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Fluid-Based Protein Biomarkers in Traumatic Brain Injury: The View from the Bedside

There has been an explosion of research into biofluid (blood, cerebrospinal fluid, CSF)-based protein biomarkers in traumatic brain injury (TBI) over the past decade. The availability of very large datasets, such as CENTRE-TBI and TRACK-TBI, allows for correlation of blood- and CSF-based molecular (...

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Autores principales: Agoston, Denes V., Helmy, Adel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10671762/
https://www.ncbi.nlm.nih.gov/pubmed/38003454
http://dx.doi.org/10.3390/ijms242216267
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author Agoston, Denes V.
Helmy, Adel
author_facet Agoston, Denes V.
Helmy, Adel
author_sort Agoston, Denes V.
collection PubMed
description There has been an explosion of research into biofluid (blood, cerebrospinal fluid, CSF)-based protein biomarkers in traumatic brain injury (TBI) over the past decade. The availability of very large datasets, such as CENTRE-TBI and TRACK-TBI, allows for correlation of blood- and CSF-based molecular (protein), radiological (structural) and clinical (physiological) marker data to adverse clinical outcomes. The quality of a given biomarker has often been framed in relation to the predictive power on the outcome quantified from the area under the Receiver Operating Characteristic (ROC) curve. However, this does not in itself provide clinical utility but reflects a statistical association in any given population between one or more variables and clinical outcome. It is not currently established how to incorporate and integrate biofluid-based biomarker data into patient management because there is no standardized role for such data in clinical decision making. We review the current status of biomarker research and discuss how we can integrate existing markers into current clinical practice and what additional biomarkers do we need to improve diagnoses and to guide therapy and to assess treatment efficacy. Furthermore, we argue for employing machine learning (ML) capabilities to integrate the protein biomarker data with other established, routinely used clinical diagnostic tools, to provide the clinician with actionable information to guide medical intervention.
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spelling pubmed-106717622023-11-13 Fluid-Based Protein Biomarkers in Traumatic Brain Injury: The View from the Bedside Agoston, Denes V. Helmy, Adel Int J Mol Sci Review There has been an explosion of research into biofluid (blood, cerebrospinal fluid, CSF)-based protein biomarkers in traumatic brain injury (TBI) over the past decade. The availability of very large datasets, such as CENTRE-TBI and TRACK-TBI, allows for correlation of blood- and CSF-based molecular (protein), radiological (structural) and clinical (physiological) marker data to adverse clinical outcomes. The quality of a given biomarker has often been framed in relation to the predictive power on the outcome quantified from the area under the Receiver Operating Characteristic (ROC) curve. However, this does not in itself provide clinical utility but reflects a statistical association in any given population between one or more variables and clinical outcome. It is not currently established how to incorporate and integrate biofluid-based biomarker data into patient management because there is no standardized role for such data in clinical decision making. We review the current status of biomarker research and discuss how we can integrate existing markers into current clinical practice and what additional biomarkers do we need to improve diagnoses and to guide therapy and to assess treatment efficacy. Furthermore, we argue for employing machine learning (ML) capabilities to integrate the protein biomarker data with other established, routinely used clinical diagnostic tools, to provide the clinician with actionable information to guide medical intervention. MDPI 2023-11-13 /pmc/articles/PMC10671762/ /pubmed/38003454 http://dx.doi.org/10.3390/ijms242216267 Text en © 2023 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 Review
Agoston, Denes V.
Helmy, Adel
Fluid-Based Protein Biomarkers in Traumatic Brain Injury: The View from the Bedside
title Fluid-Based Protein Biomarkers in Traumatic Brain Injury: The View from the Bedside
title_full Fluid-Based Protein Biomarkers in Traumatic Brain Injury: The View from the Bedside
title_fullStr Fluid-Based Protein Biomarkers in Traumatic Brain Injury: The View from the Bedside
title_full_unstemmed Fluid-Based Protein Biomarkers in Traumatic Brain Injury: The View from the Bedside
title_short Fluid-Based Protein Biomarkers in Traumatic Brain Injury: The View from the Bedside
title_sort fluid-based protein biomarkers in traumatic brain injury: the view from the bedside
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10671762/
https://www.ncbi.nlm.nih.gov/pubmed/38003454
http://dx.doi.org/10.3390/ijms242216267
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