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Consciousness & Brain Functional Complexity in Propofol Anaesthesia
The brain is possibly the most complex system known to mankind, and its complexity has been called upon to explain the emergence of consciousness. However, complexity has been defined in many ways by multiple different fields: here, we investigate measures of algorithmic and process complexity in bo...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6978464/ https://www.ncbi.nlm.nih.gov/pubmed/31974390 http://dx.doi.org/10.1038/s41598-020-57695-3 |
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author | Varley, Thomas F. Luppi, Andrea I. Pappas, Ioannis Naci, Lorina Adapa, Ram Owen, Adrian M. Menon, David K. Stamatakis, Emmanuel A. |
author_facet | Varley, Thomas F. Luppi, Andrea I. Pappas, Ioannis Naci, Lorina Adapa, Ram Owen, Adrian M. Menon, David K. Stamatakis, Emmanuel A. |
author_sort | Varley, Thomas F. |
collection | PubMed |
description | The brain is possibly the most complex system known to mankind, and its complexity has been called upon to explain the emergence of consciousness. However, complexity has been defined in many ways by multiple different fields: here, we investigate measures of algorithmic and process complexity in both the temporal and topological domains, testing them on functional MRI BOLD signal data obtained from individuals undergoing various levels of sedation with the anaesthetic agent propofol, replicating our results in two separate datasets. We demonstrate that the various measures are differently able to discriminate between levels of sedation, with temporal measures showing higher sensitivity. Further, we show that all measures are strongly related to a single underlying construct explaining most of the variance, as assessed by Principal Component Analysis, which we interpret as a measure of “overall complexity” of our data. This overall complexity was also able to discriminate between levels of sedation and serum concentrations of propofol, supporting the hypothesis that consciousness is related to complexity - independent of how the latter is measured. |
format | Online Article Text |
id | pubmed-6978464 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-69784642020-01-30 Consciousness & Brain Functional Complexity in Propofol Anaesthesia Varley, Thomas F. Luppi, Andrea I. Pappas, Ioannis Naci, Lorina Adapa, Ram Owen, Adrian M. Menon, David K. Stamatakis, Emmanuel A. Sci Rep Article The brain is possibly the most complex system known to mankind, and its complexity has been called upon to explain the emergence of consciousness. However, complexity has been defined in many ways by multiple different fields: here, we investigate measures of algorithmic and process complexity in both the temporal and topological domains, testing them on functional MRI BOLD signal data obtained from individuals undergoing various levels of sedation with the anaesthetic agent propofol, replicating our results in two separate datasets. We demonstrate that the various measures are differently able to discriminate between levels of sedation, with temporal measures showing higher sensitivity. Further, we show that all measures are strongly related to a single underlying construct explaining most of the variance, as assessed by Principal Component Analysis, which we interpret as a measure of “overall complexity” of our data. This overall complexity was also able to discriminate between levels of sedation and serum concentrations of propofol, supporting the hypothesis that consciousness is related to complexity - independent of how the latter is measured. Nature Publishing Group UK 2020-01-23 /pmc/articles/PMC6978464/ /pubmed/31974390 http://dx.doi.org/10.1038/s41598-020-57695-3 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Varley, Thomas F. Luppi, Andrea I. Pappas, Ioannis Naci, Lorina Adapa, Ram Owen, Adrian M. Menon, David K. Stamatakis, Emmanuel A. Consciousness & Brain Functional Complexity in Propofol Anaesthesia |
title | Consciousness & Brain Functional Complexity in Propofol Anaesthesia |
title_full | Consciousness & Brain Functional Complexity in Propofol Anaesthesia |
title_fullStr | Consciousness & Brain Functional Complexity in Propofol Anaesthesia |
title_full_unstemmed | Consciousness & Brain Functional Complexity in Propofol Anaesthesia |
title_short | Consciousness & Brain Functional Complexity in Propofol Anaesthesia |
title_sort | consciousness & brain functional complexity in propofol anaesthesia |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6978464/ https://www.ncbi.nlm.nih.gov/pubmed/31974390 http://dx.doi.org/10.1038/s41598-020-57695-3 |
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