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Functional connectivity and network analysis during hypoactive delirium and recovery from anesthesia

谵妄 脑电图 麻醉 判别式 医学 人工智能 计算机科学 精神科
作者
Tianne Numan,Arjen J. C. Slooter,Arendina W. van der Kooi,Annemieke M.L. Hoekman,Willem J.L. Suyker,Cornelis J. Stam,Edwin van Dellen
出处
期刊:Clinical Neurophysiology [Elsevier]
卷期号:128 (6): 914-924 被引量:110
标识
DOI:10.1016/j.clinph.2017.02.022
摘要

To gain insight in the underlying mechanism of reduced levels of consciousness due to hypoactive delirium versus recovery from anesthesia, we studied functional connectivity and network topology using electroencephalography (EEG). EEG recordings were performed in age and sex-matched patients with hypoactive delirium (n = 18), patients recovering from anesthesia (n = 20), and non-delirious control patients (n = 20), all after cardiac surgery. Functional and directed connectivity were studied with phase lag index and directed phase transfer entropy. Network topology was characterized using the minimum spanning tree (MST). A random forest classifier was calculated based on all measures to obtain discriminative ability between the three groups. Non-delirious control subjects showed a back-to-front information flow, which was lost during hypoactive delirium (p = 0.01) and recovery from anesthesia (p < 0.01). The recovery from anesthesia group had more integrated network in the delta band compared to non-delirious controls. In contrast, hypoactive delirium showed a less integrated network in the alpha band. High accuracy for discrimination between hypoactive delirious patients and controls (86%) and recovery from anesthesia and controls (95%) were found. Accuracy for discrimination between hypoactive delirium and recovery from anesthesia was 73%. Loss of functional and directed connectivity were observed in both hypoactive delirium and recovery from anesthesia, which might be related to the reduced level of consciousness in both states. These states could be distinguished in topology, which was a less integrated network during hypoactive delirium. Functional and directed connectivity are similarly disturbed during a reduced level of consciousness due to hypoactive delirium and sedatives, however topology was differently affected.
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