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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...

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Autores principales: Helmy, Adel, Antoniades, Chrystalina A., Guilfoyle, Mathew R., Carpenter, Keri L. H., Hutchinson, Peter J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
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.
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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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