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Principal Component Analysis of the Cytokine and Chemokine Response to Human Traumatic Brain Injury
There is a growing realisation that neuro-inflammation plays a fundamental role in the pathology of Traumatic Brain Injury (TBI). This has led to the search for biomarkers that reflect these underlying inflammatory processes using techniques such as cerebral microdialysis. The interpretation of such...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3382168/ https://www.ncbi.nlm.nih.gov/pubmed/22745809 http://dx.doi.org/10.1371/journal.pone.0039677 |
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author | Helmy, Adel Antoniades, Chrystalina A. Guilfoyle, Mathew R. Carpenter, Keri L. H. Hutchinson, Peter J. |
author_facet | Helmy, Adel Antoniades, Chrystalina A. Guilfoyle, Mathew R. Carpenter, Keri L. H. Hutchinson, Peter J. |
author_sort | Helmy, Adel |
collection | PubMed |
description | There is a growing realisation that neuro-inflammation plays a fundamental role in the pathology of Traumatic Brain Injury (TBI). This has led to the search for biomarkers that reflect these underlying inflammatory processes using techniques such as cerebral microdialysis. The interpretation of such biomarker data has been limited by the statistical methods used. When analysing data of this sort the multiple putative interactions between mediators need to be considered as well as the timing of production and high degree of statistical co-variance in levels of these mediators. Here we present a cytokine and chemokine dataset from human brain following human traumatic brain injury and use principal component analysis and partial least squares discriminant analysis to demonstrate the pattern of production following TBI, distinct phases of the humoral inflammatory response and the differing patterns of response in brain and in peripheral blood. This technique has the added advantage of making no assumptions about the Relative Recovery (RR) of microdialysis derived parameters. Taken together these techniques can be used in complex microdialysis datasets to summarise the data succinctly and generate hypotheses for future study. |
format | Online Article Text |
id | pubmed-3382168 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-33821682012-06-28 Principal Component Analysis of the Cytokine and Chemokine Response to Human Traumatic Brain Injury Helmy, Adel Antoniades, Chrystalina A. Guilfoyle, Mathew R. Carpenter, Keri L. H. Hutchinson, Peter J. PLoS One Research Article There is a growing realisation that neuro-inflammation plays a fundamental role in the pathology of Traumatic Brain Injury (TBI). This has led to the search for biomarkers that reflect these underlying inflammatory processes using techniques such as cerebral microdialysis. The interpretation of such biomarker data has been limited by the statistical methods used. When analysing data of this sort the multiple putative interactions between mediators need to be considered as well as the timing of production and high degree of statistical co-variance in levels of these mediators. Here we present a cytokine and chemokine dataset from human brain following human traumatic brain injury and use principal component analysis and partial least squares discriminant analysis to demonstrate the pattern of production following TBI, distinct phases of the humoral inflammatory response and the differing patterns of response in brain and in peripheral blood. This technique has the added advantage of making no assumptions about the Relative Recovery (RR) of microdialysis derived parameters. Taken together these techniques can be used in complex microdialysis datasets to summarise the data succinctly and generate hypotheses for future study. Public Library of Science 2012-06-22 /pmc/articles/PMC3382168/ /pubmed/22745809 http://dx.doi.org/10.1371/journal.pone.0039677 Text en Helmy et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Helmy, Adel Antoniades, Chrystalina A. Guilfoyle, Mathew R. Carpenter, Keri L. H. Hutchinson, Peter J. Principal Component Analysis of the Cytokine and Chemokine Response to Human Traumatic Brain Injury |
title | Principal Component Analysis of the Cytokine and Chemokine Response to Human Traumatic Brain Injury |
title_full | Principal Component Analysis of the Cytokine and Chemokine Response to Human Traumatic Brain Injury |
title_fullStr | Principal Component Analysis of the Cytokine and Chemokine Response to Human Traumatic Brain Injury |
title_full_unstemmed | Principal Component Analysis of the Cytokine and Chemokine Response to Human Traumatic Brain Injury |
title_short | Principal Component Analysis of the Cytokine and Chemokine Response to Human Traumatic Brain Injury |
title_sort | principal component analysis of the cytokine and chemokine response to human traumatic brain injury |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3382168/ https://www.ncbi.nlm.nih.gov/pubmed/22745809 http://dx.doi.org/10.1371/journal.pone.0039677 |
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