Cargando…

Entropy Metrics Correlating with Higher Residual Functioning in Patients with Chronic Disorders of Consciousness

To test the ability of different entropy measures to classify patients with different conditions of chronic disorder of consciousness, we applied the Lempel–Ziv complexity, the amplitude coalition entropy (ACE), and the synchrony coalition entropy (SCE) to the EEG signals recorded in 32 patients, cl...

Descripción completa

Detalles Bibliográficos
Autores principales: Visani, Elisa, Luria, Gianvittorio, Sattin, Davide, Rossi Sebastiano, Davide, Ferraro, Stefania, Panzica, Ferruccio, Leonardi, Matilde, Franceschetti, Silvana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8946802/
https://www.ncbi.nlm.nih.gov/pubmed/35326288
http://dx.doi.org/10.3390/brainsci12030332
_version_ 1784674278145261568
author Visani, Elisa
Luria, Gianvittorio
Sattin, Davide
Rossi Sebastiano, Davide
Ferraro, Stefania
Panzica, Ferruccio
Leonardi, Matilde
Franceschetti, Silvana
author_facet Visani, Elisa
Luria, Gianvittorio
Sattin, Davide
Rossi Sebastiano, Davide
Ferraro, Stefania
Panzica, Ferruccio
Leonardi, Matilde
Franceschetti, Silvana
author_sort Visani, Elisa
collection PubMed
description To test the ability of different entropy measures to classify patients with different conditions of chronic disorder of consciousness, we applied the Lempel–Ziv complexity, the amplitude coalition entropy (ACE), and the synchrony coalition entropy (SCE) to the EEG signals recorded in 32 patients, clinically evaluated using the coma recovery scale revised (CRS-R). All the entropy measures indicated that differences found in the theta and alpha bands can distinguish patients in a minimal consciousness state (MCS) with respect to those in a vegetative state/unresponsive wakefulness state (VS/UWS). These differences were significant comparing the entropy measure performed on the anterior region of the left hemisphere and midline region. The values of theta-alpha entropy positively correlated with those of the CRS-R scores. Among the entropy measures, ACE most often highlighted significant differences. The higher values found in MCS were for the less impaired patients, according to their CRS-R, suggest that the preservation of signal entropy on the anterior region of the dominant hemisphere correlates with better preservation of consciousness, even in chronic conditions.
format Online
Article
Text
id pubmed-8946802
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-89468022022-03-25 Entropy Metrics Correlating with Higher Residual Functioning in Patients with Chronic Disorders of Consciousness Visani, Elisa Luria, Gianvittorio Sattin, Davide Rossi Sebastiano, Davide Ferraro, Stefania Panzica, Ferruccio Leonardi, Matilde Franceschetti, Silvana Brain Sci Communication To test the ability of different entropy measures to classify patients with different conditions of chronic disorder of consciousness, we applied the Lempel–Ziv complexity, the amplitude coalition entropy (ACE), and the synchrony coalition entropy (SCE) to the EEG signals recorded in 32 patients, clinically evaluated using the coma recovery scale revised (CRS-R). All the entropy measures indicated that differences found in the theta and alpha bands can distinguish patients in a minimal consciousness state (MCS) with respect to those in a vegetative state/unresponsive wakefulness state (VS/UWS). These differences were significant comparing the entropy measure performed on the anterior region of the left hemisphere and midline region. The values of theta-alpha entropy positively correlated with those of the CRS-R scores. Among the entropy measures, ACE most often highlighted significant differences. The higher values found in MCS were for the less impaired patients, according to their CRS-R, suggest that the preservation of signal entropy on the anterior region of the dominant hemisphere correlates with better preservation of consciousness, even in chronic conditions. MDPI 2022-03-01 /pmc/articles/PMC8946802/ /pubmed/35326288 http://dx.doi.org/10.3390/brainsci12030332 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Communication
Visani, Elisa
Luria, Gianvittorio
Sattin, Davide
Rossi Sebastiano, Davide
Ferraro, Stefania
Panzica, Ferruccio
Leonardi, Matilde
Franceschetti, Silvana
Entropy Metrics Correlating with Higher Residual Functioning in Patients with Chronic Disorders of Consciousness
title Entropy Metrics Correlating with Higher Residual Functioning in Patients with Chronic Disorders of Consciousness
title_full Entropy Metrics Correlating with Higher Residual Functioning in Patients with Chronic Disorders of Consciousness
title_fullStr Entropy Metrics Correlating with Higher Residual Functioning in Patients with Chronic Disorders of Consciousness
title_full_unstemmed Entropy Metrics Correlating with Higher Residual Functioning in Patients with Chronic Disorders of Consciousness
title_short Entropy Metrics Correlating with Higher Residual Functioning in Patients with Chronic Disorders of Consciousness
title_sort entropy metrics correlating with higher residual functioning in patients with chronic disorders of consciousness
topic Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8946802/
https://www.ncbi.nlm.nih.gov/pubmed/35326288
http://dx.doi.org/10.3390/brainsci12030332
work_keys_str_mv AT visanielisa entropymetricscorrelatingwithhigherresidualfunctioninginpatientswithchronicdisordersofconsciousness
AT luriagianvittorio entropymetricscorrelatingwithhigherresidualfunctioninginpatientswithchronicdisordersofconsciousness
AT sattindavide entropymetricscorrelatingwithhigherresidualfunctioninginpatientswithchronicdisordersofconsciousness
AT rossisebastianodavide entropymetricscorrelatingwithhigherresidualfunctioninginpatientswithchronicdisordersofconsciousness
AT ferrarostefania entropymetricscorrelatingwithhigherresidualfunctioninginpatientswithchronicdisordersofconsciousness
AT panzicaferruccio entropymetricscorrelatingwithhigherresidualfunctioninginpatientswithchronicdisordersofconsciousness
AT leonardimatilde entropymetricscorrelatingwithhigherresidualfunctioninginpatientswithchronicdisordersofconsciousness
AT franceschettisilvana entropymetricscorrelatingwithhigherresidualfunctioninginpatientswithchronicdisordersofconsciousness