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Brain Entropy Study on Obsessive-Compulsive Disorder Using Resting-State fMRI
Object: Brain entropy is a potential index in the diagnosis of mental diseases, but there are some differences in different brain entropy calculation, which may bring confusion and difficulties to the application of brain entropy. Based on the resting-state function magnetic resonance imaging (fMRI)...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8632866/ https://www.ncbi.nlm.nih.gov/pubmed/34867549 http://dx.doi.org/10.3389/fpsyt.2021.764328 |
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author | Jiang, Xi Li, Xue Xing, Haoyang Huang, Xiaoqi Xu, Xin Li, Jing |
author_facet | Jiang, Xi Li, Xue Xing, Haoyang Huang, Xiaoqi Xu, Xin Li, Jing |
author_sort | Jiang, Xi |
collection | PubMed |
description | Object: Brain entropy is a potential index in the diagnosis of mental diseases, but there are some differences in different brain entropy calculation, which may bring confusion and difficulties to the application of brain entropy. Based on the resting-state function magnetic resonance imaging (fMRI) we analyzed the differences of the three main brain entropy in the statistical significance, including approximate entropy (ApEn), sample entropy (SampEn) and fuzzy entropy (FuzzyEn), and studied the physiological reasons behind the difference through comparing their performance on obsessive-compulsive disorder (OCD) and the healthy control (HC). Method: We set patients with OCD as the experimental group and healthy subjects as the control group. The brain entropy of the OCD group and the HC are calculated, respectively, by voxel and AAL region. And then we analyzed the statistical differences of the three brain entropies between the patients and the control group. To compare the sensitivity and robustness of these three kinds of entropy, we also studied their performance by using certain signal mixed with noise. Result: Compare with the control group, almost the whole brain's ApEn and FuzzyEn of OCD are larger significantly. Besides, there are more brain regions with obvious differences when using ApEn comparing to using FuzzyEn. There was no statistical difference between the SampEn of OCD and HC. Conclusion: Brain entropy is a numerical index related to brain function and can be used as a supplementary biological index to evaluate brain state, which may be used as a reference for the diagnosis of mental illness. According to an analysis of certain signal mixed with noise, we conclude that FuzzyEn is more accurate considering sensitivity, stability and robustness of entropy. |
format | Online Article Text |
id | pubmed-8632866 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-86328662021-12-02 Brain Entropy Study on Obsessive-Compulsive Disorder Using Resting-State fMRI Jiang, Xi Li, Xue Xing, Haoyang Huang, Xiaoqi Xu, Xin Li, Jing Front Psychiatry Psychiatry Object: Brain entropy is a potential index in the diagnosis of mental diseases, but there are some differences in different brain entropy calculation, which may bring confusion and difficulties to the application of brain entropy. Based on the resting-state function magnetic resonance imaging (fMRI) we analyzed the differences of the three main brain entropy in the statistical significance, including approximate entropy (ApEn), sample entropy (SampEn) and fuzzy entropy (FuzzyEn), and studied the physiological reasons behind the difference through comparing their performance on obsessive-compulsive disorder (OCD) and the healthy control (HC). Method: We set patients with OCD as the experimental group and healthy subjects as the control group. The brain entropy of the OCD group and the HC are calculated, respectively, by voxel and AAL region. And then we analyzed the statistical differences of the three brain entropies between the patients and the control group. To compare the sensitivity and robustness of these three kinds of entropy, we also studied their performance by using certain signal mixed with noise. Result: Compare with the control group, almost the whole brain's ApEn and FuzzyEn of OCD are larger significantly. Besides, there are more brain regions with obvious differences when using ApEn comparing to using FuzzyEn. There was no statistical difference between the SampEn of OCD and HC. Conclusion: Brain entropy is a numerical index related to brain function and can be used as a supplementary biological index to evaluate brain state, which may be used as a reference for the diagnosis of mental illness. According to an analysis of certain signal mixed with noise, we conclude that FuzzyEn is more accurate considering sensitivity, stability and robustness of entropy. Frontiers Media S.A. 2021-11-12 /pmc/articles/PMC8632866/ /pubmed/34867549 http://dx.doi.org/10.3389/fpsyt.2021.764328 Text en Copyright © 2021 Jiang, Li, Xing, Huang, Xu and Li. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychiatry Jiang, Xi Li, Xue Xing, Haoyang Huang, Xiaoqi Xu, Xin Li, Jing Brain Entropy Study on Obsessive-Compulsive Disorder Using Resting-State fMRI |
title | Brain Entropy Study on Obsessive-Compulsive Disorder Using Resting-State fMRI |
title_full | Brain Entropy Study on Obsessive-Compulsive Disorder Using Resting-State fMRI |
title_fullStr | Brain Entropy Study on Obsessive-Compulsive Disorder Using Resting-State fMRI |
title_full_unstemmed | Brain Entropy Study on Obsessive-Compulsive Disorder Using Resting-State fMRI |
title_short | Brain Entropy Study on Obsessive-Compulsive Disorder Using Resting-State fMRI |
title_sort | brain entropy study on obsessive-compulsive disorder using resting-state fmri |
topic | Psychiatry |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8632866/ https://www.ncbi.nlm.nih.gov/pubmed/34867549 http://dx.doi.org/10.3389/fpsyt.2021.764328 |
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