated EEG Signals on a Small-World Network

Abstract: Healthy brain function is marked by neuronal network dynamics at or near the critical phase, which separates regimes of instability and stasis. A failure to remain at this critical point can lead to neurological disorders such as epilepsy, which is associated with pathological synchronization of neuronal oscillations. Using full Hodgkin-Huxley (HH) simulations on a Small-World Network, we are able to generate synthetic electroencephalogram (EEG) signals with intervals corresponding to seizure (ictal) or non-se… Show more

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Cited by 8 publications
(5 citation statements)
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References 31 publications
(33 reference statements)
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“…Small-world networks combine the topological advantages of regular and random networks, ensuring efficiency of information transfer at local and global levels ( Hu et al, 2015 ). Our findings indicate that the brain network of epilepsy patients has small-world properties, consistent with the results of previous studies ( Nemzer et al, 2020 ; Shigemoto et al, 2021 ). We also found no significant difference in small-world properties between epilepsy patients and healthy control individuals, thereby the small-world characteristics of the brain in epilepsy patients maintained, indicating that information transmitted between brain regions in epilepsy patients can occur through new optimal paths, reflecting the brain’s ability to separate and integrate information ( Zhu et al, 2021 ).…”
Section: Discussionsupporting
confidence: 93%
“…Small-world networks combine the topological advantages of regular and random networks, ensuring efficiency of information transfer at local and global levels ( Hu et al, 2015 ). Our findings indicate that the brain network of epilepsy patients has small-world properties, consistent with the results of previous studies ( Nemzer et al, 2020 ; Shigemoto et al, 2021 ). We also found no significant difference in small-world properties between epilepsy patients and healthy control individuals, thereby the small-world characteristics of the brain in epilepsy patients maintained, indicating that information transmitted between brain regions in epilepsy patients can occur through new optimal paths, reflecting the brain’s ability to separate and integrate information ( Zhu et al, 2021 ).…”
Section: Discussionsupporting
confidence: 93%
“…These changes are reflective of an abnormal topology network in these patients (Hermann et al, 2021). Its significance mainly indicates that the information conversion and transmission capability among brain nodes decreases, the tightness of local network connections decreases, and the networks' balance of functional integration and differentiation is damaged (Nemzer et al, 2020;Shigemoto et al, 2021).…”
Section: Discussionmentioning
confidence: 99%
“…Investigation of the link between behavior of biological organisms and dynamic system theory has recently become a widely investigated topic of interest (Ros et al, 2014;Zimmern, 2020;Burrows et al, 2021;Nemzer et al, 2021). Its outcomes bring many valuable papers integrating concepts from neuroscience, physics and information theory (Stam, 2005).…”
Section: Post-covid-19 Neurological Complications From the Perspectiv...mentioning
confidence: 99%